FileBase 20160505--2--12.12.2016-14.04 ElecNo 3 UseFeatures 11111111111111111100001 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 2 MaxClusters 12 MaxPossibleClusters 1000 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.rc3-3-geed5 Setting RAM limit to total physical memory, 62.82 GB. Expected memory usage by array (largest first): Array LogP will use between 0.61 and 0.92 GB. - 8 bytes per element (scalar), 41034000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.01 and 0.02 GB. - 8 bytes per element (scalar), 779646 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.01 and 0.01 GB. - 8 bytes per element (scalar), 361000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array Data will use between 0.00 and 0.00 GB. - 2 bytes per element (data_int), 779646 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 779646 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 779646 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=41034, nDims=19, MaxPossibleClusters=1000 Total memory usage will be between 0.63 and 0.95 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 41034 data points of dimension 19. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 41034 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (0.344339 sec): 2 clusters Score: Raw -1838445.581697 + Penalty 1115.326408 = -1837330.255289 nChanged 215 Iteration 1Q (0.443991 sec): 2 clusters Score: Raw -1854273.229605 + Penalty 1115.326408 = -1853157.903196 nChanged 150 Iteration 2Q (0.525286 sec): 2 clusters Score: Raw -1854553.411790 + Penalty 1115.326408 = -1853438.085381 nChanged 40 Iteration 3Q (0.606717 sec): 2 clusters Score: Raw -1854573.160435 + Penalty 1115.326408 = -1853457.834026 nChanged 16 Iteration 4Q (0.685985 sec): 2 clusters Score: Raw -1854576.291452 + Penalty 1115.326408 = -1853460.965043 nChanged 1 Iteration 5Q (0.756567 sec): 2 clusters Score: Raw -1854576.380036 + Penalty 1115.326408 = -1853461.053628 nChanged 0 Iteration 6F (0.838202 sec): 2 clusters Score: Raw -1854576.380036 + Penalty 1115.326408 = -1853461.053628 nChanged 0 Compute initial score before splitting: Score: Raw -1854576.380036 + Penalty 1115.326408 = -1853461.053628 Trying to split cluster 1 (40612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.077201 sec): 2 clusters Score: Raw -1856926.761547 + Penalty 1114.240981 = -1855812.520566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.214139 sec): 3 clusters Score: Raw -1832509.565950 + Penalty 2228.481962 = -1830281.083988 nChanged 19462 SP:Iteration 1F (1.358341 sec): 3 clusters Score: Raw -1859056.104985 + Penalty 2228.481962 = -1856827.623022 nChanged 5741 SP:Iteration 2F (1.506414 sec): 3 clusters Score: Raw -1873162.077244 + Penalty 2228.481962 = -1870933.595282 nChanged 7273 SP:Iteration 3F (1.666772 sec): 3 clusters Score: Raw -1899953.337929 + Penalty 2228.481962 = -1897724.855966 nChanged 4991 SP:Iteration 4F (1.807266 sec): 3 clusters Score: Raw -1921090.651839 + Penalty 2228.481962 = -1918862.169877 nChanged 2823 SP:Iteration 5F (1.961937 sec): 3 clusters Score: Raw -1940849.029393 + Penalty 2228.481962 = -1938620.547430 nChanged 1368 SP:Iteration 6Q (2.107237 sec): 3 clusters Score: Raw -1945734.515648 + Penalty 2228.481962 = -1943506.033685 nChanged 517 SP:Iteration 7Q (2.258991 sec): 3 clusters Score: Raw -1945854.202341 + Penalty 2228.481962 = -1943625.720378 nChanged 147 SP:Iteration 8Q (2.379567 sec): 3 clusters Score: Raw -1945867.688605 + Penalty 2228.481962 = -1943639.206642 nChanged 50 SP:Iteration 9Q (2.514286 sec): 3 clusters Score: Raw -1945869.961512 + Penalty 2228.481962 = -1943641.479550 nChanged 21 SP:Iteration 10Q (2.672072 sec): 3 clusters Score: Raw -1945870.691305 + Penalty 2228.481962 = -1943642.209343 nChanged 10 SP:Iteration 11Q (2.792456 sec): 3 clusters Score: Raw -1945870.951804 + Penalty 2228.481962 = -1943642.469842 nChanged 4 SP:Iteration 12Q (2.949931 sec): 3 clusters Score: Raw -1945871.039698 + Penalty 2228.481962 = -1943642.557735 nChanged 2 SP:Iteration 13Q (3.084040 sec): 3 clusters Score: Raw -1945871.082259 + Penalty 2228.481962 = -1943642.600297 nChanged 0 SP:Iteration 14F (3.224981 sec): 3 clusters Score: Raw -1945871.082259 + Penalty 2228.481962 = -1943642.600297 nChanged 0 Score: Raw -1943520.700749 + Penalty 2230.652817 = -1941290.047932 Splitting cluster 1 changes total score from -1853461.053628 to -1941290.047932 So it's getting split into cluster 2. Iteration 7F (3.518682 sec): 3 clusters Score: Raw -1948806.871399 + Penalty 2230.652817 = -1946576.218583 nChanged 303 Iteration 8Q (3.665278 sec): 3 clusters Score: Raw -1949557.302422 + Penalty 2230.652817 = -1947326.649605 nChanged 185 Iteration 9Q (3.808612 sec): 3 clusters Score: Raw -1949598.611705 + Penalty 2230.652817 = -1947367.958888 nChanged 122 Iteration 10Q (3.939005 sec): 3 clusters Score: Raw -1949612.269726 + Penalty 2230.652817 = -1947381.616910 nChanged 72 Iteration 11Q (4.091496 sec): 3 clusters Score: Raw -1949618.015045 + Penalty 2230.652817 = -1947387.362229 nChanged 49 Iteration 12Q (4.229420 sec): 3 clusters Score: Raw -1949620.919035 + Penalty 2230.652817 = -1947390.266218 nChanged 30 Iteration 13Q (4.352834 sec): 3 clusters Score: Raw -1949622.227241 + Penalty 2230.652817 = -1947391.574425 nChanged 24 Iteration 14Q (4.477760 sec): 3 clusters Score: Raw -1949623.239609 + Penalty 2230.652817 = -1947392.586792 nChanged 16 Iteration 15Q (4.658250 sec): 3 clusters Score: Raw -1949623.806156 + Penalty 2230.652817 = -1947393.153339 nChanged 12 Iteration 16Q (4.793078 sec): 3 clusters Score: Raw -1949624.240741 + Penalty 2230.652817 = -1947393.587924 nChanged 8 Iteration 17Q (4.947717 sec): 3 clusters Score: Raw -1949624.484150 + Penalty 2230.652817 = -1947393.831333 nChanged 4 Iteration 18Q (5.122267 sec): 3 clusters Score: Raw -1949624.560039 + Penalty 2230.652817 = -1947393.907222 nChanged 1 Iteration 19Q (5.283061 sec): 3 clusters Score: Raw -1949624.581030 + Penalty 2230.652817 = -1947393.928214 nChanged 2 Writing temp clu file Because OldScore, -1947393.907222, is greater than current (better) Score,-1947393.928214 Compute initial score before splitting: Score: Raw -1949624.581030 + Penalty 2230.652817 = -1947393.928214 Trying to split cluster 1 (29487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.465618 sec): 2 clusters Score: Raw -1530562.961392 + Penalty 1080.629001 = -1529482.332392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.609075 sec): 3 clusters Score: Raw -1512001.946195 + Penalty 2161.258001 = -1509840.688194 nChanged 13841 SP:Iteration 1F (5.785416 sec): 3 clusters Score: Raw -1522650.924390 + Penalty 2161.258001 = -1520489.666389 nChanged 3485 SP:Iteration 2F (5.971358 sec): 3 clusters Score: Raw -1528049.122124 + Penalty 2161.258001 = -1525887.864123 nChanged 3959 SP:Iteration 3F (6.141440 sec): 3 clusters Score: Raw -1533938.420143 + Penalty 2161.258001 = -1531777.162142 nChanged 2932 SP:Iteration 4F (6.321076 sec): 3 clusters Score: Raw -1537031.619147 + Penalty 2161.258001 = -1534870.361146 nChanged 1652 SP:Iteration 5F (6.525817 sec): 3 clusters Score: Raw -1538354.639051 + Penalty 2161.258001 = -1536193.381050 nChanged 1004 SP:Iteration 6Q (6.718124 sec): 3 clusters Score: Raw -1539118.191201 + Penalty 2161.258001 = -1536956.933200 nChanged 677 SP:Iteration 7Q (6.925973 sec): 3 clusters Score: Raw -1539600.015753 + Penalty 2161.258001 = -1537438.757752 nChanged 512 SP:Iteration 8Q (7.098196 sec): 3 clusters Score: Raw -1539893.530665 + Penalty 2161.258001 = -1537732.272664 nChanged 374 SP:Iteration 9Q (7.311686 sec): 3 clusters Score: Raw -1540047.634793 + Penalty 2161.258001 = -1537886.376792 nChanged 261 SP:Iteration 10Q (7.496159 sec): 3 clusters Score: Raw -1540130.102044 + Penalty 2161.258001 = -1537968.844043 nChanged 193 SP:Iteration 11Q (7.666521 sec): 3 clusters Score: Raw -1540173.134163 + Penalty 2161.258001 = -1538011.876162 nChanged 146 SP:Iteration 12Q (7.858890 sec): 3 clusters Score: Raw -1540200.644705 + Penalty 2161.258001 = -1538039.386704 nChanged 120 SP:Iteration 13Q (8.034655 sec): 3 clusters Score: Raw -1540224.150349 + Penalty 2161.258001 = -1538062.892348 nChanged 96 SP:Iteration 14Q (8.193917 sec): 3 clusters Score: Raw -1540239.983221 + Penalty 2161.258001 = -1538078.725220 nChanged 76 SP:Iteration 15Q (8.370225 sec): 3 clusters Score: Raw -1540247.379398 + Penalty 2161.258001 = -1538086.121397 nChanged 53 SP:Iteration 16Q (8.550993 sec): 3 clusters Score: Raw -1540252.644731 + Penalty 2161.258001 = -1538091.386730 nChanged 41 SP:Iteration 17Q (8.731708 sec): 3 clusters Score: Raw -1540256.425388 + Penalty 2161.258001 = -1538095.167387 nChanged 37 SP:Iteration 18Q (8.876802 sec): 3 clusters Score: Raw -1540260.440380 + Penalty 2161.258001 = -1538099.182379 nChanged 47 SP:Iteration 19Q (9.015859 sec): 3 clusters Score: Raw -1540265.236670 + Penalty 2161.258001 = -1538103.978669 nChanged 55 SP:Iteration 20F (9.141002 sec): 3 clusters Score: Raw -1540284.242093 + Penalty 2161.258001 = -1538122.984092 nChanged 80 SP:Iteration 21Q (9.269111 sec): 3 clusters Score: Raw -1540305.405149 + Penalty 2161.258001 = -1538144.147148 nChanged 98 SP:Iteration 22Q (9.392240 sec): 3 clusters Score: Raw -1540338.118507 + Penalty 2161.258001 = -1538176.860506 nChanged 132 SP:Iteration 23Q (9.514990 sec): 3 clusters Score: Raw -1540405.008447 + Penalty 2161.258001 = -1538243.750446 nChanged 182 SP:Iteration 24Q (9.650048 sec): 3 clusters Score: Raw -1540543.608865 + Penalty 2161.258001 = -1538382.350864 nChanged 226 SP:Iteration 25Q (9.780446 sec): 3 clusters Score: Raw -1540768.492076 + Penalty 2161.258001 = -1538607.234075 nChanged 309 SP:Iteration 26Q (9.892789 sec): 3 clusters Score: Raw -1541074.871820 + Penalty 2161.258001 = -1538913.613819 nChanged 377 SP:Iteration 27Q (10.048899 sec): 3 clusters Score: Raw -1541430.461790 + Penalty 2161.258001 = -1539269.203789 nChanged 422 SP:Iteration 28Q (10.182263 sec): 3 clusters Score: Raw -1541794.021220 + Penalty 2161.258001 = -1539632.763219 nChanged 433 SP:Iteration 29Q (10.310479 sec): 3 clusters Score: Raw -1542112.746837 + Penalty 2161.258001 = -1539951.488836 nChanged 424 SP:Iteration 30Q (10.429948 sec): 3 clusters Score: Raw -1542379.163147 + Penalty 2161.258001 = -1540217.905146 nChanged 390 SP:Iteration 31Q (10.545078 sec): 3 clusters Score: Raw -1542614.261926 + Penalty 2161.258001 = -1540453.003925 nChanged 361 SP:Iteration 32Q (10.676275 sec): 3 clusters Score: Raw -1542790.114567 + Penalty 2161.258001 = -1540628.856566 nChanged 316 SP:Iteration 33Q (10.815774 sec): 3 clusters Score: Raw -1542909.505561 + Penalty 2161.258001 = -1540748.247560 nChanged 263 SP:Iteration 34Q (10.932515 sec): 3 clusters Score: Raw -1542983.652350 + Penalty 2161.258001 = -1540822.394349 nChanged 203 SP:Iteration 35Q (11.066735 sec): 3 clusters Score: Raw -1543031.299056 + Penalty 2161.258001 = -1540870.041055 nChanged 184 SP:Iteration 36Q (11.183726 sec): 3 clusters Score: Raw -1543070.262514 + Penalty 2161.258001 = -1540909.004513 nChanged 152 SP:Iteration 37Q (11.324987 sec): 3 clusters Score: Raw -1543093.319561 + Penalty 2161.258001 = -1540932.061560 nChanged 128 SP:Iteration 38Q (11.455917 sec): 3 clusters Score: Raw -1543111.153186 + Penalty 2161.258001 = -1540949.895184 nChanged 117 SP:Iteration 39Q (11.585681 sec): 3 clusters Score: Raw -1543125.398369 + Penalty 2161.258001 = -1540964.140368 nChanged 83 SP:Iteration 40F (11.716853 sec): 3 clusters Score: Raw -1543133.926271 + Penalty 2161.258001 = -1540972.668269 nChanged 70 SP:Iteration 41Q (11.858159 sec): 3 clusters Score: Raw -1543139.965041 + Penalty 2161.258001 = -1540978.707039 nChanged 58 SP:Iteration 42Q (11.980744 sec): 3 clusters Score: Raw -1543143.967425 + Penalty 2161.258001 = -1540982.709424 nChanged 39 SP:Iteration 43Q (12.112721 sec): 3 clusters Score: Raw -1543146.480322 + Penalty 2161.258001 = -1540985.222321 nChanged 41 SP:Iteration 44Q (12.237983 sec): 3 clusters Score: Raw -1543148.897345 + Penalty 2161.258001 = -1540987.639344 nChanged 21 SP:Iteration 45Q (12.361366 sec): 3 clusters Score: Raw -1543149.856272 + Penalty 2161.258001 = -1540988.598270 nChanged 14 SP:Iteration 46Q (12.502403 sec): 3 clusters Score: Raw -1543150.385749 + Penalty 2161.258001 = -1540989.127748 nChanged 11 SP:Iteration 47Q (12.623556 sec): 3 clusters Score: Raw -1543150.652271 + Penalty 2161.258001 = -1540989.394270 nChanged 3 SP:Iteration 48Q (12.738647 sec): 3 clusters Score: Raw -1543150.744791 + Penalty 2161.258001 = -1540989.486790 nChanged 1 SP:Iteration 49Q (12.876905 sec): 3 clusters Score: Raw -1543150.757642 + Penalty 2161.258001 = -1540989.499641 nChanged 1 SP:Iteration 50Q (12.987553 sec): 3 clusters Score: Raw -1543150.775609 + Penalty 2161.258001 = -1540989.517608 nChanged 0 SP:Iteration 51F (13.123043 sec): 3 clusters Score: Raw -1543150.775609 + Penalty 2161.258001 = -1540989.517608 nChanged 0 Score: Raw -1962212.424446 + Penalty 3345.979225 = -1958866.445221 Splitting cluster 1 changes total score from -1947393.928214 to -1958866.445221 So it's getting split into cluster 3. Trying to split cluster 2 (11445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.399317 sec): 2 clusters Score: Raw -444028.915724 + Penalty 981.257364 = -443047.658360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.504735 sec): 3 clusters Score: Raw -437598.963076 + Penalty 1962.514729 = -435636.448347 nChanged 5234 SP:Iteration 1F (13.579492 sec): 3 clusters Score: Raw -445562.081004 + Penalty 1962.514729 = -443599.566276 nChanged 1845 SP:Iteration 2F (13.668835 sec): 3 clusters Score: Raw -449317.874649 + Penalty 1962.514729 = -447355.359920 nChanged 928 SP:Iteration 3F (13.765450 sec): 3 clusters Score: Raw -450695.756711 + Penalty 1962.514729 = -448733.241982 nChanged 441 SP:Iteration 4Q (13.844629 sec): 3 clusters Score: Raw -451236.164151 + Penalty 1962.514729 = -449273.649422 nChanged 296 SP:Iteration 5Q (13.937223 sec): 3 clusters Score: Raw -451525.119452 + Penalty 1962.514729 = -449562.604723 nChanged 264 SP:Iteration 6Q (14.011885 sec): 3 clusters Score: Raw -451790.663513 + Penalty 1962.514729 = -449828.148784 nChanged 234 SP:Iteration 7Q (14.109025 sec): 3 clusters Score: Raw -452026.757339 + Penalty 1962.514729 = -450064.242610 nChanged 181 SP:Iteration 8Q (14.211398 sec): 3 clusters Score: Raw -452139.440178 + Penalty 1962.514729 = -450176.925449 nChanged 113 SP:Iteration 9Q (14.294752 sec): 3 clusters Score: Raw -452189.215421 + Penalty 1962.514729 = -450226.700692 nChanged 78 SP:Iteration 10Q (14.395862 sec): 3 clusters Score: Raw -452210.463831 + Penalty 1962.514729 = -450247.949102 nChanged 56 SP:Iteration 11Q (14.469430 sec): 3 clusters Score: Raw -452230.032972 + Penalty 1962.514729 = -450267.518243 nChanged 50 SP:Iteration 12Q (14.567822 sec): 3 clusters Score: Raw -452244.202689 + Penalty 1962.514729 = -450281.687960 nChanged 51 SP:Iteration 13Q (14.662457 sec): 3 clusters Score: Raw -452260.485238 + Penalty 1962.514729 = -450297.970509 nChanged 48 SP:Iteration 14Q (14.752212 sec): 3 clusters Score: Raw -452276.747305 + Penalty 1962.514729 = -450314.232576 nChanged 63 SP:Iteration 15Q (14.835652 sec): 3 clusters Score: Raw -452312.122474 + Penalty 1962.514729 = -450349.607745 nChanged 85 SP:Iteration 16Q (14.925585 sec): 3 clusters Score: Raw -452397.607696 + Penalty 1962.514729 = -450435.092967 nChanged 120 SP:Iteration 17Q (14.982657 sec): 3 clusters Score: Raw -452576.768140 + Penalty 1962.514729 = -450614.253412 nChanged 165 SP:Iteration 18Q (15.024302 sec): 3 clusters Score: Raw -452796.991090 + Penalty 1962.514729 = -450834.476361 nChanged 157 SP:Iteration 19Q (15.107365 sec): 3 clusters Score: Raw -452931.470535 + Penalty 1962.514729 = -450968.955806 nChanged 98 SP:Iteration 20F (15.194465 sec): 3 clusters Score: Raw -453089.735204 + Penalty 1962.514729 = -451127.220475 nChanged 94 SP:Iteration 21Q (15.301145 sec): 3 clusters Score: Raw -453190.034464 + Penalty 1962.514729 = -451227.519735 nChanged 110 SP:Iteration 22Q (15.441494 sec): 3 clusters Score: Raw -453254.206800 + Penalty 1962.514729 = -451291.692071 nChanged 105 SP:Iteration 23Q (15.542854 sec): 3 clusters Score: Raw -453327.618396 + Penalty 1962.514729 = -451365.103667 nChanged 103 SP:Iteration 24Q (15.678612 sec): 3 clusters Score: Raw -453408.913358 + Penalty 1962.514729 = -451446.398629 nChanged 110 SP:Iteration 25Q (15.807610 sec): 3 clusters Score: Raw -453549.033730 + Penalty 1962.514729 = -451586.519001 nChanged 144 SP:Iteration 26Q (15.935680 sec): 3 clusters Score: Raw -453774.459285 + Penalty 1962.514729 = -451811.944556 nChanged 170 SP:Iteration 27Q (16.049231 sec): 3 clusters Score: Raw -454033.713581 + Penalty 1962.514729 = -452071.198852 nChanged 177 SP:Iteration 28Q (16.197434 sec): 3 clusters Score: Raw -454238.510826 + Penalty 1962.514729 = -452275.996097 nChanged 145 SP:Iteration 29Q (16.299944 sec): 3 clusters Score: Raw -454389.179818 + Penalty 1962.514729 = -452426.665090 nChanged 112 SP:Iteration 30Q (16.441361 sec): 3 clusters Score: Raw -454469.223489 + Penalty 1962.514729 = -452506.708761 nChanged 92 SP:Iteration 31Q (16.526650 sec): 3 clusters Score: Raw -454508.004044 + Penalty 1962.514729 = -452545.489315 nChanged 62 SP:Iteration 32Q (16.672775 sec): 3 clusters Score: Raw -454527.938638 + Penalty 1962.514729 = -452565.423909 nChanged 46 SP:Iteration 33Q (16.808366 sec): 3 clusters Score: Raw -454539.784834 + Penalty 1962.514729 = -452577.270105 nChanged 49 SP:Iteration 34Q (16.960832 sec): 3 clusters Score: Raw -454553.372794 + Penalty 1962.514729 = -452590.858065 nChanged 49 SP:Iteration 35Q (17.099313 sec): 3 clusters Score: Raw -454567.654135 + Penalty 1962.514729 = -452605.139406 nChanged 60 SP:Iteration 36Q (17.218361 sec): 3 clusters Score: Raw -454584.731977 + Penalty 1962.514729 = -452622.217249 nChanged 51 SP:Iteration 37Q (17.349048 sec): 3 clusters Score: Raw -454600.820110 + Penalty 1962.514729 = -452638.305381 nChanged 51 SP:Iteration 38Q (17.474409 sec): 3 clusters Score: Raw -454617.672057 + Penalty 1962.514729 = -452655.157328 nChanged 59 SP:Iteration 39Q (17.635270 sec): 3 clusters Score: Raw -454636.644760 + Penalty 1962.514729 = -452674.130031 nChanged 50 SP:Iteration 40F (17.744426 sec): 3 clusters Score: Raw -454682.752205 + Penalty 1962.514729 = -452720.237477 nChanged 53 SP:Iteration 41Q (17.899922 sec): 3 clusters Score: Raw -454721.278025 + Penalty 1962.514729 = -452758.763296 nChanged 55 SP:Iteration 42Q (18.020026 sec): 3 clusters Score: Raw -454735.678910 + Penalty 1962.514729 = -452773.164181 nChanged 37 SP:Iteration 43Q (18.149895 sec): 3 clusters Score: Raw -454745.279046 + Penalty 1962.514729 = -452782.764317 nChanged 43 SP:Iteration 44Q (18.263957 sec): 3 clusters Score: Raw -454756.613569 + Penalty 1962.514729 = -452794.098841 nChanged 39 SP:Iteration 45Q (18.394524 sec): 3 clusters Score: Raw -454768.074267 + Penalty 1962.514729 = -452805.559538 nChanged 45 SP:Iteration 46Q (18.518577 sec): 3 clusters Score: Raw -454780.197776 + Penalty 1962.514729 = -452817.683047 nChanged 29 SP:Iteration 47Q (18.626730 sec): 3 clusters Score: Raw -454784.790881 + Penalty 1962.514729 = -452822.276152 nChanged 32 SP:Iteration 48Q (18.767878 sec): 3 clusters Score: Raw -454788.978613 + Penalty 1962.514729 = -452826.463884 nChanged 18 SP:Iteration 49Q (18.883522 sec): 3 clusters Score: Raw -454791.821531 + Penalty 1962.514729 = -452829.306802 nChanged 15 SP:Iteration 50Q (19.003594 sec): 3 clusters Score: Raw -454793.980133 + Penalty 1962.514729 = -452831.465404 nChanged 9 SP:Iteration 51Q (19.126447 sec): 3 clusters Score: Raw -454795.920106 + Penalty 1962.514729 = -452833.405377 nChanged 15 SP:Iteration 52Q (19.260211 sec): 3 clusters Score: Raw -454798.163291 + Penalty 1962.514729 = -452835.648562 nChanged 11 SP:Iteration 53Q (19.361127 sec): 3 clusters Score: Raw -454799.587843 + Penalty 1962.514729 = -452837.073114 nChanged 8 SP:Iteration 54Q (19.505163 sec): 3 clusters Score: Raw -454801.584813 + Penalty 1962.514729 = -452839.070084 nChanged 11 SP:Iteration 55Q (19.623570 sec): 3 clusters Score: Raw -454803.645565 + Penalty 1962.514729 = -452841.130836 nChanged 9 SP:Iteration 56Q (19.736116 sec): 3 clusters Score: Raw -454805.817065 + Penalty 1962.514729 = -452843.302336 nChanged 8 SP:Iteration 57Q (19.859741 sec): 3 clusters Score: Raw -454806.264412 + Penalty 1962.514729 = -452843.749683 nChanged 2 SP:Iteration 58Q (20.002414 sec): 3 clusters Score: Raw -454806.562957 + Penalty 1962.514729 = -452844.048228 nChanged 3 SP:Iteration 59Q (20.117631 sec): 3 clusters Score: Raw -454806.672724 + Penalty 1962.514729 = -452844.157995 nChanged 0 SP:Iteration 60F (20.245441 sec): 3 clusters Score: Raw -454806.672724 + Penalty 1962.514729 = -452844.157995 nChanged 0 Score: Raw -1972990.181446 + Penalty 4461.305634 = -1968528.875812 Splitting cluster 2 changes total score from -1947393.928214 to -1968528.875812 So it's getting split into cluster 4. Iteration 20F (21.055315 sec): 5 clusters Score: Raw -1973838.604633 + Penalty 4461.305634 = -1969377.298999 nChanged 882 Iteration 21Q (21.458724 sec): 5 clusters Score: Raw -1974193.372155 + Penalty 4461.305634 = -1969732.066522 nChanged 461 Iteration 22Q (21.850360 sec): 5 clusters Score: Raw -1974313.130944 + Penalty 4461.305634 = -1969851.825310 nChanged 365 Iteration 23Q (22.149761 sec): 5 clusters Score: Raw -1974401.491817 + Penalty 4461.305634 = -1969940.186183 nChanged 297 Iteration 24Q (22.468476 sec): 5 clusters Score: Raw -1974477.616184 + Penalty 4461.305634 = -1970016.310550 nChanged 291 Iteration 25Q (22.782624 sec): 5 clusters Score: Raw -1974550.254310 + Penalty 4461.305634 = -1970088.948676 nChanged 264 Iteration 26Q (23.078289 sec): 5 clusters Score: Raw -1974611.528723 + Penalty 4461.305634 = -1970150.223090 nChanged 227 Iteration 27Q (23.386000 sec): 5 clusters Score: Raw -1974658.441216 + Penalty 4461.305634 = -1970197.135582 nChanged 192 Iteration 28Q (23.677285 sec): 5 clusters Score: Raw -1974694.466534 + Penalty 4461.305634 = -1970233.160901 nChanged 179 Iteration 29Q (23.998107 sec): 5 clusters Score: Raw -1974725.375453 + Penalty 4461.305634 = -1970264.069820 nChanged 159 Iteration 30Q (24.299880 sec): 5 clusters Score: Raw -1974748.574959 + Penalty 4461.305634 = -1970287.269325 nChanged 156 Iteration 31Q (24.608393 sec): 5 clusters Score: Raw -1974766.712898 + Penalty 4461.305634 = -1970305.407265 nChanged 124 Iteration 32Q (24.902530 sec): 5 clusters Score: Raw -1974779.685470 + Penalty 4461.305634 = -1970318.379836 nChanged 107 Iteration 33Q (25.207056 sec): 5 clusters Score: Raw -1974791.778025 + Penalty 4461.305634 = -1970330.472391 nChanged 86 Iteration 34Q (25.525032 sec): 5 clusters Score: Raw -1974800.017038 + Penalty 4461.305634 = -1970338.711405 nChanged 79 Iteration 35Q (25.845331 sec): 5 clusters Score: Raw -1974806.587077 + Penalty 4461.305634 = -1970345.281443 nChanged 74 Iteration 36Q (26.156361 sec): 5 clusters Score: Raw -1974811.935699 + Penalty 4461.305634 = -1970350.630066 nChanged 64 Iteration 37Q (26.394723 sec): 5 clusters Score: Raw -1974817.701496 + Penalty 4461.305634 = -1970356.395863 nChanged 69 Iteration 38Q (26.697548 sec): 5 clusters Score: Raw -1974823.724976 + Penalty 4461.305634 = -1970362.419342 nChanged 61 Iteration 39Q (26.950574 sec): 5 clusters Score: Raw -1974828.705171 + Penalty 4461.305634 = -1970367.399537 nChanged 61 Iteration 40F (27.221773 sec): 5 clusters Score: Raw -1974833.412229 + Penalty 4461.305634 = -1970372.106595 nChanged 61 Iteration 41Q (27.492877 sec): 5 clusters Score: Raw -1974837.738043 + Penalty 4461.305634 = -1970376.432409 nChanged 61 Iteration 42Q (27.761410 sec): 5 clusters Score: Raw -1974842.032918 + Penalty 4461.305634 = -1970380.727285 nChanged 60 Iteration 43Q (28.010995 sec): 5 clusters Score: Raw -1974846.044601 + Penalty 4461.305634 = -1970384.738968 nChanged 47 Iteration 44Q (28.263951 sec): 5 clusters Score: Raw -1974849.238227 + Penalty 4461.305634 = -1970387.932594 nChanged 40 Iteration 45Q (28.522528 sec): 5 clusters Score: Raw -1974853.351631 + Penalty 4461.305634 = -1970392.045997 nChanged 44 Iteration 46Q (28.754750 sec): 5 clusters Score: Raw -1974858.234259 + Penalty 4461.305634 = -1970396.928626 nChanged 46 Iteration 47Q (29.005575 sec): 5 clusters Score: Raw -1974862.432130 + Penalty 4461.305634 = -1970401.126497 nChanged 49 Iteration 48Q (29.278111 sec): 5 clusters Score: Raw -1974866.997779 + Penalty 4461.305634 = -1970405.692146 nChanged 42 Iteration 49Q (29.607473 sec): 5 clusters Score: Raw -1974869.880465 + Penalty 4461.305634 = -1970408.574831 nChanged 31 Iteration 50Q (29.905768 sec): 5 clusters Score: Raw -1974871.672723 + Penalty 4461.305634 = -1970410.367090 nChanged 19 Iteration 51Q (30.274239 sec): 5 clusters Score: Raw -1974872.690616 + Penalty 4461.305634 = -1970411.384982 nChanged 18 Iteration 52Q (30.580101 sec): 5 clusters Score: Raw -1974873.647441 + Penalty 4461.305634 = -1970412.341808 nChanged 16 Iteration 53Q (30.946315 sec): 5 clusters Score: Raw -1974874.795008 + Penalty 4461.305634 = -1970413.489375 nChanged 18 Iteration 54Q (31.278460 sec): 5 clusters Score: Raw -1974875.777791 + Penalty 4461.305634 = -1970414.472157 nChanged 16 Iteration 55Q (31.668605 sec): 5 clusters Score: Raw -1974876.646796 + Penalty 4461.305634 = -1970415.341162 nChanged 15 Iteration 56Q (31.992723 sec): 5 clusters Score: Raw -1974877.172748 + Penalty 4461.305634 = -1970415.867114 nChanged 11 Iteration 57Q (32.330431 sec): 5 clusters Score: Raw -1974877.482883 + Penalty 4461.305634 = -1970416.177249 nChanged 10 Iteration 58Q (32.650546 sec): 5 clusters Score: Raw -1974877.769828 + Penalty 4461.305634 = -1970416.464194 nChanged 11 Writing temp clu file Because OldScore, -1970416.177249, is greater than current (better) Score,-1970416.464194 Compute initial score before splitting: Score: Raw -1974877.769828 + Penalty 4461.305634 = -1970416.464194 Trying to split cluster 1 (13330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.738363 sec): 2 clusters Score: Raw -664981.954172 + Penalty 997.266103 = -663984.688069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.884670 sec): 3 clusters Score: Raw -656980.165907 + Penalty 1994.532207 = -654985.633701 nChanged 6018 SP:Iteration 1F (32.999666 sec): 3 clusters Score: Raw -661275.246779 + Penalty 1994.532207 = -659280.714572 nChanged 1157 SP:Iteration 2F (33.125467 sec): 3 clusters Score: Raw -662254.042866 + Penalty 1994.532207 = -660259.510659 nChanged 1082 SP:Iteration 3F (33.253564 sec): 3 clusters Score: Raw -663187.378839 + Penalty 1994.532207 = -661192.846632 nChanged 1027 SP:Iteration 4F (33.385061 sec): 3 clusters Score: Raw -664059.332889 + Penalty 1994.532207 = -662064.800682 nChanged 907 SP:Iteration 5F (33.513125 sec): 3 clusters Score: Raw -664822.659488 + Penalty 1994.532207 = -662828.127281 nChanged 757 SP:Iteration 6F (33.641051 sec): 3 clusters Score: Raw -665440.739942 + Penalty 1994.532207 = -663446.207735 nChanged 633 SP:Iteration 7Q (33.783963 sec): 3 clusters Score: Raw -665956.884733 + Penalty 1994.532207 = -663962.352527 nChanged 583 SP:Iteration 8Q (33.916368 sec): 3 clusters Score: Raw -666457.879650 + Penalty 1994.532207 = -664463.347444 nChanged 509 SP:Iteration 9Q (34.054831 sec): 3 clusters Score: Raw -666881.500015 + Penalty 1994.532207 = -664886.967809 nChanged 456 SP:Iteration 10Q (34.187025 sec): 3 clusters Score: Raw -667221.876318 + Penalty 1994.532207 = -665227.344111 nChanged 366 SP:Iteration 11Q (34.316927 sec): 3 clusters Score: Raw -667512.967850 + Penalty 1994.532207 = -665518.435644 nChanged 336 SP:Iteration 12Q (34.447067 sec): 3 clusters Score: Raw -667808.237824 + Penalty 1994.532207 = -665813.705618 nChanged 318 SP:Iteration 13Q (34.593460 sec): 3 clusters Score: Raw -668084.110268 + Penalty 1994.532207 = -666089.578061 nChanged 262 SP:Iteration 14Q (34.694706 sec): 3 clusters Score: Raw -668273.843894 + Penalty 1994.532207 = -666279.311687 nChanged 207 SP:Iteration 15Q (34.791136 sec): 3 clusters Score: Raw -668396.678645 + Penalty 1994.532207 = -666402.146438 nChanged 164 SP:Iteration 16Q (34.893869 sec): 3 clusters Score: Raw -668498.056255 + Penalty 1994.532207 = -666503.524048 nChanged 149 SP:Iteration 17Q (34.986481 sec): 3 clusters Score: Raw -668583.037825 + Penalty 1994.532207 = -666588.505618 nChanged 123 SP:Iteration 18Q (35.090851 sec): 3 clusters Score: Raw -668647.819972 + Penalty 1994.532207 = -666653.287765 nChanged 103 SP:Iteration 19Q (35.190857 sec): 3 clusters Score: Raw -668699.189030 + Penalty 1994.532207 = -666704.656823 nChanged 93 SP:Iteration 20F (35.270119 sec): 3 clusters Score: Raw -668790.453579 + Penalty 1994.532207 = -666795.921372 nChanged 111 SP:Iteration 21Q (35.374662 sec): 3 clusters Score: Raw -668887.751442 + Penalty 1994.532207 = -666893.219236 nChanged 117 SP:Iteration 22Q (35.490030 sec): 3 clusters Score: Raw -668948.841764 + Penalty 1994.532207 = -666954.309558 nChanged 109 SP:Iteration 23Q (35.579035 sec): 3 clusters Score: Raw -668983.161736 + Penalty 1994.532207 = -666988.629529 nChanged 65 SP:Iteration 24Q (35.680394 sec): 3 clusters Score: Raw -668999.568534 + Penalty 1994.532207 = -667005.036327 nChanged 51 SP:Iteration 25Q (35.787439 sec): 3 clusters Score: Raw -669012.347847 + Penalty 1994.532207 = -667017.815640 nChanged 44 SP:Iteration 26Q (35.899863 sec): 3 clusters Score: Raw -669021.456102 + Penalty 1994.532207 = -667026.923895 nChanged 29 SP:Iteration 27Q (35.990108 sec): 3 clusters Score: Raw -669026.859326 + Penalty 1994.532207 = -667032.327119 nChanged 23 SP:Iteration 28Q (36.085608 sec): 3 clusters Score: Raw -669030.175466 + Penalty 1994.532207 = -667035.643260 nChanged 16 SP:Iteration 29Q (36.200334 sec): 3 clusters Score: Raw -669032.027641 + Penalty 1994.532207 = -667037.495434 nChanged 12 SP:Iteration 30Q (36.300371 sec): 3 clusters Score: Raw -669033.213578 + Penalty 1994.532207 = -667038.681371 nChanged 10 SP:Iteration 31Q (36.411359 sec): 3 clusters Score: Raw -669034.254165 + Penalty 1994.532207 = -667039.721958 nChanged 7 SP:Iteration 32Q (36.514009 sec): 3 clusters Score: Raw -669034.828745 + Penalty 1994.532207 = -667040.296538 nChanged 5 SP:Iteration 33Q (36.600448 sec): 3 clusters Score: Raw -669035.191027 + Penalty 1994.532207 = -667040.658820 nChanged 2 SP:Iteration 34Q (36.707574 sec): 3 clusters Score: Raw -669035.249302 + Penalty 1994.532207 = -667040.717095 nChanged 1 SP:Iteration 35Q (36.799097 sec): 3 clusters Score: Raw -669035.271050 + Penalty 1994.532207 = -667040.738843 nChanged 0 SP:Iteration 36F (36.905443 sec): 3 clusters Score: Raw -669035.271050 + Penalty 1994.532207 = -667040.738843 nChanged 0 Score: Raw -1978931.266988 + Penalty 5576.632042 = -1973354.634947 Splitting cluster 1 changes total score from -1970416.464194 to -1973354.634947 So it's getting split into cluster 5. Trying to split cluster 2 (6472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.324191 sec): 2 clusters Score: Raw -278403.170726 + Penalty 921.400248 = -277481.770478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.393207 sec): 3 clusters Score: Raw -274821.495083 + Penalty 1842.800496 = -272978.694586 nChanged 2796 SP:Iteration 1F (37.487207 sec): 3 clusters Score: Raw -276814.329184 + Penalty 1842.800496 = -274971.528688 nChanged 691 SP:Iteration 2F (37.578577 sec): 3 clusters Score: Raw -277613.918264 + Penalty 1842.800496 = -275771.117768 nChanged 608 SP:Iteration 3F (37.683250 sec): 3 clusters Score: Raw -278508.884540 + Penalty 1842.800496 = -276666.084044 nChanged 542 SP:Iteration 4F (37.753937 sec): 3 clusters Score: Raw -279258.108747 + Penalty 1842.800496 = -277415.308251 nChanged 448 SP:Iteration 5F (37.859736 sec): 3 clusters Score: Raw -279821.004880 + Penalty 1842.800496 = -277978.204384 nChanged 376 SP:Iteration 6F (37.964399 sec): 3 clusters Score: Raw -280305.437592 + Penalty 1842.800496 = -278462.637096 nChanged 336 SP:Iteration 7F (38.052654 sec): 3 clusters Score: Raw -280696.643144 + Penalty 1842.800496 = -278853.842647 nChanged 240 SP:Iteration 8Q (38.165451 sec): 3 clusters Score: Raw -280981.934412 + Penalty 1842.800496 = -279139.133916 nChanged 221 SP:Iteration 9Q (38.258716 sec): 3 clusters Score: Raw -281232.581678 + Penalty 1842.800496 = -279389.781182 nChanged 184 SP:Iteration 10Q (38.335825 sec): 3 clusters Score: Raw -281482.114088 + Penalty 1842.800496 = -279639.313592 nChanged 171 SP:Iteration 11Q (38.430969 sec): 3 clusters Score: Raw -281707.553078 + Penalty 1842.800496 = -279864.752581 nChanged 115 SP:Iteration 12Q (38.523840 sec): 3 clusters Score: Raw -281805.724463 + Penalty 1842.800496 = -279962.923966 nChanged 73 SP:Iteration 13Q (38.591047 sec): 3 clusters Score: Raw -281838.397773 + Penalty 1842.800496 = -279995.597277 nChanged 43 SP:Iteration 14Q (38.701531 sec): 3 clusters Score: Raw -281849.738917 + Penalty 1842.800496 = -280006.938421 nChanged 25 SP:Iteration 15Q (38.796346 sec): 3 clusters Score: Raw -281855.175870 + Penalty 1842.800496 = -280012.375374 nChanged 14 SP:Iteration 16Q (38.865551 sec): 3 clusters Score: Raw -281858.152041 + Penalty 1842.800496 = -280015.351544 nChanged 9 SP:Iteration 17Q (38.947839 sec): 3 clusters Score: Raw -281859.768707 + Penalty 1842.800496 = -280016.968211 nChanged 11 SP:Iteration 18Q (39.041053 sec): 3 clusters Score: Raw -281861.367094 + Penalty 1842.800496 = -280018.566597 nChanged 6 SP:Iteration 19Q (39.112278 sec): 3 clusters Score: Raw -281862.149367 + Penalty 1842.800496 = -280019.348871 nChanged 3 SP:Iteration 20F (39.194803 sec): 3 clusters Score: Raw -281862.452334 + Penalty 1842.800496 = -280019.651838 nChanged 3 SP:Iteration 21Q (39.286508 sec): 3 clusters Score: Raw -281862.721418 + Penalty 1842.800496 = -280019.920922 nChanged 2 SP:Iteration 22Q (39.356584 sec): 3 clusters Score: Raw -281862.917066 + Penalty 1842.800496 = -280020.116570 nChanged 1 SP:Iteration 23Q (39.451535 sec): 3 clusters Score: Raw -281862.966171 + Penalty 1842.800496 = -280020.165675 nChanged 0 SP:Iteration 24F (39.511849 sec): 3 clusters Score: Raw -281862.966171 + Penalty 1842.800496 = -280020.165675 nChanged 0 Score: Raw -1982391.062433 + Penalty 6691.958450 = -1975699.103983 Splitting cluster 2 changes total score from -1970416.464194 to -1975699.103983 So it's getting split into cluster 6. Trying to split cluster 3 (16505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.993931 sec): 2 clusters Score: Raw -912480.419904 + Penalty 1019.698958 = -911460.720946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.102243 sec): 3 clusters Score: Raw -902380.329208 + Penalty 2039.397915 = -900340.931293 nChanged 7595 SP:Iteration 1F (40.218699 sec): 3 clusters Score: Raw -907698.052919 + Penalty 2039.397915 = -905658.655004 nChanged 1691 SP:Iteration 2F (40.311341 sec): 3 clusters Score: Raw -909284.030094 + Penalty 2039.397915 = -907244.632179 nChanged 1528 SP:Iteration 3F (40.413957 sec): 3 clusters Score: Raw -910499.719091 + Penalty 2039.397915 = -908460.321176 nChanged 1221 SP:Iteration 4F (40.523231 sec): 3 clusters Score: Raw -911241.114107 + Penalty 2039.397915 = -909201.716192 nChanged 850 SP:Iteration 5F (40.611452 sec): 3 clusters Score: Raw -911654.102045 + Penalty 2039.397915 = -909614.704129 nChanged 589 SP:Iteration 6Q (40.706952 sec): 3 clusters Score: Raw -911917.792441 + Penalty 2039.397915 = -909878.394526 nChanged 443 SP:Iteration 7Q (40.856027 sec): 3 clusters Score: Raw -912135.269577 + Penalty 2039.397915 = -910095.871662 nChanged 408 SP:Iteration 8Q (41.007459 sec): 3 clusters Score: Raw -912341.884182 + Penalty 2039.397915 = -910302.486266 nChanged 348 SP:Iteration 9Q (41.150838 sec): 3 clusters Score: Raw -912534.846754 + Penalty 2039.397915 = -910495.448838 nChanged 303 SP:Iteration 10Q (41.290341 sec): 3 clusters Score: Raw -912720.764463 + Penalty 2039.397915 = -910681.366548 nChanged 301 SP:Iteration 11Q (41.455501 sec): 3 clusters Score: Raw -912910.512493 + Penalty 2039.397915 = -910871.114578 nChanged 269 SP:Iteration 12Q (41.642113 sec): 3 clusters Score: Raw -913078.495872 + Penalty 2039.397915 = -911039.097956 nChanged 232 SP:Iteration 13Q (41.785192 sec): 3 clusters Score: Raw -913237.492714 + Penalty 2039.397915 = -911198.094799 nChanged 207 SP:Iteration 14Q (41.921915 sec): 3 clusters Score: Raw -913385.437826 + Penalty 2039.397915 = -911346.039911 nChanged 172 SP:Iteration 15Q (42.083252 sec): 3 clusters Score: Raw -913479.349615 + Penalty 2039.397915 = -911439.951700 nChanged 138 SP:Iteration 16Q (42.226781 sec): 3 clusters Score: Raw -913548.532536 + Penalty 2039.397915 = -911509.134621 nChanged 111 SP:Iteration 17Q (42.338350 sec): 3 clusters Score: Raw -913588.839081 + Penalty 2039.397915 = -911549.441166 nChanged 90 SP:Iteration 18Q (42.478345 sec): 3 clusters Score: Raw -913615.948808 + Penalty 2039.397915 = -911576.550893 nChanged 72 SP:Iteration 19Q (42.636600 sec): 3 clusters Score: Raw -913633.089238 + Penalty 2039.397915 = -911593.691322 nChanged 46 SP:Iteration 20F (42.756143 sec): 3 clusters Score: Raw -913643.022185 + Penalty 2039.397915 = -911603.624270 nChanged 43 SP:Iteration 21Q (42.890546 sec): 3 clusters Score: Raw -913651.430275 + Penalty 2039.397915 = -911612.032360 nChanged 34 SP:Iteration 22Q (43.025054 sec): 3 clusters Score: Raw -913658.600502 + Penalty 2039.397915 = -911619.202587 nChanged 27 SP:Iteration 23Q (43.167919 sec): 3 clusters Score: Raw -913664.307816 + Penalty 2039.397915 = -911624.909901 nChanged 20 SP:Iteration 24Q (43.301494 sec): 3 clusters Score: Raw -913667.635851 + Penalty 2039.397915 = -911628.237936 nChanged 16 SP:Iteration 25Q (43.437113 sec): 3 clusters Score: Raw -913670.256938 + Penalty 2039.397915 = -911630.859023 nChanged 12 SP:Iteration 26Q (43.562436 sec): 3 clusters Score: Raw -913672.394808 + Penalty 2039.397915 = -911632.996893 nChanged 16 SP:Iteration 27Q (43.701257 sec): 3 clusters Score: Raw -913675.466212 + Penalty 2039.397915 = -911636.068297 nChanged 18 SP:Iteration 28Q (43.826171 sec): 3 clusters Score: Raw -913678.680504 + Penalty 2039.397915 = -911639.282588 nChanged 18 SP:Iteration 29Q (43.959509 sec): 3 clusters Score: Raw -913681.226656 + Penalty 2039.397915 = -911641.828741 nChanged 15 SP:Iteration 30Q (44.100991 sec): 3 clusters Score: Raw -913683.863559 + Penalty 2039.397915 = -911644.465644 nChanged 20 SP:Iteration 31Q (44.257563 sec): 3 clusters Score: Raw -913687.289937 + Penalty 2039.397915 = -911647.892022 nChanged 14 SP:Iteration 32Q (44.388917 sec): 3 clusters Score: Raw -913688.819653 + Penalty 2039.397915 = -911649.421738 nChanged 12 SP:Iteration 33Q (44.517977 sec): 3 clusters Score: Raw -913690.167360 + Penalty 2039.397915 = -911650.769445 nChanged 6 SP:Iteration 34Q (44.672670 sec): 3 clusters Score: Raw -913690.909489 + Penalty 2039.397915 = -911651.511574 nChanged 5 SP:Iteration 35Q (44.817710 sec): 3 clusters Score: Raw -913691.663548 + Penalty 2039.397915 = -911652.265633 nChanged 10 SP:Iteration 36Q (44.974394 sec): 3 clusters Score: Raw -913692.692678 + Penalty 2039.397915 = -911653.294762 nChanged 5 SP:Iteration 37Q (45.106210 sec): 3 clusters Score: Raw -913693.221113 + Penalty 2039.397915 = -911653.823198 nChanged 9 SP:Iteration 38Q (45.250413 sec): 3 clusters Score: Raw -913694.279088 + Penalty 2039.397915 = -911654.881173 nChanged 12 SP:Iteration 39Q (45.380683 sec): 3 clusters Score: Raw -913696.206538 + Penalty 2039.397915 = -911656.808623 nChanged 14 SP:Iteration 40F (45.526625 sec): 3 clusters Score: Raw -913698.286228 + Penalty 2039.397915 = -911658.888313 nChanged 9 SP:Iteration 41Q (45.704094 sec): 3 clusters Score: Raw -913699.072258 + Penalty 2039.397915 = -911659.674343 nChanged 9 SP:Iteration 42Q (45.835592 sec): 3 clusters Score: Raw -913699.746379 + Penalty 2039.397915 = -911660.348464 nChanged 5 SP:Iteration 43Q (45.980478 sec): 3 clusters Score: Raw -913700.441090 + Penalty 2039.397915 = -911661.043175 nChanged 3 SP:Iteration 44Q (46.134934 sec): 3 clusters Score: Raw -913700.762561 + Penalty 2039.397915 = -911661.364646 nChanged 5 SP:Iteration 45Q (46.293259 sec): 3 clusters Score: Raw -913701.220116 + Penalty 2039.397915 = -911661.822201 nChanged 2 SP:Iteration 46Q (46.430387 sec): 3 clusters Score: Raw -913701.616545 + Penalty 2039.397915 = -911662.218630 nChanged 1 SP:Iteration 47Q (46.602776 sec): 3 clusters Score: Raw -913701.681371 + Penalty 2039.397915 = -911662.283456 nChanged 1 SP:Iteration 48Q (46.750892 sec): 3 clusters Score: Raw -913701.856889 + Penalty 2039.397915 = -911662.458973 nChanged 3 SP:Iteration 49Q (46.887463 sec): 3 clusters Score: Raw -913702.289111 + Penalty 2039.397915 = -911662.891196 nChanged 4 SP:Iteration 50Q (47.067648 sec): 3 clusters Score: Raw -913703.387205 + Penalty 2039.397915 = -911663.989290 nChanged 6 SP:Iteration 51Q (47.236996 sec): 3 clusters Score: Raw -913703.928783 + Penalty 2039.397915 = -911664.530867 nChanged 1 SP:Iteration 52Q (47.378117 sec): 3 clusters Score: Raw -913703.985070 + Penalty 2039.397915 = -911664.587155 nChanged 0 SP:Iteration 53F (47.495922 sec): 3 clusters Score: Raw -913703.985070 + Penalty 2039.397915 = -911664.587155 nChanged 0 Score: Raw -1983614.627599 + Penalty 7807.284859 = -1975807.342741 Splitting cluster 3 changes total score from -1970416.464194 to -1975807.342741 So it's getting split into cluster 7. Trying to split cluster 4 (4648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.133703 sec): 2 clusters Score: Raw -171598.552780 + Penalty 886.640191 = -170711.912589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.209647 sec): 3 clusters Score: Raw -169183.874304 + Penalty 1773.280383 = -167410.593922 nChanged 2012 SP:Iteration 1F (48.298828 sec): 3 clusters Score: Raw -171434.262551 + Penalty 1773.280383 = -169660.982168 nChanged 704 SP:Iteration 2F (48.393071 sec): 3 clusters Score: Raw -172585.205905 + Penalty 1773.280383 = -170811.925523 nChanged 488 SP:Iteration 3F (48.494571 sec): 3 clusters Score: Raw -173366.004797 + Penalty 1773.280383 = -171592.724415 nChanged 290 SP:Iteration 4F (48.577522 sec): 3 clusters Score: Raw -173755.793080 + Penalty 1773.280383 = -171982.512697 nChanged 167 SP:Iteration 5Q (48.677212 sec): 3 clusters Score: Raw -173917.071475 + Penalty 1773.280383 = -172143.791093 nChanged 124 SP:Iteration 6Q (48.770751 sec): 3 clusters Score: Raw -174041.321588 + Penalty 1773.280383 = -172268.041206 nChanged 103 SP:Iteration 7Q (48.875097 sec): 3 clusters Score: Raw -174131.682513 + Penalty 1773.280383 = -172358.402130 nChanged 77 SP:Iteration 8Q (48.982868 sec): 3 clusters Score: Raw -174206.257529 + Penalty 1773.280383 = -172432.977146 nChanged 78 SP:Iteration 9Q (49.112975 sec): 3 clusters Score: Raw -174269.880916 + Penalty 1773.280383 = -172496.600534 nChanged 67 SP:Iteration 10Q (49.187329 sec): 3 clusters Score: Raw -174348.037553 + Penalty 1773.280383 = -172574.757171 nChanged 69 SP:Iteration 11Q (49.267725 sec): 3 clusters Score: Raw -174396.944672 + Penalty 1773.280383 = -172623.664289 nChanged 55 SP:Iteration 12Q (49.359295 sec): 3 clusters Score: Raw -174435.542830 + Penalty 1773.280383 = -172662.262447 nChanged 47 SP:Iteration 13Q (49.450590 sec): 3 clusters Score: Raw -174460.207259 + Penalty 1773.280383 = -172686.926877 nChanged 38 SP:Iteration 14Q (49.540943 sec): 3 clusters Score: Raw -174480.595925 + Penalty 1773.280383 = -172707.315543 nChanged 37 SP:Iteration 15Q (49.637998 sec): 3 clusters Score: Raw -174499.667517 + Penalty 1773.280383 = -172726.387134 nChanged 50 SP:Iteration 16Q (49.701277 sec): 3 clusters Score: Raw -174525.559716 + Penalty 1773.280383 = -172752.279333 nChanged 53 SP:Iteration 17Q (49.795384 sec): 3 clusters Score: Raw -174556.725634 + Penalty 1773.280383 = -172783.445252 nChanged 55 SP:Iteration 18Q (49.893636 sec): 3 clusters Score: Raw -174581.816916 + Penalty 1773.280383 = -172808.536534 nChanged 49 SP:Iteration 19Q (49.985754 sec): 3 clusters Score: Raw -174608.983847 + Penalty 1773.280383 = -172835.703464 nChanged 49 SP:Iteration 20F (50.070507 sec): 3 clusters Score: Raw -174641.633209 + Penalty 1773.280383 = -172868.352827 nChanged 60 SP:Iteration 21Q (50.179650 sec): 3 clusters Score: Raw -174692.261723 + Penalty 1773.280383 = -172918.981341 nChanged 91 SP:Iteration 22Q (50.273331 sec): 3 clusters Score: Raw -174792.120728 + Penalty 1773.280383 = -173018.840345 nChanged 114 SP:Iteration 23Q (50.379370 sec): 3 clusters Score: Raw -174936.280564 + Penalty 1773.280383 = -173163.000182 nChanged 116 SP:Iteration 24Q (50.473097 sec): 3 clusters Score: Raw -175043.220145 + Penalty 1773.280383 = -173269.939763 nChanged 98 SP:Iteration 25Q (50.581256 sec): 3 clusters Score: Raw -175112.484447 + Penalty 1773.280383 = -173339.204064 nChanged 70 SP:Iteration 26Q (50.666976 sec): 3 clusters Score: Raw -175150.414367 + Penalty 1773.280383 = -173377.133984 nChanged 49 SP:Iteration 27Q (50.761136 sec): 3 clusters Score: Raw -175168.832010 + Penalty 1773.280383 = -173395.551627 nChanged 39 SP:Iteration 28Q (50.851275 sec): 3 clusters Score: Raw -175178.968543 + Penalty 1773.280383 = -173405.688160 nChanged 24 SP:Iteration 29Q (50.961103 sec): 3 clusters Score: Raw -175186.754734 + Penalty 1773.280383 = -173413.474351 nChanged 20 SP:Iteration 30Q (51.045865 sec): 3 clusters Score: Raw -175190.499500 + Penalty 1773.280383 = -173417.219117 nChanged 12 SP:Iteration 31Q (51.158383 sec): 3 clusters Score: Raw -175192.763089 + Penalty 1773.280383 = -173419.482706 nChanged 5 SP:Iteration 32Q (51.247767 sec): 3 clusters Score: Raw -175193.553829 + Penalty 1773.280383 = -173420.273446 nChanged 7 SP:Iteration 33Q (51.339662 sec): 3 clusters Score: Raw -175194.663249 + Penalty 1773.280383 = -173421.382866 nChanged 7 SP:Iteration 34Q (51.446141 sec): 3 clusters Score: Raw -175195.592899 + Penalty 1773.280383 = -173422.312516 nChanged 3 SP:Iteration 35Q (51.537217 sec): 3 clusters Score: Raw -175196.230820 + Penalty 1773.280383 = -173422.950437 nChanged 8 SP:Iteration 36Q (51.637496 sec): 3 clusters Score: Raw -175197.775054 + Penalty 1773.280383 = -173424.494671 nChanged 6 SP:Iteration 37Q (51.706871 sec): 3 clusters Score: Raw -175198.664116 + Penalty 1773.280383 = -173425.383733 nChanged 5 SP:Iteration 38Q (51.795274 sec): 3 clusters Score: Raw -175199.576138 + Penalty 1773.280383 = -173426.295755 nChanged 4 SP:Iteration 39Q (51.906429 sec): 3 clusters Score: Raw -175200.266390 + Penalty 1773.280383 = -173426.986008 nChanged 6 SP:Iteration 40F (51.982329 sec): 3 clusters Score: Raw -175238.742942 + Penalty 1773.280383 = -173465.462560 nChanged 19 SP:Iteration 41Q (52.072838 sec): 3 clusters Score: Raw -175251.878283 + Penalty 1773.280383 = -173478.597901 nChanged 16 SP:Iteration 42Q (52.161627 sec): 3 clusters Score: Raw -175255.725545 + Penalty 1773.280383 = -173482.445163 nChanged 13 SP:Iteration 43Q (52.265784 sec): 3 clusters Score: Raw -175257.964358 + Penalty 1773.280383 = -173484.683975 nChanged 9 SP:Iteration 44Q (52.338915 sec): 3 clusters Score: Raw -175259.318065 + Penalty 1773.280383 = -173486.037683 nChanged 7 SP:Iteration 45Q (52.417640 sec): 3 clusters Score: Raw -175260.041012 + Penalty 1773.280383 = -173486.760629 nChanged 3 SP:Iteration 46Q (52.501900 sec): 3 clusters Score: Raw -175260.358930 + Penalty 1773.280383 = -173487.078547 nChanged 0 SP:Iteration 47F (52.598142 sec): 3 clusters Score: Raw -175260.358930 + Penalty 1773.280383 = -173487.078547 nChanged 0 Score: Raw -1987276.433749 + Penalty 8922.611267 = -1978353.822482 Splitting cluster 4 changes total score from -1970416.464194 to -1978353.822482 So it's getting split into cluster 8. Iteration 59Q (53.681888 sec): 9 clusters Score: Raw -1988854.054730 + Penalty 8922.611267 = -1979931.443463 nChanged 1638 Iteration 60F (54.220598 sec): 9 clusters Score: Raw -1990505.674098 + Penalty 8922.611267 = -1981583.062831 nChanged 1426 Iteration 61Q (54.745594 sec): 9 clusters Score: Raw -1991131.756676 + Penalty 8922.611267 = -1982209.145409 nChanged 700 Iteration 62Q (55.379183 sec): 9 clusters Score: Raw -1991409.768410 + Penalty 8922.611267 = -1982487.157143 nChanged 506 Iteration 63Q (56.065642 sec): 9 clusters Score: Raw -1991590.952726 + Penalty 8922.611267 = -1982668.341459 nChanged 404 Iteration 64Q (56.762100 sec): 9 clusters Score: Raw -1991725.280698 + Penalty 8922.611267 = -1982802.669431 nChanged 332 Iteration 65Q (57.388686 sec): 9 clusters Score: Raw -1991829.837977 + Penalty 8922.611267 = -1982907.226710 nChanged 271 Iteration 66Q (57.973503 sec): 9 clusters Score: Raw -1991924.200137 + Penalty 8922.611267 = -1983001.588870 nChanged 290 Iteration 67Q (58.623162 sec): 9 clusters Score: Raw -1992012.135623 + Penalty 8922.611267 = -1983089.524356 nChanged 253 Iteration 68Q (59.261219 sec): 9 clusters Score: Raw -1992083.829446 + Penalty 8922.611267 = -1983161.218179 nChanged 216 Iteration 69Q (59.729968 sec): 9 clusters Score: Raw -1992143.690944 + Penalty 8922.611267 = -1983221.079677 nChanged 203 Iteration 70Q (60.255410 sec): 9 clusters Score: Raw -1992190.828631 + Penalty 8922.611267 = -1983268.217364 nChanged 172 Iteration 71Q (60.771880 sec): 9 clusters Score: Raw -1992233.206083 + Penalty 8922.611267 = -1983310.594816 nChanged 157 Iteration 72Q (61.261124 sec): 9 clusters Score: Raw -1992266.376574 + Penalty 8922.611267 = -1983343.765307 nChanged 130 Iteration 73Q (61.732525 sec): 9 clusters Score: Raw -1992288.774063 + Penalty 8922.611267 = -1983366.162796 nChanged 111 Iteration 74Q (62.216813 sec): 9 clusters Score: Raw -1992306.605949 + Penalty 8922.611267 = -1983383.994682 nChanged 102 Iteration 75Q (62.703180 sec): 9 clusters Score: Raw -1992324.348854 + Penalty 8922.611267 = -1983401.737587 nChanged 88 Iteration 76Q (63.080414 sec): 9 clusters Score: Raw -1992337.637227 + Penalty 8922.611267 = -1983415.025960 nChanged 78 Iteration 77Q (63.559416 sec): 9 clusters Score: Raw -1992349.017658 + Penalty 8922.611267 = -1983426.406391 nChanged 85 Iteration 78Q (64.022350 sec): 9 clusters Score: Raw -1992360.161899 + Penalty 8922.611267 = -1983437.550632 nChanged 57 Iteration 79Q (64.498139 sec): 9 clusters Score: Raw -1992367.270028 + Penalty 8922.611267 = -1983444.658761 nChanged 46 Iteration 80F (64.942218 sec): 9 clusters Score: Raw -1992439.970540 + Penalty 8922.611267 = -1983517.359273 nChanged 80 Iteration 81Q (65.348987 sec): 9 clusters Score: Raw -1992475.715272 + Penalty 8922.611267 = -1983553.104005 nChanged 90 Iteration 82Q (65.673026 sec): 9 clusters Score: Raw -1992500.161703 + Penalty 8922.611267 = -1983577.550436 nChanged 101 Iteration 83Q (66.020317 sec): 9 clusters Score: Raw -1992527.911672 + Penalty 8922.611267 = -1983605.300405 nChanged 97 Iteration 84Q (66.358151 sec): 9 clusters Score: Raw -1992551.683515 + Penalty 8922.611267 = -1983629.072248 nChanged 90 Iteration 85Q (66.748555 sec): 9 clusters Score: Raw -1992568.310778 + Penalty 8922.611267 = -1983645.699511 nChanged 85 Iteration 86Q (67.289470 sec): 9 clusters Score: Raw -1992583.585836 + Penalty 8922.611267 = -1983660.974569 nChanged 99 Iteration 87Q (67.933500 sec): 9 clusters Score: Raw -1992599.700368 + Penalty 8922.611267 = -1983677.089101 nChanged 81 Iteration 88Q (68.543233 sec): 9 clusters Score: Raw -1992612.610879 + Penalty 8922.611267 = -1983689.999612 nChanged 83 Iteration 89Q (69.148746 sec): 9 clusters Score: Raw -1992623.024406 + Penalty 8922.611267 = -1983700.413139 nChanged 60 Iteration 90Q (69.791570 sec): 9 clusters Score: Raw -1992630.235720 + Penalty 8922.611267 = -1983707.624453 nChanged 40 Iteration 91Q (70.326916 sec): 9 clusters Score: Raw -1992636.427983 + Penalty 8922.611267 = -1983713.816716 nChanged 41 Iteration 92Q (70.877332 sec): 9 clusters Score: Raw -1992641.595467 + Penalty 8922.611267 = -1983718.984200 nChanged 39 Iteration 93Q (71.437193 sec): 9 clusters Score: Raw -1992645.739427 + Penalty 8922.611267 = -1983723.128160 nChanged 31 Iteration 94Q (72.007076 sec): 9 clusters Score: Raw -1992648.581897 + Penalty 8922.611267 = -1983725.970630 nChanged 32 Iteration 95Q (72.529045 sec): 9 clusters Score: Raw -1992651.710533 + Penalty 8922.611267 = -1983729.099266 nChanged 33 Iteration 96Q (72.983285 sec): 9 clusters Score: Raw -1992654.657369 + Penalty 8922.611267 = -1983732.046102 nChanged 26 Iteration 97Q (73.483765 sec): 9 clusters Score: Raw -1992656.832772 + Penalty 8922.611267 = -1983734.221505 nChanged 23 Iteration 98Q (73.999393 sec): 9 clusters Score: Raw -1992658.997896 + Penalty 8922.611267 = -1983736.386629 nChanged 20 Writing temp clu file Because OldScore, -1983734.221505, is greater than current (better) Score,-1983736.386629 Compute initial score before splitting: Score: Raw -1992658.997896 + Penalty 8922.611267 = -1983736.386629 Trying to split cluster 1 (5231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.070206 sec): 2 clusters Score: Raw -269016.667906 + Penalty 899.047563 = -268117.620343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.156240 sec): 3 clusters Score: Raw -266159.244375 + Penalty 1798.095126 = -264361.149249 nChanged 2218 SP:Iteration 1F (74.228368 sec): 3 clusters Score: Raw -267732.053541 + Penalty 1798.095126 = -265933.958415 nChanged 533 SP:Iteration 2F (74.324493 sec): 3 clusters Score: Raw -268338.439003 + Penalty 1798.095126 = -266540.343877 nChanged 483 SP:Iteration 3F (74.391389 sec): 3 clusters Score: Raw -268840.875697 + Penalty 1798.095126 = -267042.780570 nChanged 381 SP:Iteration 4F (74.476429 sec): 3 clusters Score: Raw -269151.855898 + Penalty 1798.095126 = -267353.760772 nChanged 268 SP:Iteration 5F (74.564453 sec): 3 clusters Score: Raw -269320.189097 + Penalty 1798.095126 = -267522.093971 nChanged 158 SP:Iteration 6Q (74.639132 sec): 3 clusters Score: Raw -269404.640744 + Penalty 1798.095126 = -267606.545618 nChanged 125 SP:Iteration 7Q (74.732752 sec): 3 clusters Score: Raw -269468.626791 + Penalty 1798.095126 = -267670.531665 nChanged 94 SP:Iteration 8Q (74.814370 sec): 3 clusters Score: Raw -269524.267510 + Penalty 1798.095126 = -267726.172383 nChanged 93 SP:Iteration 9Q (74.909322 sec): 3 clusters Score: Raw -269571.901721 + Penalty 1798.095126 = -267773.806595 nChanged 81 SP:Iteration 10Q (74.996290 sec): 3 clusters Score: Raw -269608.119035 + Penalty 1798.095126 = -267810.023908 nChanged 56 SP:Iteration 11Q (75.079445 sec): 3 clusters Score: Raw -269636.702201 + Penalty 1798.095126 = -267838.607075 nChanged 59 SP:Iteration 12Q (75.175243 sec): 3 clusters Score: Raw -269660.790430 + Penalty 1798.095126 = -267862.695304 nChanged 57 SP:Iteration 13Q (75.244725 sec): 3 clusters Score: Raw -269684.642861 + Penalty 1798.095126 = -267886.547735 nChanged 57 SP:Iteration 14Q (75.341078 sec): 3 clusters Score: Raw -269708.601335 + Penalty 1798.095126 = -267910.506209 nChanged 61 SP:Iteration 15Q (75.432169 sec): 3 clusters Score: Raw -269737.087168 + Penalty 1798.095126 = -267938.992041 nChanged 49 SP:Iteration 16Q (75.509726 sec): 3 clusters Score: Raw -269760.998718 + Penalty 1798.095126 = -267962.903592 nChanged 49 SP:Iteration 17Q (75.614906 sec): 3 clusters Score: Raw -269782.926491 + Penalty 1798.095126 = -267984.831365 nChanged 43 SP:Iteration 18Q (75.705366 sec): 3 clusters Score: Raw -269797.467578 + Penalty 1798.095126 = -267999.372452 nChanged 34 SP:Iteration 19Q (75.792309 sec): 3 clusters Score: Raw -269806.586615 + Penalty 1798.095126 = -268008.491489 nChanged 31 SP:Iteration 20F (75.866473 sec): 3 clusters Score: Raw -269816.187262 + Penalty 1798.095126 = -268018.092136 nChanged 34 SP:Iteration 21Q (75.959447 sec): 3 clusters Score: Raw -269826.865413 + Penalty 1798.095126 = -268028.770287 nChanged 27 SP:Iteration 22Q (76.055868 sec): 3 clusters Score: Raw -269834.983701 + Penalty 1798.095126 = -268036.888575 nChanged 23 SP:Iteration 23Q (76.132229 sec): 3 clusters Score: Raw -269841.190203 + Penalty 1798.095126 = -268043.095077 nChanged 22 SP:Iteration 24Q (76.206749 sec): 3 clusters Score: Raw -269845.678054 + Penalty 1798.095126 = -268047.582928 nChanged 23 SP:Iteration 25Q (76.304480 sec): 3 clusters Score: Raw -269852.863649 + Penalty 1798.095126 = -268054.768523 nChanged 25 SP:Iteration 26Q (76.392370 sec): 3 clusters Score: Raw -269857.977239 + Penalty 1798.095126 = -268059.882113 nChanged 19 SP:Iteration 27Q (76.459771 sec): 3 clusters Score: Raw -269862.322705 + Penalty 1798.095126 = -268064.227579 nChanged 18 SP:Iteration 28Q (76.533704 sec): 3 clusters Score: Raw -269867.783246 + Penalty 1798.095126 = -268069.688120 nChanged 16 SP:Iteration 29Q (76.625992 sec): 3 clusters Score: Raw -269871.291112 + Penalty 1798.095126 = -268073.195985 nChanged 17 SP:Iteration 30Q (76.712388 sec): 3 clusters Score: Raw -269875.027685 + Penalty 1798.095126 = -268076.932559 nChanged 16 SP:Iteration 31Q (76.801008 sec): 3 clusters Score: Raw -269878.583365 + Penalty 1798.095126 = -268080.488239 nChanged 17 SP:Iteration 32Q (76.871771 sec): 3 clusters Score: Raw -269882.020034 + Penalty 1798.095126 = -268083.924907 nChanged 15 SP:Iteration 33Q (76.940854 sec): 3 clusters Score: Raw -269885.051622 + Penalty 1798.095126 = -268086.956496 nChanged 7 SP:Iteration 34Q (77.040275 sec): 3 clusters Score: Raw -269886.190831 + Penalty 1798.095126 = -268088.095705 nChanged 6 SP:Iteration 35Q (77.111015 sec): 3 clusters Score: Raw -269887.397358 + Penalty 1798.095126 = -268089.302231 nChanged 3 SP:Iteration 36Q (77.196751 sec): 3 clusters Score: Raw -269887.949337 + Penalty 1798.095126 = -268089.854211 nChanged 4 SP:Iteration 37Q (77.266094 sec): 3 clusters Score: Raw -269888.378138 + Penalty 1798.095126 = -268090.283011 nChanged 3 SP:Iteration 38Q (77.355581 sec): 3 clusters Score: Raw -269888.637637 + Penalty 1798.095126 = -268090.542511 nChanged 3 SP:Iteration 39Q (77.434607 sec): 3 clusters Score: Raw -269889.224352 + Penalty 1798.095126 = -268091.129226 nChanged 4 SP:Iteration 40F (77.520788 sec): 3 clusters Score: Raw -269889.762980 + Penalty 1798.095126 = -268091.667853 nChanged 2 SP:Iteration 41Q (77.605164 sec): 3 clusters Score: Raw -269889.978803 + Penalty 1798.095126 = -268091.883677 nChanged 3 SP:Iteration 42Q (77.688122 sec): 3 clusters Score: Raw -269890.801844 + Penalty 1798.095126 = -268092.706718 nChanged 4 SP:Iteration 43Q (77.783113 sec): 3 clusters Score: Raw -269891.532891 + Penalty 1798.095126 = -268093.437765 nChanged 2 SP:Iteration 44Q (77.871215 sec): 3 clusters Score: Raw -269891.800578 + Penalty 1798.095126 = -268093.705452 nChanged 2 SP:Iteration 45Q (77.948340 sec): 3 clusters Score: Raw -269891.900905 + Penalty 1798.095126 = -268093.805779 nChanged 1 SP:Iteration 46Q (78.067166 sec): 3 clusters Score: Raw -269892.046903 + Penalty 1798.095126 = -268093.951776 nChanged 0 SP:Iteration 47F (78.192547 sec): 3 clusters Score: Raw -269892.046903 + Penalty 1798.095126 = -268093.951776 nChanged 0 Trying to split cluster 2 (4548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.248265 sec): 2 clusters Score: Raw -196806.569998 + Penalty 884.356500 = -195922.213498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.356272 sec): 3 clusters Score: Raw -194379.144138 + Penalty 1768.713000 = -192610.431139 nChanged 1905 SP:Iteration 1F (78.471679 sec): 3 clusters Score: Raw -195860.134218 + Penalty 1768.713000 = -194091.421218 nChanged 447 SP:Iteration 2F (78.578195 sec): 3 clusters Score: Raw -196295.547750 + Penalty 1768.713000 = -194526.834751 nChanged 357 SP:Iteration 3F (78.658984 sec): 3 clusters Score: Raw -196653.745864 + Penalty 1768.713000 = -194885.032865 nChanged 307 SP:Iteration 4F (78.747705 sec): 3 clusters Score: Raw -196996.501401 + Penalty 1768.713000 = -195227.788402 nChanged 300 SP:Iteration 5F (78.810746 sec): 3 clusters Score: Raw -197384.755570 + Penalty 1768.713000 = -195616.042571 nChanged 273 SP:Iteration 6F (78.882745 sec): 3 clusters Score: Raw -197651.907553 + Penalty 1768.713000 = -195883.194553 nChanged 189 SP:Iteration 7Q (78.961416 sec): 3 clusters Score: Raw -197796.713917 + Penalty 1768.713000 = -196028.000918 nChanged 125 SP:Iteration 8Q (79.043869 sec): 3 clusters Score: Raw -197887.325043 + Penalty 1768.713000 = -196118.612043 nChanged 104 SP:Iteration 9Q (79.139311 sec): 3 clusters Score: Raw -197936.048800 + Penalty 1768.713000 = -196167.335801 nChanged 84 SP:Iteration 10Q (79.247924 sec): 3 clusters Score: Raw -197978.291301 + Penalty 1768.713000 = -196209.578301 nChanged 73 SP:Iteration 11Q (79.367961 sec): 3 clusters Score: Raw -198016.654208 + Penalty 1768.713000 = -196247.941209 nChanged 66 SP:Iteration 12Q (79.478719 sec): 3 clusters Score: Raw -198047.396246 + Penalty 1768.713000 = -196278.683246 nChanged 55 SP:Iteration 13Q (79.584976 sec): 3 clusters Score: Raw -198073.050245 + Penalty 1768.713000 = -196304.337246 nChanged 39 SP:Iteration 14Q (79.693193 sec): 3 clusters Score: Raw -198098.995560 + Penalty 1768.713000 = -196330.282560 nChanged 32 SP:Iteration 15Q (79.789969 sec): 3 clusters Score: Raw -198122.003440 + Penalty 1768.713000 = -196353.290440 nChanged 31 SP:Iteration 16Q (79.888585 sec): 3 clusters Score: Raw -198149.595208 + Penalty 1768.713000 = -196380.882209 nChanged 42 SP:Iteration 17Q (79.994325 sec): 3 clusters Score: Raw -198188.528820 + Penalty 1768.713000 = -196419.815821 nChanged 41 SP:Iteration 18Q (80.090203 sec): 3 clusters Score: Raw -198217.165310 + Penalty 1768.713000 = -196448.452311 nChanged 32 SP:Iteration 19Q (80.172262 sec): 3 clusters Score: Raw -198229.164171 + Penalty 1768.713000 = -196460.451172 nChanged 15 SP:Iteration 20F (80.267036 sec): 3 clusters Score: Raw -198233.760357 + Penalty 1768.713000 = -196465.047357 nChanged 7 SP:Iteration 21Q (80.380816 sec): 3 clusters Score: Raw -198235.152063 + Penalty 1768.713000 = -196466.439063 nChanged 4 SP:Iteration 22Q (80.392413 sec): 3 clusters Score: Raw -198235.892821 + Penalty 1768.713000 = -196467.179821 nChanged 3 SP:Iteration 23Q (80.427710 sec): 3 clusters Score: Raw -198236.370066 + Penalty 1768.713000 = -196467.657066 nChanged 3 SP:Iteration 24Q (80.461187 sec): 3 clusters Score: Raw -198237.013073 + Penalty 1768.713000 = -196468.300074 nChanged 4 SP:Iteration 25Q (80.493515 sec): 3 clusters Score: Raw -198238.107542 + Penalty 1768.713000 = -196469.394542 nChanged 3 SP:Iteration 26Q (80.528079 sec): 3 clusters Score: Raw -198238.692046 + Penalty 1768.713000 = -196469.979046 nChanged 3 SP:Iteration 27Q (80.562361 sec): 3 clusters Score: Raw -198239.250191 + Penalty 1768.713000 = -196470.537191 nChanged 2 SP:Iteration 28Q (80.596612 sec): 3 clusters Score: Raw -198239.513386 + Penalty 1768.713000 = -196470.800387 nChanged 0 SP:Iteration 29F (80.711057 sec): 3 clusters Score: Raw -198239.513386 + Penalty 1768.713000 = -196470.800387 nChanged 0 Score: Raw -1994093.340154 + Penalty 10037.937675 = -1984055.402479 Splitting cluster 2 changes total score from -1983736.386629 to -1984055.402479 So it's getting split into cluster 9. Trying to split cluster 3 (15248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.574011 sec): 2 clusters Score: Raw -848146.069155 + Penalty 1011.381381 = -847134.687775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.719908 sec): 3 clusters Score: Raw -838868.976735 + Penalty 2022.762761 = -836846.213974 nChanged 6989 SP:Iteration 1F (81.856658 sec): 3 clusters Score: Raw -843243.419135 + Penalty 2022.762761 = -841220.656373 nChanged 1246 SP:Iteration 2F (82.023804 sec): 3 clusters Score: Raw -844136.554058 + Penalty 2022.762761 = -842113.791297 nChanged 1281 SP:Iteration 3F (82.183478 sec): 3 clusters Score: Raw -845126.755161 + Penalty 2022.762761 = -843103.992400 nChanged 1236 SP:Iteration 4F (82.317422 sec): 3 clusters Score: Raw -846022.635283 + Penalty 2022.762761 = -843999.872522 nChanged 1000 SP:Iteration 5F (82.459408 sec): 3 clusters Score: Raw -846649.882617 + Penalty 2022.762761 = -844627.119855 nChanged 769 SP:Iteration 6F (82.620618 sec): 3 clusters Score: Raw -847121.306548 + Penalty 2022.762761 = -845098.543786 nChanged 576 SP:Iteration 7Q (82.748992 sec): 3 clusters Score: Raw -847448.017106 + Penalty 2022.762761 = -845425.254345 nChanged 442 SP:Iteration 8Q (82.904458 sec): 3 clusters Score: Raw -847678.054387 + Penalty 2022.762761 = -845655.291626 nChanged 349 SP:Iteration 9Q (83.003760 sec): 3 clusters Score: Raw -847860.496389 + Penalty 2022.762761 = -845837.733628 nChanged 287 SP:Iteration 10Q (83.177752 sec): 3 clusters Score: Raw -848008.526940 + Penalty 2022.762761 = -845985.764178 nChanged 221 SP:Iteration 11Q (83.336750 sec): 3 clusters Score: Raw -848108.607674 + Penalty 2022.762761 = -846085.844913 nChanged 154 SP:Iteration 12Q (83.475251 sec): 3 clusters Score: Raw -848180.572637 + Penalty 2022.762761 = -846157.809876 nChanged 139 SP:Iteration 13Q (83.614098 sec): 3 clusters Score: Raw -848241.359301 + Penalty 2022.762761 = -846218.596539 nChanged 103 SP:Iteration 14Q (83.745845 sec): 3 clusters Score: Raw -848281.576863 + Penalty 2022.762761 = -846258.814102 nChanged 85 SP:Iteration 15Q (83.895918 sec): 3 clusters Score: Raw -848319.884708 + Penalty 2022.762761 = -846297.121946 nChanged 77 SP:Iteration 16Q (84.034426 sec): 3 clusters Score: Raw -848355.828421 + Penalty 2022.762761 = -846333.065659 nChanged 64 SP:Iteration 17Q (84.203743 sec): 3 clusters Score: Raw -848379.630375 + Penalty 2022.762761 = -846356.867613 nChanged 34 SP:Iteration 18Q (84.348822 sec): 3 clusters Score: Raw -848393.168811 + Penalty 2022.762761 = -846370.406049 nChanged 31 SP:Iteration 19Q (84.489036 sec): 3 clusters Score: Raw -848404.324039 + Penalty 2022.762761 = -846381.561277 nChanged 27 SP:Iteration 20F (84.634398 sec): 3 clusters Score: Raw -848416.460225 + Penalty 2022.762761 = -846393.697464 nChanged 18 SP:Iteration 21Q (84.800841 sec): 3 clusters Score: Raw -848424.057094 + Penalty 2022.762761 = -846401.294332 nChanged 17 SP:Iteration 22Q (84.979557 sec): 3 clusters Score: Raw -848432.299563 + Penalty 2022.762761 = -846409.536802 nChanged 17 SP:Iteration 23Q (85.119822 sec): 3 clusters Score: Raw -848439.395861 + Penalty 2022.762761 = -846416.633100 nChanged 10 SP:Iteration 24Q (85.281626 sec): 3 clusters Score: Raw -848441.951204 + Penalty 2022.762761 = -846419.188443 nChanged 5 SP:Iteration 25Q (85.421830 sec): 3 clusters Score: Raw -848444.654089 + Penalty 2022.762761 = -846421.891327 nChanged 6 SP:Iteration 26Q (85.581905 sec): 3 clusters Score: Raw -848447.954179 + Penalty 2022.762761 = -846425.191418 nChanged 11 SP:Iteration 27Q (85.751230 sec): 3 clusters Score: Raw -848451.727760 + Penalty 2022.762761 = -846428.964998 nChanged 8 SP:Iteration 28Q (85.893375 sec): 3 clusters Score: Raw -848454.530059 + Penalty 2022.762761 = -846431.767297 nChanged 5 SP:Iteration 29Q (86.061603 sec): 3 clusters Score: Raw -848456.408154 + Penalty 2022.762761 = -846433.645393 nChanged 5 SP:Iteration 30Q (86.234159 sec): 3 clusters Score: Raw -848458.384870 + Penalty 2022.762761 = -846435.622108 nChanged 5 SP:Iteration 31Q (86.380509 sec): 3 clusters Score: Raw -848461.350608 + Penalty 2022.762761 = -846438.587847 nChanged 10 SP:Iteration 32Q (86.546675 sec): 3 clusters Score: Raw -848466.408269 + Penalty 2022.762761 = -846443.645507 nChanged 14 SP:Iteration 33Q (86.706666 sec): 3 clusters Score: Raw -848471.279237 + Penalty 2022.762761 = -846448.516475 nChanged 11 SP:Iteration 34Q (86.868003 sec): 3 clusters Score: Raw -848476.038765 + Penalty 2022.762761 = -846453.276004 nChanged 6 SP:Iteration 35Q (87.012413 sec): 3 clusters Score: Raw -848477.684204 + Penalty 2022.762761 = -846454.921443 nChanged 1 SP:Iteration 36Q (87.171970 sec): 3 clusters Score: Raw -848478.047311 + Penalty 2022.762761 = -846455.284549 nChanged 1 SP:Iteration 37Q (87.328439 sec): 3 clusters Score: Raw -848478.299590 + Penalty 2022.762761 = -846455.536829 nChanged 0 SP:Iteration 38F (87.412263 sec): 3 clusters Score: Raw -848478.299590 + Penalty 2022.762761 = -846455.536829 nChanged 0 Trying to split cluster 4 (1635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.472492 sec): 2 clusters Score: Raw -52851.709001 + Penalty 776.936799 = -52074.772202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.588229 sec): 3 clusters Score: Raw -52189.166879 + Penalty 1553.873597 = -50635.293281 nChanged 681 SP:Iteration 1F (87.718557 sec): 3 clusters Score: Raw -53268.455522 + Penalty 1553.873597 = -51714.581924 nChanged 226 SP:Iteration 2F (87.814941 sec): 3 clusters Score: Raw -53696.836864 + Penalty 1553.873597 = -52142.963267 nChanged 113 SP:Iteration 3F (87.907941 sec): 3 clusters Score: Raw -53820.789986 + Penalty 1553.873597 = -52266.916388 nChanged 53 SP:Iteration 4Q (87.978195 sec): 3 clusters Score: Raw -53856.522779 + Penalty 1553.873597 = -52302.649182 nChanged 28 SP:Iteration 5Q (88.112357 sec): 3 clusters Score: Raw -53869.759013 + Penalty 1553.873597 = -52315.885416 nChanged 17 SP:Iteration 6Q (88.217098 sec): 3 clusters Score: Raw -53878.234625 + Penalty 1553.873597 = -52324.361028 nChanged 15 SP:Iteration 7Q (88.293303 sec): 3 clusters Score: Raw -53884.496978 + Penalty 1553.873597 = -52330.623380 nChanged 6 SP:Iteration 8Q (88.407625 sec): 3 clusters Score: Raw -53887.486050 + Penalty 1553.873597 = -52333.612452 nChanged 6 SP:Iteration 9Q (88.492113 sec): 3 clusters Score: Raw -53891.483069 + Penalty 1553.873597 = -52337.609472 nChanged 7 SP:Iteration 10Q (88.599099 sec): 3 clusters Score: Raw -53897.685417 + Penalty 1553.873597 = -52343.811819 nChanged 5 SP:Iteration 11Q (88.698179 sec): 3 clusters Score: Raw -53900.313520 + Penalty 1553.873597 = -52346.439923 nChanged 1 SP:Iteration 12Q (88.790753 sec): 3 clusters Score: Raw -53900.555825 + Penalty 1553.873597 = -52346.682227 nChanged 1 SP:Iteration 13Q (88.891073 sec): 3 clusters Score: Raw -53901.153330 + Penalty 1553.873597 = -52347.279732 nChanged 1 SP:Iteration 14Q (88.995690 sec): 3 clusters Score: Raw -53901.409330 + Penalty 1553.873597 = -52347.535732 nChanged 1 SP:Iteration 15Q (89.103238 sec): 3 clusters Score: Raw -53901.596130 + Penalty 1553.873597 = -52347.722532 nChanged 0 SP:Iteration 16F (89.216946 sec): 3 clusters Score: Raw -53901.596130 + Penalty 1553.873597 = -52347.722532 nChanged 0 Score: Raw -1995143.227284 + Penalty 11153.264084 = -1983989.963200 Splitting cluster 4 changes total score from -1983736.386629 to -1983989.963200 So it's getting split into cluster 10. Trying to split cluster 5 (6657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.088849 sec): 2 clusters Score: Raw -346399.520577 + Penalty 924.359542 = -345475.161035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.207808 sec): 3 clusters Score: Raw -342661.903768 + Penalty 1848.719084 = -340813.184684 nChanged 2895 SP:Iteration 1F (90.317989 sec): 3 clusters Score: Raw -344548.520632 + Penalty 1848.719084 = -342699.801548 nChanged 550 SP:Iteration 2F (90.429611 sec): 3 clusters Score: Raw -345022.228458 + Penalty 1848.719084 = -343173.509374 nChanged 532 SP:Iteration 3F (90.531134 sec): 3 clusters Score: Raw -345478.941502 + Penalty 1848.719084 = -343630.222418 nChanged 484 SP:Iteration 4F (90.638632 sec): 3 clusters Score: Raw -345844.796113 + Penalty 1848.719084 = -343996.077028 nChanged 371 SP:Iteration 5F (90.725110 sec): 3 clusters Score: Raw -346109.842724 + Penalty 1848.719084 = -344261.123640 nChanged 311 SP:Iteration 6Q (90.851042 sec): 3 clusters Score: Raw -346309.631431 + Penalty 1848.719084 = -344460.912347 nChanged 238 SP:Iteration 7Q (90.938696 sec): 3 clusters Score: Raw -346461.162110 + Penalty 1848.719084 = -344612.443025 nChanged 209 SP:Iteration 8Q (91.041446 sec): 3 clusters Score: Raw -346579.161152 + Penalty 1848.719084 = -344730.442067 nChanged 172 SP:Iteration 9Q (91.161998 sec): 3 clusters Score: Raw -346681.853543 + Penalty 1848.719084 = -344833.134458 nChanged 149 SP:Iteration 10Q (91.252898 sec): 3 clusters Score: Raw -346772.804056 + Penalty 1848.719084 = -344924.084972 nChanged 116 SP:Iteration 11Q (91.349198 sec): 3 clusters Score: Raw -346822.344587 + Penalty 1848.719084 = -344973.625502 nChanged 81 SP:Iteration 12Q (91.473281 sec): 3 clusters Score: Raw -346866.373777 + Penalty 1848.719084 = -345017.654693 nChanged 85 SP:Iteration 13Q (91.598605 sec): 3 clusters Score: Raw -346919.409711 + Penalty 1848.719084 = -345070.690627 nChanged 88 SP:Iteration 14Q (91.724440 sec): 3 clusters Score: Raw -346962.485216 + Penalty 1848.719084 = -345113.766131 nChanged 83 SP:Iteration 15Q (91.847549 sec): 3 clusters Score: Raw -347004.943818 + Penalty 1848.719084 = -345156.224734 nChanged 83 SP:Iteration 16Q (91.968008 sec): 3 clusters Score: Raw -347052.587117 + Penalty 1848.719084 = -345203.868033 nChanged 77 SP:Iteration 17Q (92.095468 sec): 3 clusters Score: Raw -347095.882517 + Penalty 1848.719084 = -345247.163433 nChanged 74 SP:Iteration 18Q (92.216020 sec): 3 clusters Score: Raw -347135.038087 + Penalty 1848.719084 = -345286.319003 nChanged 71 SP:Iteration 19Q (92.332386 sec): 3 clusters Score: Raw -347176.003889 + Penalty 1848.719084 = -345327.284805 nChanged 76 SP:Iteration 20F (92.452000 sec): 3 clusters Score: Raw -347219.502001 + Penalty 1848.719084 = -345370.782916 nChanged 76 SP:Iteration 21Q (92.582992 sec): 3 clusters Score: Raw -347257.897689 + Penalty 1848.719084 = -345409.178604 nChanged 71 SP:Iteration 22Q (92.704779 sec): 3 clusters Score: Raw -347308.989275 + Penalty 1848.719084 = -345460.270191 nChanged 77 SP:Iteration 23Q (92.846459 sec): 3 clusters Score: Raw -347368.241836 + Penalty 1848.719084 = -345519.522752 nChanged 79 SP:Iteration 24Q (92.947692 sec): 3 clusters Score: Raw -347411.184582 + Penalty 1848.719084 = -345562.465497 nChanged 53 SP:Iteration 25Q (93.070007 sec): 3 clusters Score: Raw -347432.157372 + Penalty 1848.719084 = -345583.438287 nChanged 34 SP:Iteration 26Q (93.217665 sec): 3 clusters Score: Raw -347442.426832 + Penalty 1848.719084 = -345593.707747 nChanged 25 SP:Iteration 27Q (93.312387 sec): 3 clusters Score: Raw -347451.994021 + Penalty 1848.719084 = -345603.274937 nChanged 26 SP:Iteration 28Q (93.455289 sec): 3 clusters Score: Raw -347459.414129 + Penalty 1848.719084 = -345610.695044 nChanged 21 SP:Iteration 29Q (93.549333 sec): 3 clusters Score: Raw -347465.716571 + Penalty 1848.719084 = -345616.997487 nChanged 11 SP:Iteration 30Q (93.697089 sec): 3 clusters Score: Raw -347468.916551 + Penalty 1848.719084 = -345620.197466 nChanged 13 SP:Iteration 31Q (93.803777 sec): 3 clusters Score: Raw -347473.041372 + Penalty 1848.719084 = -345624.322287 nChanged 11 SP:Iteration 32Q (93.953565 sec): 3 clusters Score: Raw -347475.969940 + Penalty 1848.719084 = -345627.250855 nChanged 9 SP:Iteration 33Q (94.053469 sec): 3 clusters Score: Raw -347477.949849 + Penalty 1848.719084 = -345629.230765 nChanged 10 SP:Iteration 34Q (94.175687 sec): 3 clusters Score: Raw -347482.506883 + Penalty 1848.719084 = -345633.787798 nChanged 10 SP:Iteration 35Q (94.320915 sec): 3 clusters Score: Raw -347484.943529 + Penalty 1848.719084 = -345636.224444 nChanged 6 SP:Iteration 36Q (94.429796 sec): 3 clusters Score: Raw -347486.165946 + Penalty 1848.719084 = -345637.446861 nChanged 2 SP:Iteration 37Q (94.569943 sec): 3 clusters Score: Raw -347486.358499 + Penalty 1848.719084 = -345637.639415 nChanged 0 SP:Iteration 38F (94.681808 sec): 3 clusters Score: Raw -347486.358499 + Penalty 1848.719084 = -345637.639415 nChanged 0 Score: Raw -1996230.065206 + Penalty 12268.590492 = -1983961.474714 Splitting cluster 5 changes total score from -1983736.386629 to -1983961.474714 So it's getting split into cluster 11. Trying to split cluster 6 (2633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.769525 sec): 2 clusters Score: Raw -116240.290504 + Penalty 826.967312 = -115413.323192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.860638 sec): 3 clusters Score: Raw -114939.111666 + Penalty 1653.934623 = -113285.177042 nChanged 1026 SP:Iteration 1F (95.985086 sec): 3 clusters Score: Raw -115605.045540 + Penalty 1653.934623 = -113951.110917 nChanged 260 SP:Iteration 2F (96.087292 sec): 3 clusters Score: Raw -115832.504362 + Penalty 1653.934623 = -114178.569738 nChanged 170 SP:Iteration 3F (96.198821 sec): 3 clusters Score: Raw -115975.952609 + Penalty 1653.934623 = -114322.017985 nChanged 159 SP:Iteration 4F (96.292869 sec): 3 clusters Score: Raw -116106.957522 + Penalty 1653.934623 = -114453.022898 nChanged 130 SP:Iteration 5Q (96.390605 sec): 3 clusters Score: Raw -116212.313124 + Penalty 1653.934623 = -114558.378501 nChanged 108 SP:Iteration 6Q (96.494710 sec): 3 clusters Score: Raw -116297.552185 + Penalty 1653.934623 = -114643.617561 nChanged 97 SP:Iteration 7Q (96.602228 sec): 3 clusters Score: Raw -116372.497681 + Penalty 1653.934623 = -114718.563058 nChanged 81 SP:Iteration 8Q (96.703886 sec): 3 clusters Score: Raw -116442.116726 + Penalty 1653.934623 = -114788.182102 nChanged 87 SP:Iteration 9Q (96.805900 sec): 3 clusters Score: Raw -116511.542139 + Penalty 1653.934623 = -114857.607516 nChanged 70 SP:Iteration 10Q (96.907983 sec): 3 clusters Score: Raw -116572.562772 + Penalty 1653.934623 = -114918.628149 nChanged 77 SP:Iteration 11Q (97.009694 sec): 3 clusters Score: Raw -116646.361467 + Penalty 1653.934623 = -114992.426843 nChanged 76 SP:Iteration 12Q (97.103219 sec): 3 clusters Score: Raw -116716.179502 + Penalty 1653.934623 = -115062.244878 nChanged 84 SP:Iteration 13Q (97.204767 sec): 3 clusters Score: Raw -116797.212183 + Penalty 1653.934623 = -115143.277560 nChanged 86 SP:Iteration 14Q (97.295305 sec): 3 clusters Score: Raw -116879.408607 + Penalty 1653.934623 = -115225.473984 nChanged 92 SP:Iteration 15Q (97.375902 sec): 3 clusters Score: Raw -116988.617213 + Penalty 1653.934623 = -115334.682589 nChanged 97 SP:Iteration 16Q (97.468800 sec): 3 clusters Score: Raw -117126.112016 + Penalty 1653.934623 = -115472.177392 nChanged 110 SP:Iteration 17Q (97.563343 sec): 3 clusters Score: Raw -117304.256201 + Penalty 1653.934623 = -115650.321578 nChanged 108 SP:Iteration 18Q (97.661906 sec): 3 clusters Score: Raw -117465.801208 + Penalty 1653.934623 = -115811.866584 nChanged 88 SP:Iteration 19Q (97.770408 sec): 3 clusters Score: Raw -117551.808047 + Penalty 1653.934623 = -115897.873424 nChanged 56 SP:Iteration 20F (97.876757 sec): 3 clusters Score: Raw -117599.542022 + Penalty 1653.934623 = -115945.607398 nChanged 53 SP:Iteration 21Q (97.989592 sec): 3 clusters Score: Raw -117651.582073 + Penalty 1653.934623 = -115997.647450 nChanged 53 SP:Iteration 22Q (98.080593 sec): 3 clusters Score: Raw -117695.609029 + Penalty 1653.934623 = -116041.674406 nChanged 39 SP:Iteration 23Q (98.185411 sec): 3 clusters Score: Raw -117726.446461 + Penalty 1653.934623 = -116072.511837 nChanged 23 SP:Iteration 24Q (98.288248 sec): 3 clusters Score: Raw -117740.382966 + Penalty 1653.934623 = -116086.448343 nChanged 10 SP:Iteration 25Q (98.413133 sec): 3 clusters Score: Raw -117743.753110 + Penalty 1653.934623 = -116089.818487 nChanged 3 SP:Iteration 26Q (98.495723 sec): 3 clusters Score: Raw -117744.274942 + Penalty 1653.934623 = -116090.340319 nChanged 2 SP:Iteration 27Q (98.601993 sec): 3 clusters Score: Raw -117744.659328 + Penalty 1653.934623 = -116090.724705 nChanged 2 SP:Iteration 28Q (98.697525 sec): 3 clusters Score: Raw -117744.952664 + Penalty 1653.934623 = -116091.018041 nChanged 1 SP:Iteration 29Q (98.812382 sec): 3 clusters Score: Raw -117745.485075 + Penalty 1653.934623 = -116091.550451 nChanged 2 SP:Iteration 30Q (98.923031 sec): 3 clusters Score: Raw -117746.125285 + Penalty 1653.934623 = -116092.190661 nChanged 2 SP:Iteration 31Q (99.026853 sec): 3 clusters Score: Raw -117746.451529 + Penalty 1653.934623 = -116092.516906 nChanged 2 SP:Iteration 32Q (99.127779 sec): 3 clusters Score: Raw -117746.964523 + Penalty 1653.934623 = -116093.029899 nChanged 5 SP:Iteration 33Q (99.280664 sec): 3 clusters Score: Raw -117747.811228 + Penalty 1653.934623 = -116093.876605 nChanged 1 SP:Iteration 34Q (99.381318 sec): 3 clusters Score: Raw -117747.960510 + Penalty 1653.934623 = -116094.025887 nChanged 0 SP:Iteration 35F (99.514462 sec): 3 clusters Score: Raw -117747.960510 + Penalty 1653.934623 = -116094.025887 nChanged 0 Score: Raw -1997737.735212 + Penalty 13383.916901 = -1984353.818312 Splitting cluster 6 changes total score from -1983736.386629 to -1984353.818312 So it's getting split into cluster 12. Trying to split cluster 7 (2335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.656649 sec): 2 clusters Score: Raw -123665.808283 + Penalty 814.355553 = -122851.452730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.748366 sec): 3 clusters Score: Raw -122586.480564 + Penalty 1628.711106 = -120957.769458 nChanged 898 SP:Iteration 1F (100.842236 sec): 3 clusters Score: Raw -123200.458147 + Penalty 1628.711106 = -121571.747041 nChanged 225 SP:Iteration 2F (100.950062 sec): 3 clusters Score: Raw -123373.488597 + Penalty 1628.711106 = -121744.777491 nChanged 156 SP:Iteration 3F (101.057729 sec): 3 clusters Score: Raw -123488.131529 + Penalty 1628.711106 = -121859.420424 nChanged 119 SP:Iteration 4F (101.162530 sec): 3 clusters Score: Raw -123571.364662 + Penalty 1628.711106 = -121942.653556 nChanged 94 SP:Iteration 5Q (101.271275 sec): 3 clusters Score: Raw -123643.457651 + Penalty 1628.711106 = -122014.746545 nChanged 60 SP:Iteration 6Q (101.380612 sec): 3 clusters Score: Raw -123692.016861 + Penalty 1628.711106 = -122063.305755 nChanged 59 SP:Iteration 7Q (101.485164 sec): 3 clusters Score: Raw -123738.494471 + Penalty 1628.711106 = -122109.783366 nChanged 62 SP:Iteration 8Q (101.604141 sec): 3 clusters Score: Raw -123795.999371 + Penalty 1628.711106 = -122167.288265 nChanged 79 SP:Iteration 9Q (101.718943 sec): 3 clusters Score: Raw -123875.417230 + Penalty 1628.711106 = -122246.706124 nChanged 79 SP:Iteration 10Q (101.809873 sec): 3 clusters Score: Raw -123977.904775 + Penalty 1628.711106 = -122349.193670 nChanged 83 SP:Iteration 11Q (101.936368 sec): 3 clusters Score: Raw -124101.904894 + Penalty 1628.711106 = -122473.193788 nChanged 95 SP:Iteration 12Q (102.004636 sec): 3 clusters Score: Raw -124241.571682 + Penalty 1628.711106 = -122612.860577 nChanged 104 SP:Iteration 13Q (102.123725 sec): 3 clusters Score: Raw -124338.783258 + Penalty 1628.711106 = -122710.072153 nChanged 61 SP:Iteration 14Q (102.247215 sec): 3 clusters Score: Raw -124379.738341 + Penalty 1628.711106 = -122751.027235 nChanged 43 SP:Iteration 15Q (102.338079 sec): 3 clusters Score: Raw -124405.853317 + Penalty 1628.711106 = -122777.142211 nChanged 38 SP:Iteration 16Q (102.436803 sec): 3 clusters Score: Raw -124437.421083 + Penalty 1628.711106 = -122808.709977 nChanged 28 SP:Iteration 17Q (102.554444 sec): 3 clusters Score: Raw -124453.104322 + Penalty 1628.711106 = -122824.393217 nChanged 27 SP:Iteration 18Q (102.646338 sec): 3 clusters Score: Raw -124467.261992 + Penalty 1628.711106 = -122838.550886 nChanged 19 SP:Iteration 19Q (102.734754 sec): 3 clusters Score: Raw -124477.795320 + Penalty 1628.711106 = -122849.084214 nChanged 17 SP:Iteration 20F (102.826167 sec): 3 clusters Score: Raw -124487.937747 + Penalty 1628.711106 = -122859.226641 nChanged 16 SP:Iteration 21Q (102.914870 sec): 3 clusters Score: Raw -124494.831332 + Penalty 1628.711106 = -122866.120226 nChanged 13 SP:Iteration 22Q (103.021120 sec): 3 clusters Score: Raw -124501.624675 + Penalty 1628.711106 = -122872.913569 nChanged 11 SP:Iteration 23Q (103.108204 sec): 3 clusters Score: Raw -124506.510598 + Penalty 1628.711106 = -122877.799492 nChanged 12 SP:Iteration 24Q (103.214265 sec): 3 clusters Score: Raw -124510.661147 + Penalty 1628.711106 = -122881.950041 nChanged 12 SP:Iteration 25Q (103.321222 sec): 3 clusters Score: Raw -124515.396328 + Penalty 1628.711106 = -122886.685222 nChanged 15 SP:Iteration 26Q (103.426652 sec): 3 clusters Score: Raw -124520.222655 + Penalty 1628.711106 = -122891.511549 nChanged 9 SP:Iteration 27Q (103.524417 sec): 3 clusters Score: Raw -124522.654218 + Penalty 1628.711106 = -122893.943112 nChanged 1 SP:Iteration 28Q (103.631709 sec): 3 clusters Score: Raw -124523.054984 + Penalty 1628.711106 = -122894.343879 nChanged 2 SP:Iteration 29Q (103.737028 sec): 3 clusters Score: Raw -124523.670817 + Penalty 1628.711106 = -122894.959711 nChanged 2 SP:Iteration 30Q (103.845427 sec): 3 clusters Score: Raw -124524.261818 + Penalty 1628.711106 = -122895.550712 nChanged 0 SP:Iteration 31F (103.979346 sec): 3 clusters Score: Raw -124524.261818 + Penalty 1628.711106 = -122895.550712 nChanged 0 Score: Raw -1998596.188747 + Penalty 14499.243309 = -1984096.945438 Splitting cluster 7 changes total score from -1983736.386629 to -1984096.945438 So it's getting split into cluster 13. Trying to split cluster 8 (2695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.170045 sec): 2 clusters Score: Raw -114385.527765 + Penalty 829.411116 = -113556.116649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.331499 sec): 3 clusters Score: Raw -113035.442769 + Penalty 1658.822232 = -111376.620537 nChanged 1073 SP:Iteration 1F (105.464442 sec): 3 clusters Score: Raw -113838.663699 + Penalty 1658.822232 = -112179.841467 nChanged 305 SP:Iteration 2F (105.528677 sec): 3 clusters Score: Raw -114240.935155 + Penalty 1658.822232 = -112582.112924 nChanged 269 SP:Iteration 3F (105.591367 sec): 3 clusters Score: Raw -114585.231364 + Penalty 1658.822232 = -112926.409133 nChanged 208 SP:Iteration 4F (105.664171 sec): 3 clusters Score: Raw -114920.174547 + Penalty 1658.822232 = -113261.352315 nChanged 183 SP:Iteration 5F (105.769473 sec): 3 clusters Score: Raw -115302.764085 + Penalty 1658.822232 = -113643.941854 nChanged 160 SP:Iteration 6F (105.876443 sec): 3 clusters Score: Raw -115622.773724 + Penalty 1658.822232 = -113963.951493 nChanged 148 SP:Iteration 7F (105.985489 sec): 3 clusters Score: Raw -115845.466269 + Penalty 1658.822232 = -114186.644037 nChanged 104 SP:Iteration 8Q (106.091247 sec): 3 clusters Score: Raw -116040.974290 + Penalty 1658.822232 = -114382.152058 nChanged 65 SP:Iteration 9Q (106.196228 sec): 3 clusters Score: Raw -116150.841109 + Penalty 1658.822232 = -114492.018878 nChanged 43 SP:Iteration 10Q (106.305901 sec): 3 clusters Score: Raw -116212.258826 + Penalty 1658.822232 = -114553.436595 nChanged 36 SP:Iteration 11Q (106.420562 sec): 3 clusters Score: Raw -116266.250903 + Penalty 1658.822232 = -114607.428672 nChanged 33 SP:Iteration 12Q (106.535262 sec): 3 clusters Score: Raw -116293.842769 + Penalty 1658.822232 = -114635.020537 nChanged 23 SP:Iteration 13Q (106.651152 sec): 3 clusters Score: Raw -116327.285716 + Penalty 1658.822232 = -114668.463484 nChanged 24 SP:Iteration 14Q (106.769442 sec): 3 clusters Score: Raw -116366.430036 + Penalty 1658.822232 = -114707.607805 nChanged 20 SP:Iteration 15Q (106.892417 sec): 3 clusters Score: Raw -116395.238766 + Penalty 1658.822232 = -114736.416535 nChanged 14 SP:Iteration 16Q (107.012649 sec): 3 clusters Score: Raw -116410.051123 + Penalty 1658.822232 = -114751.228891 nChanged 8 SP:Iteration 17Q (107.096389 sec): 3 clusters Score: Raw -116419.979462 + Penalty 1658.822232 = -114761.157230 nChanged 10 SP:Iteration 18Q (107.207321 sec): 3 clusters Score: Raw -116430.082697 + Penalty 1658.822232 = -114771.260466 nChanged 6 SP:Iteration 19Q (107.309278 sec): 3 clusters Score: Raw -116435.211322 + Penalty 1658.822232 = -114776.389091 nChanged 4 SP:Iteration 20F (107.438952 sec): 3 clusters Score: Raw -116437.514275 + Penalty 1658.822232 = -114778.692043 nChanged 2 SP:Iteration 21Q (107.530659 sec): 3 clusters Score: Raw -116438.586938 + Penalty 1658.822232 = -114779.764707 nChanged 1 SP:Iteration 22Q (107.620272 sec): 3 clusters Score: Raw -116438.930082 + Penalty 1658.822232 = -114780.107851 nChanged 0 SP:Iteration 23F (107.682777 sec): 3 clusters Score: Raw -116438.930082 + Penalty 1658.822232 = -114780.107851 nChanged 0 Score: Raw -2000649.591064 + Penalty 15614.569717 = -1985035.021347 Splitting cluster 8 changes total score from -1983736.386629 to -1985035.021347 So it's getting split into cluster 14. Iteration 99Q (109.981149 sec): 15 clusters Score: Raw -2001671.799053 + Penalty 15614.569717 = -1986057.229335 nChanged 1180 Iteration 100F (111.125092 sec): 15 clusters Score: Raw -2002623.532889 + Penalty 15614.569717 = -1987008.963171 nChanged 1020 Iteration 101Q (112.116696 sec): 15 clusters Score: Raw -2003103.300630 + Penalty 15614.569717 = -1987488.730913 nChanged 589 Iteration 102Q (113.165072 sec): 15 clusters Score: Raw -2003364.879463 + Penalty 15614.569717 = -1987750.309746 nChanged 449 Iteration 103Q (114.076248 sec): 15 clusters Score: Raw -2003550.120753 + Penalty 15614.569717 = -1987935.551035 nChanged 366 Iteration 104Q (115.110979 sec): 15 clusters Score: Raw -2003710.252445 + Penalty 15614.569717 = -1988095.682728 nChanged 338 Iteration 105Q (116.046428 sec): 15 clusters Score: Raw -2003838.959632 + Penalty 15614.569717 = -1988224.389914 nChanged 257 Iteration 106Q (116.953015 sec): 15 clusters Score: Raw -2003933.654873 + Penalty 15614.569717 = -1988319.085156 nChanged 223 Iteration 107Q (117.900885 sec): 15 clusters Score: Raw -2003995.870586 + Penalty 15614.569717 = -1988381.300869 nChanged 197 Iteration 108Q (118.943204 sec): 15 clusters Score: Raw -2004047.055781 + Penalty 15614.569717 = -1988432.486063 nChanged 160 Iteration 109Q (119.950688 sec): 15 clusters Score: Raw -2004091.323602 + Penalty 15614.569717 = -1988476.753884 nChanged 154 Iteration 110Q (121.018929 sec): 15 clusters Score: Raw -2004135.969093 + Penalty 15614.569717 = -1988521.399375 nChanged 160 Iteration 111Q (122.016668 sec): 15 clusters Score: Raw -2004176.157411 + Penalty 15614.569717 = -1988561.587694 nChanged 158 Iteration 112Q (123.027207 sec): 15 clusters Score: Raw -2004210.727381 + Penalty 15614.569717 = -1988596.157663 nChanged 130 Iteration 113Q (123.975084 sec): 15 clusters Score: Raw -2004240.556474 + Penalty 15614.569717 = -1988625.986757 nChanged 124 Iteration 114Q (124.928883 sec): 15 clusters Score: Raw -2004265.486830 + Penalty 15614.569717 = -1988650.917113 nChanged 117 Iteration 115Q (125.900645 sec): 15 clusters Score: Raw -2004288.197131 + Penalty 15614.569717 = -1988673.627414 nChanged 110 Iteration 116Q (126.880793 sec): 15 clusters Score: Raw -2004313.697761 + Penalty 15614.569717 = -1988699.128043 nChanged 112 Iteration 117Q (127.811394 sec): 15 clusters Score: Raw -2004340.629281 + Penalty 15614.569717 = -1988726.059564 nChanged 110 Iteration 118Q (128.759776 sec): 15 clusters Score: Raw -2004367.511194 + Penalty 15614.569717 = -1988752.941477 nChanged 99 Iteration 119Q (129.696258 sec): 15 clusters Score: Raw -2004391.168465 + Penalty 15614.569717 = -1988776.598748 nChanged 94 Iteration 120F (130.829624 sec): 15 clusters Score: Raw -2004418.545307 + Penalty 15614.569717 = -1988803.975590 nChanged 90 Iteration 121Q (131.793795 sec): 15 clusters Score: Raw -2004438.888053 + Penalty 15614.569717 = -1988824.318335 nChanged 84 Iteration 122Q (132.799418 sec): 15 clusters Score: Raw -2004457.728660 + Penalty 15614.569717 = -1988843.158943 nChanged 84 Iteration 123Q (133.710799 sec): 15 clusters Score: Raw -2004475.722918 + Penalty 15614.569717 = -1988861.153200 nChanged 76 Iteration 124Q (134.775624 sec): 15 clusters Score: Raw -2004490.440178 + Penalty 15614.569717 = -1988875.870461 nChanged 66 Iteration 125Q (135.816508 sec): 15 clusters Score: Raw -2004502.087758 + Penalty 15614.569717 = -1988887.518041 nChanged 61 Iteration 126Q (136.753567 sec): 15 clusters Score: Raw -2004511.479105 + Penalty 15614.569717 = -1988896.909387 nChanged 53 Iteration 127Q (137.726490 sec): 15 clusters Score: Raw -2004520.802272 + Penalty 15614.569717 = -1988906.232555 nChanged 47 Iteration 128Q (138.737454 sec): 15 clusters Score: Raw -2004528.818032 + Penalty 15614.569717 = -1988914.248314 nChanged 48 Iteration 129Q (139.712756 sec): 15 clusters Score: Raw -2004535.476767 + Penalty 15614.569717 = -1988920.907049 nChanged 28 Iteration 130Q (140.718258 sec): 15 clusters Score: Raw -2004538.086569 + Penalty 15614.569717 = -1988923.516851 nChanged 14 Iteration 131Q (141.666434 sec): 15 clusters Score: Raw -2004539.813004 + Penalty 15614.569717 = -1988925.243287 nChanged 14 Iteration 132Q (142.684472 sec): 15 clusters Score: Raw -2004541.896850 + Penalty 15614.569717 = -1988927.327133 nChanged 11 Iteration 133Q (143.666444 sec): 15 clusters Score: Raw -2004543.522733 + Penalty 15614.569717 = -1988928.953016 nChanged 6 Iteration 134Q (144.681493 sec): 15 clusters Score: Raw -2004544.395629 + Penalty 15614.569717 = -1988929.825911 nChanged 4 Iteration 135Q (145.709451 sec): 15 clusters Score: Raw -2004545.131416 + Penalty 15614.569717 = -1988930.561699 nChanged 6 Iteration 136Q (146.646193 sec): 15 clusters Score: Raw -2004546.359497 + Penalty 15614.569717 = -1988931.789780 nChanged 7 Iteration 137Q (147.587053 sec): 15 clusters Score: Raw -2004547.229029 + Penalty 15614.569717 = -1988932.659311 nChanged 4 Iteration 138Q (148.638317 sec): 15 clusters Score: Raw -2004547.892684 + Penalty 15614.569717 = -1988933.322967 nChanged 5 Writing temp clu file Because OldScore, -1988932.659311, is greater than current (better) Score,-1988933.322967 Compute initial score before splitting: Score: Raw -2004547.892684 + Penalty 15614.569717 = -1988933.322967 Trying to split cluster 1 (4199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.719493 sec): 2 clusters Score: Raw -221643.891930 + Penalty 875.973176 = -220767.918753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.839808 sec): 3 clusters Score: Raw -219402.773469 + Penalty 1751.946353 = -217650.827116 nChanged 1784 SP:Iteration 1F (148.937298 sec): 3 clusters Score: Raw -220637.272461 + Penalty 1751.946353 = -218885.326108 nChanged 391 SP:Iteration 2F (149.037182 sec): 3 clusters Score: Raw -220943.480183 + Penalty 1751.946353 = -219191.533830 nChanged 282 SP:Iteration 3F (149.130557 sec): 3 clusters Score: Raw -221173.663601 + Penalty 1751.946353 = -219421.717248 nChanged 240 SP:Iteration 4F (149.244094 sec): 3 clusters Score: Raw -221379.900887 + Penalty 1751.946353 = -219627.954534 nChanged 211 SP:Iteration 5F (149.352261 sec): 3 clusters Score: Raw -221546.238782 + Penalty 1751.946353 = -219794.292429 nChanged 163 SP:Iteration 6Q (149.466303 sec): 3 clusters Score: Raw -221655.077588 + Penalty 1751.946353 = -219903.131235 nChanged 135 SP:Iteration 7Q (149.566603 sec): 3 clusters Score: Raw -221734.334526 + Penalty 1751.946353 = -219982.388173 nChanged 118 SP:Iteration 8Q (149.679940 sec): 3 clusters Score: Raw -221803.165247 + Penalty 1751.946353 = -220051.218894 nChanged 102 SP:Iteration 9Q (149.792515 sec): 3 clusters Score: Raw -221852.912607 + Penalty 1751.946353 = -220100.966254 nChanged 76 SP:Iteration 10Q (149.901148 sec): 3 clusters Score: Raw -221884.152790 + Penalty 1751.946353 = -220132.206437 nChanged 62 SP:Iteration 11Q (149.969471 sec): 3 clusters Score: Raw -221912.157492 + Penalty 1751.946353 = -220160.211139 nChanged 84 SP:Iteration 12Q (150.067254 sec): 3 clusters Score: Raw -221951.100373 + Penalty 1751.946353 = -220199.154020 nChanged 69 SP:Iteration 13Q (150.174710 sec): 3 clusters Score: Raw -221979.854547 + Penalty 1751.946353 = -220227.908194 nChanged 51 SP:Iteration 14Q (150.263055 sec): 3 clusters Score: Raw -221997.745505 + Penalty 1751.946353 = -220245.799152 nChanged 45 SP:Iteration 15Q (150.386900 sec): 3 clusters Score: Raw -222014.290257 + Penalty 1751.946353 = -220262.343904 nChanged 41 SP:Iteration 16Q (150.474354 sec): 3 clusters Score: Raw -222030.132947 + Penalty 1751.946353 = -220278.186594 nChanged 38 SP:Iteration 17Q (150.577148 sec): 3 clusters Score: Raw -222039.384763 + Penalty 1751.946353 = -220287.438410 nChanged 27 SP:Iteration 18Q (150.675874 sec): 3 clusters Score: Raw -222046.587357 + Penalty 1751.946353 = -220294.641004 nChanged 23 SP:Iteration 19Q (150.786509 sec): 3 clusters Score: Raw -222051.756291 + Penalty 1751.946353 = -220299.809938 nChanged 20 SP:Iteration 20F (150.874137 sec): 3 clusters Score: Raw -222056.222696 + Penalty 1751.946353 = -220304.276343 nChanged 20 SP:Iteration 21Q (150.987729 sec): 3 clusters Score: Raw -222059.549843 + Penalty 1751.946353 = -220307.603490 nChanged 13 SP:Iteration 22Q (151.085494 sec): 3 clusters Score: Raw -222061.699692 + Penalty 1751.946353 = -220309.753339 nChanged 7 SP:Iteration 23Q (151.183999 sec): 3 clusters Score: Raw -222062.941071 + Penalty 1751.946353 = -220310.994718 nChanged 7 SP:Iteration 24Q (151.286326 sec): 3 clusters Score: Raw -222063.841601 + Penalty 1751.946353 = -220311.895248 nChanged 5 SP:Iteration 25Q (151.386644 sec): 3 clusters Score: Raw -222064.469340 + Penalty 1751.946353 = -220312.522987 nChanged 3 SP:Iteration 26Q (151.501624 sec): 3 clusters Score: Raw -222065.215298 + Penalty 1751.946353 = -220313.268945 nChanged 6 SP:Iteration 27Q (151.620098 sec): 3 clusters Score: Raw -222066.259320 + Penalty 1751.946353 = -220314.312968 nChanged 7 SP:Iteration 28Q (151.739692 sec): 3 clusters Score: Raw -222067.466030 + Penalty 1751.946353 = -220315.519677 nChanged 7 SP:Iteration 29Q (151.820008 sec): 3 clusters Score: Raw -222068.331208 + Penalty 1751.946353 = -220316.384855 nChanged 3 SP:Iteration 30Q (151.931373 sec): 3 clusters Score: Raw -222069.016147 + Penalty 1751.946353 = -220317.069794 nChanged 5 SP:Iteration 31Q (152.089160 sec): 3 clusters Score: Raw -222070.100432 + Penalty 1751.946353 = -220318.154079 nChanged 6 SP:Iteration 32Q (152.165592 sec): 3 clusters Score: Raw -222072.025959 + Penalty 1751.946353 = -220320.079606 nChanged 11 SP:Iteration 33Q (152.262834 sec): 3 clusters Score: Raw -222074.446665 + Penalty 1751.946353 = -220322.500312 nChanged 8 SP:Iteration 34Q (152.387134 sec): 3 clusters Score: Raw -222075.444634 + Penalty 1751.946353 = -220323.498281 nChanged 1 SP:Iteration 35Q (152.499717 sec): 3 clusters Score: Raw -222075.553770 + Penalty 1751.946353 = -220323.607417 nChanged 0 SP:Iteration 36F (152.608458 sec): 3 clusters Score: Raw -222075.553770 + Penalty 1751.946353 = -220323.607417 nChanged 0 Trying to split cluster 2 (1675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.697714 sec): 2 clusters Score: Raw -76562.405144 + Penalty 779.474687 = -75782.930458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.791658 sec): 3 clusters Score: Raw -75814.694456 + Penalty 1558.949373 = -74255.745083 nChanged 595 SP:Iteration 1F (152.862218 sec): 3 clusters Score: Raw -76182.147864 + Penalty 1558.949373 = -74623.198491 nChanged 164 SP:Iteration 2F (152.967930 sec): 3 clusters Score: Raw -76312.086779 + Penalty 1558.949373 = -74753.137406 nChanged 108 SP:Iteration 3F (153.066637 sec): 3 clusters Score: Raw -76406.832390 + Penalty 1558.949373 = -74847.883017 nChanged 96 SP:Iteration 4F (153.198807 sec): 3 clusters Score: Raw -76514.665978 + Penalty 1558.949373 = -74955.716605 nChanged 82 SP:Iteration 5Q (153.298265 sec): 3 clusters Score: Raw -76586.587794 + Penalty 1558.949373 = -75027.638420 nChanged 55 SP:Iteration 6Q (153.385000 sec): 3 clusters Score: Raw -76631.317638 + Penalty 1558.949373 = -75072.368265 nChanged 50 SP:Iteration 7Q (153.518543 sec): 3 clusters Score: Raw -76670.164810 + Penalty 1558.949373 = -75111.215436 nChanged 52 SP:Iteration 8Q (153.595050 sec): 3 clusters Score: Raw -76717.596155 + Penalty 1558.949373 = -75158.646782 nChanged 48 SP:Iteration 9Q (153.676231 sec): 3 clusters Score: Raw -76757.764999 + Penalty 1558.949373 = -75198.815626 nChanged 35 SP:Iteration 10Q (153.754083 sec): 3 clusters Score: Raw -76778.023712 + Penalty 1558.949373 = -75219.074339 nChanged 29 SP:Iteration 11Q (153.835576 sec): 3 clusters Score: Raw -76796.008849 + Penalty 1558.949373 = -75237.059476 nChanged 30 SP:Iteration 12Q (153.911148 sec): 3 clusters Score: Raw -76811.627944 + Penalty 1558.949373 = -75252.678570 nChanged 17 SP:Iteration 13Q (153.992494 sec): 3 clusters Score: Raw -76827.649978 + Penalty 1558.949373 = -75268.700605 nChanged 20 SP:Iteration 14Q (154.073905 sec): 3 clusters Score: Raw -76844.133612 + Penalty 1558.949373 = -75285.184239 nChanged 15 SP:Iteration 15Q (154.153472 sec): 3 clusters Score: Raw -76854.589472 + Penalty 1558.949373 = -75295.640099 nChanged 14 SP:Iteration 16Q (154.226997 sec): 3 clusters Score: Raw -76862.516540 + Penalty 1558.949373 = -75303.567167 nChanged 16 SP:Iteration 17Q (154.303841 sec): 3 clusters Score: Raw -76872.607444 + Penalty 1558.949373 = -75313.658070 nChanged 20 SP:Iteration 18Q (154.392914 sec): 3 clusters Score: Raw -76883.226333 + Penalty 1558.949373 = -75324.276959 nChanged 19 SP:Iteration 19Q (154.476206 sec): 3 clusters Score: Raw -76894.327695 + Penalty 1558.949373 = -75335.378321 nChanged 15 SP:Iteration 20F (154.586833 sec): 3 clusters Score: Raw -76901.327530 + Penalty 1558.949373 = -75342.378157 nChanged 9 SP:Iteration 21Q (154.677110 sec): 3 clusters Score: Raw -76907.822270 + Penalty 1558.949373 = -75348.872897 nChanged 12 SP:Iteration 22Q (154.765605 sec): 3 clusters Score: Raw -76915.374089 + Penalty 1558.949373 = -75356.424715 nChanged 10 SP:Iteration 23Q (154.857935 sec): 3 clusters Score: Raw -76922.211477 + Penalty 1558.949373 = -75363.262104 nChanged 9 SP:Iteration 24Q (154.951557 sec): 3 clusters Score: Raw -76925.861754 + Penalty 1558.949373 = -75366.912380 nChanged 5 SP:Iteration 25Q (155.065653 sec): 3 clusters Score: Raw -76927.197955 + Penalty 1558.949373 = -75368.248582 nChanged 5 SP:Iteration 26Q (155.149114 sec): 3 clusters Score: Raw -76929.083043 + Penalty 1558.949373 = -75370.133670 nChanged 4 SP:Iteration 27Q (155.250804 sec): 3 clusters Score: Raw -76930.231749 + Penalty 1558.949373 = -75371.282375 nChanged 3 SP:Iteration 28Q (155.366389 sec): 3 clusters Score: Raw -76931.208024 + Penalty 1558.949373 = -75372.258651 nChanged 3 SP:Iteration 29Q (155.443448 sec): 3 clusters Score: Raw -76931.773391 + Penalty 1558.949373 = -75372.824018 nChanged 2 SP:Iteration 30Q (155.550805 sec): 3 clusters Score: Raw -76932.110877 + Penalty 1558.949373 = -75373.161504 nChanged 2 SP:Iteration 31Q (155.639110 sec): 3 clusters Score: Raw -76932.692110 + Penalty 1558.949373 = -75373.742736 nChanged 2 SP:Iteration 32Q (155.734073 sec): 3 clusters Score: Raw -76933.492430 + Penalty 1558.949373 = -75374.543057 nChanged 1 SP:Iteration 33Q (155.837249 sec): 3 clusters Score: Raw -76934.144573 + Penalty 1558.949373 = -75375.195200 nChanged 3 SP:Iteration 34Q (155.963887 sec): 3 clusters Score: Raw -76934.910352 + Penalty 1558.949373 = -75375.960978 nChanged 2 SP:Iteration 35Q (156.041420 sec): 3 clusters Score: Raw -76935.544233 + Penalty 1558.949373 = -75376.594860 nChanged 2 SP:Iteration 36Q (156.134157 sec): 3 clusters Score: Raw -76936.143077 + Penalty 1558.949373 = -75377.193704 nChanged 2 SP:Iteration 37Q (156.223898 sec): 3 clusters Score: Raw -76937.011092 + Penalty 1558.949373 = -75378.061719 nChanged 0 SP:Iteration 38F (156.304686 sec): 3 clusters Score: Raw -76937.011092 + Penalty 1558.949373 = -75378.061719 nChanged 0 Trying to split cluster 3 (14607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.416792 sec): 2 clusters Score: Raw -815473.054341 + Penalty 1006.871895 = -814466.182446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.568888 sec): 3 clusters Score: Raw -806709.941801 + Penalty 2013.743790 = -804696.198010 nChanged 6626 SP:Iteration 1F (156.663201 sec): 3 clusters Score: Raw -811231.301631 + Penalty 2013.743790 = -809217.557840 nChanged 1382 SP:Iteration 2F (156.798178 sec): 3 clusters Score: Raw -812456.837302 + Penalty 2013.743790 = -810443.093511 nChanged 1288 SP:Iteration 3F (156.956426 sec): 3 clusters Score: Raw -813350.646849 + Penalty 2013.743790 = -811336.903059 nChanged 951 SP:Iteration 4F (157.119095 sec): 3 clusters Score: Raw -813888.631254 + Penalty 2013.743790 = -811874.887464 nChanged 671 SP:Iteration 5Q (157.221708 sec): 3 clusters Score: Raw -814227.377752 + Penalty 2013.743790 = -812213.633962 nChanged 509 SP:Iteration 6Q (157.355837 sec): 3 clusters Score: Raw -814452.481596 + Penalty 2013.743790 = -812438.737806 nChanged 387 SP:Iteration 7Q (157.493331 sec): 3 clusters Score: Raw -814628.972013 + Penalty 2013.743790 = -812615.228222 nChanged 374 SP:Iteration 8Q (157.655176 sec): 3 clusters Score: Raw -814810.844912 + Penalty 2013.743790 = -812797.101121 nChanged 298 SP:Iteration 9Q (157.803960 sec): 3 clusters Score: Raw -814945.834505 + Penalty 2013.743790 = -812932.090715 nChanged 276 SP:Iteration 10Q (157.926823 sec): 3 clusters Score: Raw -815063.811857 + Penalty 2013.743790 = -813050.068067 nChanged 234 SP:Iteration 11Q (158.085525 sec): 3 clusters Score: Raw -815178.563999 + Penalty 2013.743790 = -813164.820209 nChanged 250 SP:Iteration 12Q (158.230719 sec): 3 clusters Score: Raw -815317.452294 + Penalty 2013.743790 = -813303.708504 nChanged 246 SP:Iteration 13Q (158.368211 sec): 3 clusters Score: Raw -815466.727494 + Penalty 2013.743790 = -813452.983704 nChanged 228 SP:Iteration 14Q (158.487247 sec): 3 clusters Score: Raw -815607.867263 + Penalty 2013.743790 = -813594.123473 nChanged 190 SP:Iteration 15Q (158.657951 sec): 3 clusters Score: Raw -815725.173026 + Penalty 2013.743790 = -813711.429236 nChanged 158 SP:Iteration 16Q (158.786681 sec): 3 clusters Score: Raw -815832.736795 + Penalty 2013.743790 = -813818.993004 nChanged 137 SP:Iteration 17Q (158.906218 sec): 3 clusters Score: Raw -815936.275458 + Penalty 2013.743790 = -813922.531668 nChanged 129 SP:Iteration 18Q (159.039326 sec): 3 clusters Score: Raw -816020.967420 + Penalty 2013.743790 = -814007.223629 nChanged 111 SP:Iteration 19Q (159.184781 sec): 3 clusters Score: Raw -816122.317732 + Penalty 2013.743790 = -814108.573942 nChanged 113 SP:Iteration 20F (159.326448 sec): 3 clusters Score: Raw -816226.808634 + Penalty 2013.743790 = -814213.064844 nChanged 84 SP:Iteration 21Q (159.441634 sec): 3 clusters Score: Raw -816303.008721 + Penalty 2013.743790 = -814289.264931 nChanged 71 SP:Iteration 22Q (159.577549 sec): 3 clusters Score: Raw -816352.937693 + Penalty 2013.743790 = -814339.193902 nChanged 64 SP:Iteration 23Q (159.733605 sec): 3 clusters Score: Raw -816393.423533 + Penalty 2013.743790 = -814379.679742 nChanged 52 SP:Iteration 24Q (159.873154 sec): 3 clusters Score: Raw -816414.641508 + Penalty 2013.743790 = -814400.897717 nChanged 33 SP:Iteration 25Q (160.022135 sec): 3 clusters Score: Raw -816427.398743 + Penalty 2013.743790 = -814413.654952 nChanged 37 SP:Iteration 26Q (160.157089 sec): 3 clusters Score: Raw -816439.655609 + Penalty 2013.743790 = -814425.911818 nChanged 26 SP:Iteration 27Q (160.315046 sec): 3 clusters Score: Raw -816451.233774 + Penalty 2013.743790 = -814437.489984 nChanged 22 SP:Iteration 28Q (160.461551 sec): 3 clusters Score: Raw -816457.985622 + Penalty 2013.743790 = -814444.241831 nChanged 18 SP:Iteration 29Q (160.599572 sec): 3 clusters Score: Raw -816461.918197 + Penalty 2013.743790 = -814448.174407 nChanged 8 SP:Iteration 30Q (160.751733 sec): 3 clusters Score: Raw -816463.645195 + Penalty 2013.743790 = -814449.901405 nChanged 8 SP:Iteration 31Q (160.881009 sec): 3 clusters Score: Raw -816464.983364 + Penalty 2013.743790 = -814451.239574 nChanged 6 SP:Iteration 32Q (161.007372 sec): 3 clusters Score: Raw -816465.876388 + Penalty 2013.743790 = -814452.132597 nChanged 3 SP:Iteration 33Q (161.156162 sec): 3 clusters Score: Raw -816466.575371 + Penalty 2013.743790 = -814452.831581 nChanged 3 SP:Iteration 34Q (161.304631 sec): 3 clusters Score: Raw -816467.364879 + Penalty 2013.743790 = -814453.621089 nChanged 3 SP:Iteration 35Q (161.438647 sec): 3 clusters Score: Raw -816467.867893 + Penalty 2013.743790 = -814454.124102 nChanged 0 SP:Iteration 36F (161.574560 sec): 3 clusters Score: Raw -816467.867893 + Penalty 2013.743790 = -814454.124102 nChanged 0 Trying to split cluster 4 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.667381 sec): 2 clusters Score: Raw -30352.113844 + Penalty 714.600868 = -29637.512976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.744675 sec): 3 clusters Score: Raw -30057.572687 + Penalty 1429.201736 = -28628.370951 nChanged 324 SP:Iteration 1F (161.865026 sec): 3 clusters Score: Raw -30396.786236 + Penalty 1429.201736 = -28967.584499 nChanged 94 SP:Iteration 2F (161.973168 sec): 3 clusters Score: Raw -30513.959401 + Penalty 1429.201736 = -29084.757665 nChanged 54 SP:Iteration 3F (162.063257 sec): 3 clusters Score: Raw -30590.482641 + Penalty 1429.201736 = -29161.280905 nChanged 34 SP:Iteration 4Q (162.141387 sec): 3 clusters Score: Raw -30629.697527 + Penalty 1429.201736 = -29200.495791 nChanged 29 SP:Iteration 5Q (162.252958 sec): 3 clusters Score: Raw -30661.119691 + Penalty 1429.201736 = -29231.917954 nChanged 29 SP:Iteration 6Q (162.339967 sec): 3 clusters Score: Raw -30688.282119 + Penalty 1429.201736 = -29259.080383 nChanged 13 SP:Iteration 7Q (162.432722 sec): 3 clusters Score: Raw -30697.462285 + Penalty 1429.201736 = -29268.260549 nChanged 6 SP:Iteration 8Q (162.532238 sec): 3 clusters Score: Raw -30702.526403 + Penalty 1429.201736 = -29273.324667 nChanged 9 SP:Iteration 9Q (162.658418 sec): 3 clusters Score: Raw -30714.361087 + Penalty 1429.201736 = -29285.159351 nChanged 11 SP:Iteration 10Q (162.760855 sec): 3 clusters Score: Raw -30731.697633 + Penalty 1429.201736 = -29302.495897 nChanged 9 SP:Iteration 11Q (162.851220 sec): 3 clusters Score: Raw -30748.297327 + Penalty 1429.201736 = -29319.095591 nChanged 11 SP:Iteration 12Q (162.936250 sec): 3 clusters Score: Raw -30759.261291 + Penalty 1429.201736 = -29330.059554 nChanged 10 SP:Iteration 13Q (163.035659 sec): 3 clusters Score: Raw -30774.001615 + Penalty 1429.201736 = -29344.799879 nChanged 10 SP:Iteration 14Q (163.132272 sec): 3 clusters Score: Raw -30786.069701 + Penalty 1429.201736 = -29356.867965 nChanged 9 SP:Iteration 15Q (163.209141 sec): 3 clusters Score: Raw -30795.866225 + Penalty 1429.201736 = -29366.664489 nChanged 8 SP:Iteration 16Q (163.304651 sec): 3 clusters Score: Raw -30800.395683 + Penalty 1429.201736 = -29371.193946 nChanged 6 SP:Iteration 17Q (163.406178 sec): 3 clusters Score: Raw -30803.245008 + Penalty 1429.201736 = -29374.043272 nChanged 2 SP:Iteration 18Q (163.481865 sec): 3 clusters Score: Raw -30804.139452 + Penalty 1429.201736 = -29374.937716 nChanged 1 SP:Iteration 19Q (163.607326 sec): 3 clusters Score: Raw -30805.114752 + Penalty 1429.201736 = -29375.913015 nChanged 0 SP:Iteration 20F (163.670774 sec): 3 clusters Score: Raw -30805.114752 + Penalty 1429.201736 = -29375.913015 nChanged 0 Trying to split cluster 5 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (163.720074 sec): 2 clusters Score: Raw -60640.264599 + Penalty 738.980126 = -59901.284473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (163.830771 sec): 3 clusters Score: Raw -60169.647979 + Penalty 1477.960252 = -58691.687726 nChanged 386 SP:Iteration 1F (163.940841 sec): 3 clusters Score: Raw -60435.610967 + Penalty 1477.960252 = -58957.650715 nChanged 91 SP:Iteration 2F (164.038432 sec): 3 clusters Score: Raw -60497.970346 + Penalty 1477.960252 = -59020.010094 nChanged 43 SP:Iteration 3Q (164.117956 sec): 3 clusters Score: Raw -60532.454117 + Penalty 1477.960252 = -59054.493865 nChanged 28 SP:Iteration 4Q (164.212163 sec): 3 clusters Score: Raw -60557.084059 + Penalty 1477.960252 = -59079.123807 nChanged 40 SP:Iteration 5Q (164.319722 sec): 3 clusters Score: Raw -60599.858519 + Penalty 1477.960252 = -59121.898267 nChanged 50 SP:Iteration 6Q (164.418092 sec): 3 clusters Score: Raw -60653.850607 + Penalty 1477.960252 = -59175.890355 nChanged 38 SP:Iteration 7Q (164.504510 sec): 3 clusters Score: Raw -60687.284092 + Penalty 1477.960252 = -59209.323840 nChanged 28 SP:Iteration 8Q (164.627317 sec): 3 clusters Score: Raw -60709.787752 + Penalty 1477.960252 = -59231.827500 nChanged 21 SP:Iteration 9Q (164.703230 sec): 3 clusters Score: Raw -60724.911717 + Penalty 1477.960252 = -59246.951465 nChanged 20 SP:Iteration 10Q (164.784258 sec): 3 clusters Score: Raw -60742.264794 + Penalty 1477.960252 = -59264.304542 nChanged 26 SP:Iteration 11Q (164.870902 sec): 3 clusters Score: Raw -60764.944530 + Penalty 1477.960252 = -59286.984278 nChanged 24 SP:Iteration 12Q (164.959627 sec): 3 clusters Score: Raw -60795.974920 + Penalty 1477.960252 = -59318.014668 nChanged 30 SP:Iteration 13Q (165.053796 sec): 3 clusters Score: Raw -60841.213967 + Penalty 1477.960252 = -59363.253715 nChanged 36 SP:Iteration 14Q (165.149517 sec): 3 clusters Score: Raw -60902.398375 + Penalty 1477.960252 = -59424.438123 nChanged 36 SP:Iteration 15Q (165.266619 sec): 3 clusters Score: Raw -60975.068394 + Penalty 1477.960252 = -59497.108142 nChanged 49 SP:Iteration 16Q (165.363304 sec): 3 clusters Score: Raw -61118.930988 + Penalty 1477.960252 = -59640.970736 nChanged 42 SP:Iteration 17Q (165.443284 sec): 3 clusters Score: Raw -61279.357509 + Penalty 1477.960252 = -59801.397257 nChanged 41 SP:Iteration 18Q (165.548462 sec): 3 clusters Score: Raw -61376.904903 + Penalty 1477.960252 = -59898.944651 nChanged 28 SP:Iteration 19Q (165.633368 sec): 3 clusters Score: Raw -61419.381924 + Penalty 1477.960252 = -59941.421672 nChanged 19 SP:Iteration 20F (165.718386 sec): 3 clusters Score: Raw -61447.389271 + Penalty 1477.960252 = -59969.429019 nChanged 21 SP:Iteration 21Q (165.821018 sec): 3 clusters Score: Raw -61476.459061 + Penalty 1477.960252 = -59998.498809 nChanged 8 SP:Iteration 22Q (165.940671 sec): 3 clusters Score: Raw -61483.723860 + Penalty 1477.960252 = -60005.763608 nChanged 3 SP:Iteration 23Q (166.034153 sec): 3 clusters Score: Raw -61487.962429 + Penalty 1477.960252 = -60010.002176 nChanged 1 SP:Iteration 24Q (166.128286 sec): 3 clusters Score: Raw -61488.376472 + Penalty 1477.960252 = -60010.416220 nChanged 1 SP:Iteration 25Q (166.210510 sec): 3 clusters Score: Raw -61488.908760 + Penalty 1477.960252 = -60010.948507 nChanged 1 SP:Iteration 26Q (166.317664 sec): 3 clusters Score: Raw -61489.612262 + Penalty 1477.960252 = -60011.652009 nChanged 1 SP:Iteration 27Q (166.439661 sec): 3 clusters Score: Raw -61490.081605 + Penalty 1477.960252 = -60012.121353 nChanged 2 SP:Iteration 28Q (166.544681 sec): 3 clusters Score: Raw -61491.487225 + Penalty 1477.960252 = -60013.526973 nChanged 0 SP:Iteration 29F (166.622902 sec): 3 clusters Score: Raw -61491.487225 + Penalty 1477.960252 = -60013.526973 nChanged 0 Score: Raw -2005399.429184 + Penalty 16729.896126 = -1988669.533058 Splitting cluster 5 changes total score from -1988933.322967 to -1988669.533058 So it's not getting split. Trying to split cluster 6 (2015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.882502 sec): 2 clusters Score: Raw -93495.065671 + Penalty 798.879320 = -92696.186351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.969940 sec): 3 clusters Score: Raw -92546.022792 + Penalty 1597.758640 = -90948.264152 nChanged 769 SP:Iteration 1F (168.069203 sec): 3 clusters Score: Raw -93096.379263 + Penalty 1597.758640 = -91498.620623 nChanged 211 SP:Iteration 2F (168.186730 sec): 3 clusters Score: Raw -93281.979576 + Penalty 1597.758640 = -91684.220937 nChanged 149 SP:Iteration 3F (168.286910 sec): 3 clusters Score: Raw -93445.224876 + Penalty 1597.758640 = -91847.466236 nChanged 128 SP:Iteration 4F (168.370551 sec): 3 clusters Score: Raw -93547.690165 + Penalty 1597.758640 = -91949.931525 nChanged 73 SP:Iteration 5Q (168.480261 sec): 3 clusters Score: Raw -93608.408217 + Penalty 1597.758640 = -92010.649577 nChanged 53 SP:Iteration 6Q (168.591260 sec): 3 clusters Score: Raw -93650.386685 + Penalty 1597.758640 = -92052.628045 nChanged 50 SP:Iteration 7Q (168.688495 sec): 3 clusters Score: Raw -93682.790772 + Penalty 1597.758640 = -92085.032133 nChanged 32 SP:Iteration 8Q (168.796242 sec): 3 clusters Score: Raw -93698.236600 + Penalty 1597.758640 = -92100.477960 nChanged 19 SP:Iteration 9Q (168.901583 sec): 3 clusters Score: Raw -93707.021149 + Penalty 1597.758640 = -92109.262509 nChanged 15 SP:Iteration 10Q (169.001232 sec): 3 clusters Score: Raw -93714.727123 + Penalty 1597.758640 = -92116.968484 nChanged 16 SP:Iteration 11Q (169.113705 sec): 3 clusters Score: Raw -93723.245025 + Penalty 1597.758640 = -92125.486385 nChanged 11 SP:Iteration 12Q (169.203193 sec): 3 clusters Score: Raw -93727.227515 + Penalty 1597.758640 = -92129.468875 nChanged 7 SP:Iteration 13Q (169.305332 sec): 3 clusters Score: Raw -93730.908375 + Penalty 1597.758640 = -92133.149736 nChanged 4 SP:Iteration 14Q (169.400939 sec): 3 clusters Score: Raw -93732.960162 + Penalty 1597.758640 = -92135.201523 nChanged 8 SP:Iteration 15Q (169.503359 sec): 3 clusters Score: Raw -93737.093775 + Penalty 1597.758640 = -92139.335136 nChanged 10 SP:Iteration 16Q (169.607954 sec): 3 clusters Score: Raw -93743.679021 + Penalty 1597.758640 = -92145.920381 nChanged 8 SP:Iteration 17Q (169.695620 sec): 3 clusters Score: Raw -93746.461635 + Penalty 1597.758640 = -92148.702996 nChanged 8 SP:Iteration 18Q (169.796359 sec): 3 clusters Score: Raw -93748.635428 + Penalty 1597.758640 = -92150.876788 nChanged 1 SP:Iteration 19Q (169.873166 sec): 3 clusters Score: Raw -93748.775359 + Penalty 1597.758640 = -92151.016720 nChanged 0 SP:Iteration 20F (169.976626 sec): 3 clusters Score: Raw -93748.775359 + Penalty 1597.758640 = -92151.016720 nChanged 0 Trying to split cluster 7 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.040350 sec): 2 clusters Score: Raw -80436.504430 + Penalty 767.958117 = -79668.546313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.123243 sec): 3 clusters Score: Raw -79749.682251 + Penalty 1535.916235 = -78213.766016 nChanged 563 SP:Iteration 1F (170.225390 sec): 3 clusters Score: Raw -80102.693017 + Penalty 1535.916235 = -78566.776782 nChanged 129 SP:Iteration 2F (170.303016 sec): 3 clusters Score: Raw -80201.475162 + Penalty 1535.916235 = -78665.558927 nChanged 85 SP:Iteration 3F (170.398562 sec): 3 clusters Score: Raw -80278.737064 + Penalty 1535.916235 = -78742.820830 nChanged 76 SP:Iteration 4F (170.492128 sec): 3 clusters Score: Raw -80356.812253 + Penalty 1535.916235 = -78820.896019 nChanged 76 SP:Iteration 5F (170.577759 sec): 3 clusters Score: Raw -80426.375354 + Penalty 1535.916235 = -78890.459119 nChanged 64 SP:Iteration 6Q (170.674961 sec): 3 clusters Score: Raw -80489.940605 + Penalty 1535.916235 = -78954.024371 nChanged 58 SP:Iteration 7Q (170.773819 sec): 3 clusters Score: Raw -80540.530071 + Penalty 1535.916235 = -79004.613837 nChanged 51 SP:Iteration 8Q (170.862993 sec): 3 clusters Score: Raw -80581.025278 + Penalty 1535.916235 = -79045.109044 nChanged 35 SP:Iteration 9Q (170.965206 sec): 3 clusters Score: Raw -80601.438089 + Penalty 1535.916235 = -79065.521854 nChanged 23 SP:Iteration 10Q (171.077364 sec): 3 clusters Score: Raw -80615.171292 + Penalty 1535.916235 = -79079.255057 nChanged 24 SP:Iteration 11Q (171.157937 sec): 3 clusters Score: Raw -80627.159746 + Penalty 1535.916235 = -79091.243511 nChanged 16 SP:Iteration 12Q (171.261560 sec): 3 clusters Score: Raw -80632.597568 + Penalty 1535.916235 = -79096.681333 nChanged 6 SP:Iteration 13Q (171.346957 sec): 3 clusters Score: Raw -80635.752692 + Penalty 1535.916235 = -79099.836457 nChanged 6 SP:Iteration 14Q (171.468673 sec): 3 clusters Score: Raw -80637.918433 + Penalty 1535.916235 = -79102.002198 nChanged 8 SP:Iteration 15Q (171.547009 sec): 3 clusters Score: Raw -80640.931254 + Penalty 1535.916235 = -79105.015019 nChanged 5 SP:Iteration 16Q (171.651135 sec): 3 clusters Score: Raw -80644.350133 + Penalty 1535.916235 = -79108.433898 nChanged 10 SP:Iteration 17Q (171.741164 sec): 3 clusters Score: Raw -80649.623357 + Penalty 1535.916235 = -79113.707122 nChanged 6 SP:Iteration 18Q (171.840133 sec): 3 clusters Score: Raw -80652.515055 + Penalty 1535.916235 = -79116.598820 nChanged 4 SP:Iteration 19Q (171.935342 sec): 3 clusters Score: Raw -80653.985950 + Penalty 1535.916235 = -79118.069715 nChanged 7 SP:Iteration 20F (172.047680 sec): 3 clusters Score: Raw -80657.603606 + Penalty 1535.916235 = -79121.687371 nChanged 8 SP:Iteration 21Q (172.134014 sec): 3 clusters Score: Raw -80662.241322 + Penalty 1535.916235 = -79126.325087 nChanged 9 SP:Iteration 22Q (172.234944 sec): 3 clusters Score: Raw -80666.351072 + Penalty 1535.916235 = -79130.434838 nChanged 6 SP:Iteration 23Q (172.336643 sec): 3 clusters Score: Raw -80668.184063 + Penalty 1535.916235 = -79132.267828 nChanged 1 SP:Iteration 24Q (172.430651 sec): 3 clusters Score: Raw -80668.516991 + Penalty 1535.916235 = -79132.600757 nChanged 1 SP:Iteration 25Q (172.528027 sec): 3 clusters Score: Raw -80669.148735 + Penalty 1535.916235 = -79133.232500 nChanged 1 SP:Iteration 26Q (172.633551 sec): 3 clusters Score: Raw -80669.695860 + Penalty 1535.916235 = -79133.779625 nChanged 1 SP:Iteration 27Q (172.749795 sec): 3 clusters Score: Raw -80670.000065 + Penalty 1535.916235 = -79134.083831 nChanged 0 SP:Iteration 28F (172.833188 sec): 3 clusters Score: Raw -80670.000065 + Penalty 1535.916235 = -79134.083831 nChanged 0 Trying to split cluster 8 (1686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.891903 sec): 2 clusters Score: Raw -73567.693355 + Penalty 780.161985 = -72787.531371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.001080 sec): 3 clusters Score: Raw -72800.210873 + Penalty 1560.323969 = -71239.886904 nChanged 644 SP:Iteration 1F (173.108512 sec): 3 clusters Score: Raw -73315.842540 + Penalty 1560.323969 = -71755.518571 nChanged 150 SP:Iteration 2F (173.187502 sec): 3 clusters Score: Raw -73491.888369 + Penalty 1560.323969 = -71931.564400 nChanged 132 SP:Iteration 3F (173.285209 sec): 3 clusters Score: Raw -73704.536610 + Penalty 1560.323969 = -72144.212641 nChanged 120 SP:Iteration 4F (173.381578 sec): 3 clusters Score: Raw -73893.597015 + Penalty 1560.323969 = -72333.273046 nChanged 100 SP:Iteration 5F (173.476115 sec): 3 clusters Score: Raw -74043.535898 + Penalty 1560.323969 = -72483.211929 nChanged 69 SP:Iteration 6Q (173.581045 sec): 3 clusters Score: Raw -74131.101287 + Penalty 1560.323969 = -72570.777318 nChanged 57 SP:Iteration 7Q (173.684011 sec): 3 clusters Score: Raw -74203.837140 + Penalty 1560.323969 = -72643.513171 nChanged 50 SP:Iteration 8Q (173.772409 sec): 3 clusters Score: Raw -74297.247991 + Penalty 1560.323969 = -72736.924022 nChanged 48 SP:Iteration 9Q (173.893328 sec): 3 clusters Score: Raw -74378.817588 + Penalty 1560.323969 = -72818.493619 nChanged 33 SP:Iteration 10Q (173.966134 sec): 3 clusters Score: Raw -74430.984184 + Penalty 1560.323969 = -72870.660215 nChanged 31 SP:Iteration 11Q (174.056481 sec): 3 clusters Score: Raw -74470.130051 + Penalty 1560.323969 = -72909.806082 nChanged 16 SP:Iteration 12Q (174.160952 sec): 3 clusters Score: Raw -74478.205021 + Penalty 1560.323969 = -72917.881052 nChanged 6 SP:Iteration 13Q (174.253973 sec): 3 clusters Score: Raw -74482.806095 + Penalty 1560.323969 = -72922.482126 nChanged 6 SP:Iteration 14Q (174.367653 sec): 3 clusters Score: Raw -74486.837137 + Penalty 1560.323969 = -72926.513168 nChanged 2 SP:Iteration 15Q (174.447794 sec): 3 clusters Score: Raw -74487.162067 + Penalty 1560.323969 = -72926.838098 nChanged 0 SP:Iteration 16F (174.548498 sec): 3 clusters Score: Raw -74487.162067 + Penalty 1560.323969 = -72926.838098 nChanged 0 Score: Raw -2005467.675269 + Penalty 16729.896126 = -1988737.779143 Splitting cluster 8 changes total score from -1988933.322967 to -1988737.779143 So it's not getting split. Trying to split cluster 9 (3203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.880314 sec): 2 clusters Score: Raw -142343.312542 + Penalty 847.543531 = -141495.769011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.985331 sec): 3 clusters Score: Raw -140704.280627 + Penalty 1695.087061 = -139009.193565 nChanged 1313 SP:Iteration 1F (176.070280 sec): 3 clusters Score: Raw -141647.290341 + Penalty 1695.087061 = -139952.203280 nChanged 307 SP:Iteration 2F (176.171042 sec): 3 clusters Score: Raw -141883.996654 + Penalty 1695.087061 = -140188.909592 nChanged 218 SP:Iteration 3F (176.284360 sec): 3 clusters Score: Raw -142037.116770 + Penalty 1695.087061 = -140342.029709 nChanged 155 SP:Iteration 4Q (176.367078 sec): 3 clusters Score: Raw -142136.237210 + Penalty 1695.087061 = -140441.150149 nChanged 135 SP:Iteration 5Q (176.466116 sec): 3 clusters Score: Raw -142244.571741 + Penalty 1695.087061 = -140549.484680 nChanged 128 SP:Iteration 6Q (176.574311 sec): 3 clusters Score: Raw -142360.142254 + Penalty 1695.087061 = -140665.055192 nChanged 133 SP:Iteration 7Q (176.687497 sec): 3 clusters Score: Raw -142463.532213 + Penalty 1695.087061 = -140768.445151 nChanged 109 SP:Iteration 8Q (176.808085 sec): 3 clusters Score: Raw -142544.725280 + Penalty 1695.087061 = -140849.638219 nChanged 94 SP:Iteration 9Q (176.914417 sec): 3 clusters Score: Raw -142606.528034 + Penalty 1695.087061 = -140911.440972 nChanged 89 SP:Iteration 10Q (177.011437 sec): 3 clusters Score: Raw -142673.425097 + Penalty 1695.087061 = -140978.338035 nChanged 97 SP:Iteration 11Q (177.114013 sec): 3 clusters Score: Raw -142754.093834 + Penalty 1695.087061 = -141059.006773 nChanged 70 SP:Iteration 12Q (177.221458 sec): 3 clusters Score: Raw -142807.887792 + Penalty 1695.087061 = -141112.800731 nChanged 87 SP:Iteration 13Q (177.310592 sec): 3 clusters Score: Raw -142871.479831 + Penalty 1695.087061 = -141176.392770 nChanged 86 SP:Iteration 14Q (177.414103 sec): 3 clusters Score: Raw -142928.778920 + Penalty 1695.087061 = -141233.691859 nChanged 61 SP:Iteration 15Q (177.539749 sec): 3 clusters Score: Raw -142960.821638 + Penalty 1695.087061 = -141265.734576 nChanged 56 SP:Iteration 16Q (177.642328 sec): 3 clusters Score: Raw -142989.271582 + Penalty 1695.087061 = -141294.184520 nChanged 42 SP:Iteration 17Q (177.736979 sec): 3 clusters Score: Raw -143006.800920 + Penalty 1695.087061 = -141311.713858 nChanged 24 SP:Iteration 18Q (177.834283 sec): 3 clusters Score: Raw -143017.971831 + Penalty 1695.087061 = -141322.884770 nChanged 28 SP:Iteration 19Q (177.931378 sec): 3 clusters Score: Raw -143031.141128 + Penalty 1695.087061 = -141336.054066 nChanged 19 SP:Iteration 20F (178.031172 sec): 3 clusters Score: Raw -143037.444974 + Penalty 1695.087061 = -141342.357912 nChanged 14 SP:Iteration 21Q (178.128597 sec): 3 clusters Score: Raw -143041.500317 + Penalty 1695.087061 = -141346.413256 nChanged 11 SP:Iteration 22Q (178.245313 sec): 3 clusters Score: Raw -143043.785906 + Penalty 1695.087061 = -141348.698844 nChanged 8 SP:Iteration 23Q (178.355307 sec): 3 clusters Score: Raw -143044.846257 + Penalty 1695.087061 = -141349.759195 nChanged 8 SP:Iteration 24Q (178.449693 sec): 3 clusters Score: Raw -143046.721769 + Penalty 1695.087061 = -141351.634707 nChanged 6 SP:Iteration 25Q (178.524728 sec): 3 clusters Score: Raw -143048.412103 + Penalty 1695.087061 = -141353.325042 nChanged 6 SP:Iteration 26Q (178.651898 sec): 3 clusters Score: Raw -143049.741751 + Penalty 1695.087061 = -141354.654689 nChanged 10 SP:Iteration 27Q (178.746495 sec): 3 clusters Score: Raw -143053.058816 + Penalty 1695.087061 = -141357.971755 nChanged 10 SP:Iteration 28Q (178.841166 sec): 3 clusters Score: Raw -143055.036357 + Penalty 1695.087061 = -141359.949296 nChanged 5 SP:Iteration 29Q (178.934524 sec): 3 clusters Score: Raw -143056.393320 + Penalty 1695.087061 = -141361.306259 nChanged 6 SP:Iteration 30Q (179.036906 sec): 3 clusters Score: Raw -143058.137000 + Penalty 1695.087061 = -141363.049939 nChanged 5 SP:Iteration 31Q (179.145858 sec): 3 clusters Score: Raw -143058.759831 + Penalty 1695.087061 = -141363.672769 nChanged 0 SP:Iteration 32F (179.248553 sec): 3 clusters Score: Raw -143058.759831 + Penalty 1695.087061 = -141363.672769 nChanged 0 Trying to split cluster 10 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.300311 sec): 2 clusters Score: Raw -32841.024181 + Penalty 719.707223 = -32121.316959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.396137 sec): 3 clusters Score: Raw -32541.692374 + Penalty 1439.414445 = -31102.277928 nChanged 341 SP:Iteration 1F (179.513911 sec): 3 clusters Score: Raw -33012.757612 + Penalty 1439.414445 = -31573.343167 nChanged 124 SP:Iteration 2F (179.584882 sec): 3 clusters Score: Raw -33165.323617 + Penalty 1439.414445 = -31725.909172 nChanged 55 SP:Iteration 3F (179.691591 sec): 3 clusters Score: Raw -33230.514985 + Penalty 1439.414445 = -31791.100539 nChanged 33 SP:Iteration 4Q (179.770170 sec): 3 clusters Score: Raw -33268.271093 + Penalty 1439.414445 = -31828.856647 nChanged 23 SP:Iteration 5Q (179.879075 sec): 3 clusters Score: Raw -33295.052469 + Penalty 1439.414445 = -31855.638023 nChanged 21 SP:Iteration 6Q (179.989065 sec): 3 clusters Score: Raw -33316.111116 + Penalty 1439.414445 = -31876.696670 nChanged 10 SP:Iteration 7Q (180.065289 sec): 3 clusters Score: Raw -33324.702285 + Penalty 1439.414445 = -31885.287840 nChanged 7 SP:Iteration 8Q (180.159216 sec): 3 clusters Score: Raw -33330.848430 + Penalty 1439.414445 = -31891.433985 nChanged 4 SP:Iteration 9Q (180.257070 sec): 3 clusters Score: Raw -33333.052049 + Penalty 1439.414445 = -31893.637603 nChanged 1 SP:Iteration 10Q (180.354820 sec): 3 clusters Score: Raw -33334.882721 + Penalty 1439.414445 = -31895.468275 nChanged 3 SP:Iteration 11Q (180.450902 sec): 3 clusters Score: Raw -33336.972754 + Penalty 1439.414445 = -31897.558309 nChanged 1 SP:Iteration 12Q (180.556587 sec): 3 clusters Score: Raw -33338.037856 + Penalty 1439.414445 = -31898.623410 nChanged 2 SP:Iteration 13Q (180.654200 sec): 3 clusters Score: Raw -33339.851580 + Penalty 1439.414445 = -31900.437135 nChanged 2 SP:Iteration 14Q (180.730908 sec): 3 clusters Score: Raw -33341.438313 + Penalty 1439.414445 = -31902.023867 nChanged 3 SP:Iteration 15Q (180.830651 sec): 3 clusters Score: Raw -33343.500474 + Penalty 1439.414445 = -31904.086028 nChanged 3 SP:Iteration 16Q (180.912395 sec): 3 clusters Score: Raw -33344.664956 + Penalty 1439.414445 = -31905.250511 nChanged 4 SP:Iteration 17Q (181.012987 sec): 3 clusters Score: Raw -33346.692371 + Penalty 1439.414445 = -31907.277925 nChanged 1 SP:Iteration 18Q (181.107433 sec): 3 clusters Score: Raw -33346.935249 + Penalty 1439.414445 = -31907.520804 nChanged 1 SP:Iteration 19Q (181.235425 sec): 3 clusters Score: Raw -33347.233441 + Penalty 1439.414445 = -31907.818995 nChanged 0 SP:Iteration 20F (181.317340 sec): 3 clusters Score: Raw -33347.233441 + Penalty 1439.414445 = -31907.818995 nChanged 0 Trying to split cluster 11 (5385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.385424 sec): 2 clusters Score: Raw -284813.101186 + Penalty 902.094122 = -283911.007064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.475936 sec): 3 clusters Score: Raw -281756.748397 + Penalty 1804.188244 = -279952.560153 nChanged 2324 SP:Iteration 1F (181.578521 sec): 3 clusters Score: Raw -283160.690591 + Penalty 1804.188244 = -281356.502347 nChanged 400 SP:Iteration 2F (181.686023 sec): 3 clusters Score: Raw -283402.140593 + Penalty 1804.188244 = -281597.952349 nChanged 342 SP:Iteration 3F (181.778510 sec): 3 clusters Score: Raw -283638.652388 + Penalty 1804.188244 = -281834.464144 nChanged 356 SP:Iteration 4F (181.880355 sec): 3 clusters Score: Raw -283919.002433 + Penalty 1804.188244 = -282114.814189 nChanged 316 SP:Iteration 5F (181.985047 sec): 3 clusters Score: Raw -284182.111435 + Penalty 1804.188244 = -282377.923191 nChanged 310 SP:Iteration 6F (182.097789 sec): 3 clusters Score: Raw -284437.987210 + Penalty 1804.188244 = -282633.798966 nChanged 262 SP:Iteration 7Q (182.204222 sec): 3 clusters Score: Raw -284654.735889 + Penalty 1804.188244 = -282850.547645 nChanged 208 SP:Iteration 8Q (182.313233 sec): 3 clusters Score: Raw -284796.005311 + Penalty 1804.188244 = -282991.817067 nChanged 144 SP:Iteration 9Q (182.401127 sec): 3 clusters Score: Raw -284890.036614 + Penalty 1804.188244 = -283085.848370 nChanged 105 SP:Iteration 10Q (182.524385 sec): 3 clusters Score: Raw -284945.471394 + Penalty 1804.188244 = -283141.283150 nChanged 82 SP:Iteration 11Q (182.602955 sec): 3 clusters Score: Raw -284998.497512 + Penalty 1804.188244 = -283194.309268 nChanged 62 SP:Iteration 12Q (182.706790 sec): 3 clusters Score: Raw -285042.474753 + Penalty 1804.188244 = -283238.286509 nChanged 59 SP:Iteration 13Q (182.805565 sec): 3 clusters Score: Raw -285085.153292 + Penalty 1804.188244 = -283280.965049 nChanged 71 SP:Iteration 14Q (182.912853 sec): 3 clusters Score: Raw -285142.074802 + Penalty 1804.188244 = -283337.886558 nChanged 69 SP:Iteration 15Q (183.012948 sec): 3 clusters Score: Raw -285204.960711 + Penalty 1804.188244 = -283400.772467 nChanged 73 SP:Iteration 16Q (183.117765 sec): 3 clusters Score: Raw -285274.360719 + Penalty 1804.188244 = -283470.172475 nChanged 81 SP:Iteration 17Q (183.222857 sec): 3 clusters Score: Raw -285349.424903 + Penalty 1804.188244 = -283545.236659 nChanged 76 SP:Iteration 18Q (183.351692 sec): 3 clusters Score: Raw -285417.462940 + Penalty 1804.188244 = -283613.274697 nChanged 77 SP:Iteration 19Q (183.459439 sec): 3 clusters Score: Raw -285477.433766 + Penalty 1804.188244 = -283673.245523 nChanged 65 SP:Iteration 20F (183.574718 sec): 3 clusters Score: Raw -285528.294323 + Penalty 1804.188244 = -283724.106079 nChanged 52 SP:Iteration 21Q (183.683376 sec): 3 clusters Score: Raw -285556.012262 + Penalty 1804.188244 = -283751.824019 nChanged 39 SP:Iteration 22Q (183.774215 sec): 3 clusters Score: Raw -285579.769373 + Penalty 1804.188244 = -283775.581129 nChanged 31 SP:Iteration 23Q (183.877129 sec): 3 clusters Score: Raw -285598.302751 + Penalty 1804.188244 = -283794.114508 nChanged 24 SP:Iteration 24Q (183.987540 sec): 3 clusters Score: Raw -285608.268478 + Penalty 1804.188244 = -283804.080234 nChanged 20 SP:Iteration 25Q (184.089804 sec): 3 clusters Score: Raw -285615.231570 + Penalty 1804.188244 = -283811.043327 nChanged 10 SP:Iteration 26Q (184.187062 sec): 3 clusters Score: Raw -285618.382147 + Penalty 1804.188244 = -283814.193903 nChanged 3 SP:Iteration 27Q (184.289071 sec): 3 clusters Score: Raw -285619.031184 + Penalty 1804.188244 = -283814.842941 nChanged 6 SP:Iteration 28Q (184.412650 sec): 3 clusters Score: Raw -285621.094638 + Penalty 1804.188244 = -283816.906394 nChanged 2 SP:Iteration 29Q (184.504226 sec): 3 clusters Score: Raw -285621.534937 + Penalty 1804.188244 = -283817.346693 nChanged 1 SP:Iteration 30Q (184.612048 sec): 3 clusters Score: Raw -285621.633194 + Penalty 1804.188244 = -283817.444950 nChanged 0 SP:Iteration 31F (184.723586 sec): 3 clusters Score: Raw -285621.633194 + Penalty 1804.188244 = -283817.444950 nChanged 0 Trying to split cluster 12 (1287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.790810 sec): 2 clusters Score: Raw -60046.369911 + Penalty 751.807267 = -59294.562644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.862893 sec): 3 clusters Score: Raw -59461.693775 + Penalty 1503.614534 = -57958.079242 nChanged 490 SP:Iteration 1F (184.942018 sec): 3 clusters Score: Raw -59842.662697 + Penalty 1503.614534 = -58339.048164 nChanged 139 SP:Iteration 2F (185.047178 sec): 3 clusters Score: Raw -59969.778696 + Penalty 1503.614534 = -58466.164163 nChanged 75 SP:Iteration 3F (185.150134 sec): 3 clusters Score: Raw -60047.116845 + Penalty 1503.614534 = -58543.502312 nChanged 53 SP:Iteration 4Q (185.258827 sec): 3 clusters Score: Raw -60084.030274 + Penalty 1503.614534 = -58580.415741 nChanged 33 SP:Iteration 5Q (185.361060 sec): 3 clusters Score: Raw -60111.090748 + Penalty 1503.614534 = -58607.476214 nChanged 28 SP:Iteration 6Q (185.439785 sec): 3 clusters Score: Raw -60134.017752 + Penalty 1503.614534 = -58630.403219 nChanged 26 SP:Iteration 7Q (185.528568 sec): 3 clusters Score: Raw -60152.617841 + Penalty 1503.614534 = -58649.003307 nChanged 25 SP:Iteration 8Q (185.642836 sec): 3 clusters Score: Raw -60165.509951 + Penalty 1503.614534 = -58661.895418 nChanged 14 SP:Iteration 9Q (185.726016 sec): 3 clusters Score: Raw -60174.648529 + Penalty 1503.614534 = -58671.033996 nChanged 13 SP:Iteration 10Q (185.858842 sec): 3 clusters Score: Raw -60185.698890 + Penalty 1503.614534 = -58682.084356 nChanged 14 SP:Iteration 11Q (185.917655 sec): 3 clusters Score: Raw -60196.750485 + Penalty 1503.614534 = -58693.135951 nChanged 11 SP:Iteration 12Q (186.035375 sec): 3 clusters Score: Raw -60203.477085 + Penalty 1503.614534 = -58699.862552 nChanged 3 SP:Iteration 13Q (186.109215 sec): 3 clusters Score: Raw -60204.460985 + Penalty 1503.614534 = -58700.846452 nChanged 5 SP:Iteration 14Q (186.204553 sec): 3 clusters Score: Raw -60207.406143 + Penalty 1503.614534 = -58703.791610 nChanged 6 SP:Iteration 15Q (186.320462 sec): 3 clusters Score: Raw -60213.565417 + Penalty 1503.614534 = -58709.950883 nChanged 8 SP:Iteration 16Q (186.401874 sec): 3 clusters Score: Raw -60218.783742 + Penalty 1503.614534 = -58715.169209 nChanged 6 SP:Iteration 17Q (186.488234 sec): 3 clusters Score: Raw -60222.134248 + Penalty 1503.614534 = -58718.519714 nChanged 5 SP:Iteration 18Q (186.584509 sec): 3 clusters Score: Raw -60224.606717 + Penalty 1503.614534 = -58720.992183 nChanged 4 SP:Iteration 19Q (186.665425 sec): 3 clusters Score: Raw -60227.109248 + Penalty 1503.614534 = -58723.494714 nChanged 7 SP:Iteration 20F (186.779682 sec): 3 clusters Score: Raw -60229.946711 + Penalty 1503.614534 = -58726.332177 nChanged 6 SP:Iteration 21Q (186.846403 sec): 3 clusters Score: Raw -60232.490326 + Penalty 1503.614534 = -58728.875792 nChanged 7 SP:Iteration 22Q (186.929792 sec): 3 clusters Score: Raw -60235.712936 + Penalty 1503.614534 = -58732.098402 nChanged 4 SP:Iteration 23Q (187.025461 sec): 3 clusters Score: Raw -60237.072077 + Penalty 1503.614534 = -58733.457544 nChanged 1 SP:Iteration 24Q (187.129901 sec): 3 clusters Score: Raw -60237.256464 + Penalty 1503.614534 = -58733.641930 nChanged 1 SP:Iteration 25Q (187.225972 sec): 3 clusters Score: Raw -60238.095081 + Penalty 1503.614534 = -58734.480548 nChanged 4 SP:Iteration 26Q (187.322568 sec): 3 clusters Score: Raw -60240.031469 + Penalty 1503.614534 = -58736.416935 nChanged 3 SP:Iteration 27Q (187.422449 sec): 3 clusters Score: Raw -60240.822961 + Penalty 1503.614534 = -58737.208427 nChanged 2 SP:Iteration 28Q (187.496351 sec): 3 clusters Score: Raw -60241.245075 + Penalty 1503.614534 = -58737.630541 nChanged 1 SP:Iteration 29Q (187.577186 sec): 3 clusters Score: Raw -60244.012591 + Penalty 1503.614534 = -58740.398057 nChanged 3 SP:Iteration 30Q (187.672870 sec): 3 clusters Score: Raw -60245.643081 + Penalty 1503.614534 = -58742.028548 nChanged 3 SP:Iteration 31Q (187.767277 sec): 3 clusters Score: Raw -60247.369719 + Penalty 1503.614534 = -58743.755185 nChanged 5 SP:Iteration 32Q (187.874697 sec): 3 clusters Score: Raw -60249.037660 + Penalty 1503.614534 = -58745.423127 nChanged 3 SP:Iteration 33Q (187.989742 sec): 3 clusters Score: Raw -60251.086739 + Penalty 1503.614534 = -58747.472205 nChanged 3 SP:Iteration 34Q (188.079300 sec): 3 clusters Score: Raw -60251.927043 + Penalty 1503.614534 = -58748.312510 nChanged 1 SP:Iteration 35Q (188.190077 sec): 3 clusters Score: Raw -60252.329351 + Penalty 1503.614534 = -58748.714818 nChanged 0 SP:Iteration 36F (188.273630 sec): 3 clusters Score: Raw -60252.329351 + Penalty 1503.614534 = -58748.714818 nChanged 0 Trying to split cluster 13 (1361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.322609 sec): 2 clusters Score: Raw -74297.934135 + Penalty 757.677375 = -73540.256759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (188.441542 sec): 3 clusters Score: Raw -73727.488339 + Penalty 1515.354751 = -72212.133589 nChanged 493 SP:Iteration 1F (188.516130 sec): 3 clusters Score: Raw -74105.515122 + Penalty 1515.354751 = -72590.160372 nChanged 111 SP:Iteration 2F (188.620772 sec): 3 clusters Score: Raw -74191.570685 + Penalty 1515.354751 = -72676.215935 nChanged 61 SP:Iteration 3Q (188.724584 sec): 3 clusters Score: Raw -74236.385988 + Penalty 1515.354751 = -72721.031237 nChanged 51 SP:Iteration 4Q (188.826463 sec): 3 clusters Score: Raw -74265.156816 + Penalty 1515.354751 = -72749.802066 nChanged 40 SP:Iteration 5Q (188.925505 sec): 3 clusters Score: Raw -74291.097080 + Penalty 1515.354751 = -72775.742329 nChanged 40 SP:Iteration 6Q (189.023217 sec): 3 clusters Score: Raw -74311.170769 + Penalty 1515.354751 = -72795.816018 nChanged 25 SP:Iteration 7Q (189.117861 sec): 3 clusters Score: Raw -74320.571896 + Penalty 1515.354751 = -72805.217145 nChanged 13 SP:Iteration 8Q (189.228165 sec): 3 clusters Score: Raw -74325.096821 + Penalty 1515.354751 = -72809.742071 nChanged 10 SP:Iteration 9Q (189.315550 sec): 3 clusters Score: Raw -74328.027686 + Penalty 1515.354751 = -72812.672935 nChanged 8 SP:Iteration 10Q (189.429558 sec): 3 clusters Score: Raw -74330.579839 + Penalty 1515.354751 = -72815.225088 nChanged 5 SP:Iteration 11Q (189.528428 sec): 3 clusters Score: Raw -74332.708065 + Penalty 1515.354751 = -72817.353315 nChanged 6 SP:Iteration 12Q (189.638516 sec): 3 clusters Score: Raw -74336.304358 + Penalty 1515.354751 = -72820.949607 nChanged 6 SP:Iteration 13Q (189.745154 sec): 3 clusters Score: Raw -74338.578654 + Penalty 1515.354751 = -72823.223903 nChanged 9 SP:Iteration 14Q (189.854689 sec): 3 clusters Score: Raw -74341.258074 + Penalty 1515.354751 = -72825.903324 nChanged 10 SP:Iteration 15Q (189.947105 sec): 3 clusters Score: Raw -74344.152008 + Penalty 1515.354751 = -72828.797257 nChanged 7 SP:Iteration 16Q (190.059257 sec): 3 clusters Score: Raw -74346.592149 + Penalty 1515.354751 = -72831.237398 nChanged 10 SP:Iteration 17Q (190.175639 sec): 3 clusters Score: Raw -74353.327407 + Penalty 1515.354751 = -72837.972656 nChanged 12 SP:Iteration 18Q (190.287150 sec): 3 clusters Score: Raw -74368.963186 + Penalty 1515.354751 = -72853.608436 nChanged 14 SP:Iteration 19Q (190.374845 sec): 3 clusters Score: Raw -74376.002799 + Penalty 1515.354751 = -72860.648049 nChanged 10 SP:Iteration 20F (190.501240 sec): 3 clusters Score: Raw -74382.691260 + Penalty 1515.354751 = -72867.336510 nChanged 9 SP:Iteration 21Q (190.617930 sec): 3 clusters Score: Raw -74388.772068 + Penalty 1515.354751 = -72873.417317 nChanged 10 SP:Iteration 22Q (190.709393 sec): 3 clusters Score: Raw -74397.875207 + Penalty 1515.354751 = -72882.520457 nChanged 11 SP:Iteration 23Q (190.820660 sec): 3 clusters Score: Raw -74404.299065 + Penalty 1515.354751 = -72888.944314 nChanged 10 SP:Iteration 24Q (190.918145 sec): 3 clusters Score: Raw -74409.725520 + Penalty 1515.354751 = -72894.370769 nChanged 9 SP:Iteration 25Q (191.011072 sec): 3 clusters Score: Raw -74415.978874 + Penalty 1515.354751 = -72900.624123 nChanged 11 SP:Iteration 26Q (191.081389 sec): 3 clusters Score: Raw -74423.015684 + Penalty 1515.354751 = -72907.660933 nChanged 8 SP:Iteration 27Q (191.188389 sec): 3 clusters Score: Raw -74428.159872 + Penalty 1515.354751 = -72912.805121 nChanged 11 SP:Iteration 28Q (191.273969 sec): 3 clusters Score: Raw -74434.199493 + Penalty 1515.354751 = -72918.844742 nChanged 8 SP:Iteration 29Q (191.349223 sec): 3 clusters Score: Raw -74440.156590 + Penalty 1515.354751 = -72924.801840 nChanged 10 SP:Iteration 30Q (191.446453 sec): 3 clusters Score: Raw -74445.142237 + Penalty 1515.354751 = -72929.787486 nChanged 10 SP:Iteration 31Q (191.584705 sec): 3 clusters Score: Raw -74452.494043 + Penalty 1515.354751 = -72937.139293 nChanged 9 SP:Iteration 32Q (191.670510 sec): 3 clusters Score: Raw -74458.394375 + Penalty 1515.354751 = -72943.039624 nChanged 7 SP:Iteration 33Q (191.778967 sec): 3 clusters Score: Raw -74462.218916 + Penalty 1515.354751 = -72946.864166 nChanged 3 SP:Iteration 34Q (191.887108 sec): 3 clusters Score: Raw -74463.777932 + Penalty 1515.354751 = -72948.423182 nChanged 4 SP:Iteration 35Q (191.984216 sec): 3 clusters Score: Raw -74465.848485 + Penalty 1515.354751 = -72950.493735 nChanged 1 SP:Iteration 36Q (192.068825 sec): 3 clusters Score: Raw -74466.293710 + Penalty 1515.354751 = -72950.938959 nChanged 1 SP:Iteration 37Q (192.182676 sec): 3 clusters Score: Raw -74466.924840 + Penalty 1515.354751 = -72951.570089 nChanged 1 SP:Iteration 38Q (192.306942 sec): 3 clusters Score: Raw -74467.512239 + Penalty 1515.354751 = -72952.157489 nChanged 0 SP:Iteration 39F (192.370236 sec): 3 clusters Score: Raw -74467.512239 + Penalty 1515.354751 = -72952.157489 nChanged 0 Trying to split cluster 14 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.437844 sec): 2 clusters Score: Raw -48006.069339 + Penalty 732.907974 = -47273.161365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.514802 sec): 3 clusters Score: Raw -47548.190870 + Penalty 1465.815948 = -46082.374922 nChanged 356 SP:Iteration 1F (192.606346 sec): 3 clusters Score: Raw -47800.851823 + Penalty 1465.815948 = -46335.035875 nChanged 94 SP:Iteration 2F (192.709259 sec): 3 clusters Score: Raw -47895.795256 + Penalty 1465.815948 = -46429.979309 nChanged 57 SP:Iteration 3F (192.830424 sec): 3 clusters Score: Raw -47946.682570 + Penalty 1465.815948 = -46480.866622 nChanged 37 SP:Iteration 4Q (192.910581 sec): 3 clusters Score: Raw -47975.471803 + Penalty 1465.815948 = -46509.655855 nChanged 36 SP:Iteration 5Q (193.007459 sec): 3 clusters Score: Raw -48003.454436 + Penalty 1465.815948 = -46537.638489 nChanged 28 SP:Iteration 6Q (193.104781 sec): 3 clusters Score: Raw -48028.401242 + Penalty 1465.815948 = -46562.585295 nChanged 22 SP:Iteration 7Q (193.195993 sec): 3 clusters Score: Raw -48050.684267 + Penalty 1465.815948 = -46584.868319 nChanged 20 SP:Iteration 8Q (193.301077 sec): 3 clusters Score: Raw -48070.609736 + Penalty 1465.815948 = -46604.793789 nChanged 17 SP:Iteration 9Q (193.390276 sec): 3 clusters Score: Raw -48082.985799 + Penalty 1465.815948 = -46617.169851 nChanged 10 SP:Iteration 10Q (193.508219 sec): 3 clusters Score: Raw -48089.377395 + Penalty 1465.815948 = -46623.561448 nChanged 7 SP:Iteration 11Q (193.586078 sec): 3 clusters Score: Raw -48094.050561 + Penalty 1465.815948 = -46628.234613 nChanged 4 SP:Iteration 12Q (193.685048 sec): 3 clusters Score: Raw -48098.035823 + Penalty 1465.815948 = -46632.219876 nChanged 4 SP:Iteration 13Q (193.770890 sec): 3 clusters Score: Raw -48100.986036 + Penalty 1465.815948 = -46635.170089 nChanged 1 SP:Iteration 14Q (193.863376 sec): 3 clusters Score: Raw -48101.174870 + Penalty 1465.815948 = -46635.358922 nChanged 0 SP:Iteration 15F (193.937001 sec): 3 clusters Score: Raw -48101.174870 + Penalty 1465.815948 = -46635.358922 nChanged 0 Iteration 139Q (194.967544 sec): 15 clusters Score: Raw -2004548.211651 + Penalty 15614.569717 = -1988933.641933 nChanged 1 Iteration 140F (196.166400 sec): 15 clusters Score: Raw -2004548.239727 + Penalty 15614.569717 = -1988933.670009 nChanged 0 Writing temp clu file Because OldScore, -1988933.641933, is greater than current (better) Score,-1988933.670009 Compute initial score before splitting: Score: Raw -2004548.239727 + Penalty 15614.569717 = -1988933.670009 Trying to split cluster 1 (4199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (196.240621 sec): 2 clusters Score: Raw -221643.891930 + Penalty 875.973176 = -220767.918753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (196.339434 sec): 3 clusters Score: Raw -219421.457494 + Penalty 1751.946353 = -217669.511141 nChanged 1722 SP:Iteration 1F (196.445481 sec): 3 clusters Score: Raw -220424.786958 + Penalty 1751.946353 = -218672.840605 nChanged 328 SP:Iteration 2F (196.543598 sec): 3 clusters Score: Raw -220622.841744 + Penalty 1751.946353 = -218870.895391 nChanged 253 SP:Iteration 3F (196.651661 sec): 3 clusters Score: Raw -220761.228447 + Penalty 1751.946353 = -219009.282094 nChanged 207 SP:Iteration 4Q (196.746567 sec): 3 clusters Score: Raw -220875.031635 + Penalty 1751.946353 = -219123.085282 nChanged 177 SP:Iteration 5Q (196.862642 sec): 3 clusters Score: Raw -220982.110677 + Penalty 1751.946353 = -219230.164324 nChanged 158 SP:Iteration 6Q (197.000718 sec): 3 clusters Score: Raw -221075.011181 + Penalty 1751.946353 = -219323.064828 nChanged 148 SP:Iteration 7Q (197.103204 sec): 3 clusters Score: Raw -221171.655296 + Penalty 1751.946353 = -219419.708943 nChanged 156 SP:Iteration 8Q (197.207609 sec): 3 clusters Score: Raw -221257.209391 + Penalty 1751.946353 = -219505.263038 nChanged 121 SP:Iteration 9Q (197.317724 sec): 3 clusters Score: Raw -221324.376387 + Penalty 1751.946353 = -219572.430034 nChanged 102 SP:Iteration 10Q (197.414338 sec): 3 clusters Score: Raw -221368.002470 + Penalty 1751.946353 = -219616.056117 nChanged 77 SP:Iteration 11Q (197.506768 sec): 3 clusters Score: Raw -221392.944344 + Penalty 1751.946353 = -219640.997991 nChanged 60 SP:Iteration 12Q (197.650630 sec): 3 clusters Score: Raw -221413.627695 + Penalty 1751.946353 = -219661.681342 nChanged 50 SP:Iteration 13Q (197.723915 sec): 3 clusters Score: Raw -221434.722148 + Penalty 1751.946353 = -219682.775795 nChanged 59 SP:Iteration 14Q (197.825011 sec): 3 clusters Score: Raw -221457.193707 + Penalty 1751.946353 = -219705.247354 nChanged 51 SP:Iteration 15Q (197.941897 sec): 3 clusters Score: Raw -221480.335872 + Penalty 1751.946353 = -219728.389519 nChanged 54 SP:Iteration 16Q (198.027376 sec): 3 clusters Score: Raw -221505.896311 + Penalty 1751.946353 = -219753.949958 nChanged 53 SP:Iteration 17Q (198.123828 sec): 3 clusters Score: Raw -221530.242369 + Penalty 1751.946353 = -219778.296016 nChanged 58 SP:Iteration 18Q (198.219249 sec): 3 clusters Score: Raw -221556.609636 + Penalty 1751.946353 = -219804.663283 nChanged 70 SP:Iteration 19Q (198.349045 sec): 3 clusters Score: Raw -221589.539759 + Penalty 1751.946353 = -219837.593406 nChanged 65 SP:Iteration 20F (198.453787 sec): 3 clusters Score: Raw -221637.737239 + Penalty 1751.946353 = -219885.790886 nChanged 85 SP:Iteration 21Q (198.568608 sec): 3 clusters Score: Raw -221707.131486 + Penalty 1751.946353 = -219955.185134 nChanged 96 SP:Iteration 22Q (198.650438 sec): 3 clusters Score: Raw -221780.369546 + Penalty 1751.946353 = -220028.423193 nChanged 103 SP:Iteration 23Q (198.751070 sec): 3 clusters Score: Raw -221865.930554 + Penalty 1751.946353 = -220113.984201 nChanged 97 SP:Iteration 24Q (198.850088 sec): 3 clusters Score: Raw -221967.325227 + Penalty 1751.946353 = -220215.378874 nChanged 107 SP:Iteration 25Q (198.946143 sec): 3 clusters Score: Raw -222071.120163 + Penalty 1751.946353 = -220319.173810 nChanged 94 SP:Iteration 26Q (199.058987 sec): 3 clusters Score: Raw -222163.715659 + Penalty 1751.946353 = -220411.769306 nChanged 101 SP:Iteration 27Q (199.154407 sec): 3 clusters Score: Raw -222271.252154 + Penalty 1751.946353 = -220519.305801 nChanged 91 SP:Iteration 28Q (199.277756 sec): 3 clusters Score: Raw -222363.643147 + Penalty 1751.946353 = -220611.696794 nChanged 77 SP:Iteration 29Q (199.382632 sec): 3 clusters Score: Raw -222445.273700 + Penalty 1751.946353 = -220693.327347 nChanged 66 SP:Iteration 30Q (199.468297 sec): 3 clusters Score: Raw -222505.062635 + Penalty 1751.946353 = -220753.116282 nChanged 50 SP:Iteration 31Q (199.593842 sec): 3 clusters Score: Raw -222541.172995 + Penalty 1751.946353 = -220789.226642 nChanged 38 SP:Iteration 32Q (199.686447 sec): 3 clusters Score: Raw -222568.298821 + Penalty 1751.946353 = -220816.352468 nChanged 31 SP:Iteration 33Q (199.790968 sec): 3 clusters Score: Raw -222583.164793 + Penalty 1751.946353 = -220831.218441 nChanged 16 SP:Iteration 34Q (199.889242 sec): 3 clusters Score: Raw -222589.178274 + Penalty 1751.946353 = -220837.231921 nChanged 13 SP:Iteration 35Q (199.990708 sec): 3 clusters Score: Raw -222592.916213 + Penalty 1751.946353 = -220840.969860 nChanged 6 SP:Iteration 36Q (200.112465 sec): 3 clusters Score: Raw -222594.536834 + Penalty 1751.946353 = -220842.590481 nChanged 5 SP:Iteration 37Q (200.214475 sec): 3 clusters Score: Raw -222598.477302 + Penalty 1751.946353 = -220846.530949 nChanged 4 SP:Iteration 38Q (200.333030 sec): 3 clusters Score: Raw -222599.277734 + Penalty 1751.946353 = -220847.331381 nChanged 3 SP:Iteration 39Q (200.443070 sec): 3 clusters Score: Raw -222599.837627 + Penalty 1751.946353 = -220847.891274 nChanged 2 SP:Iteration 40F (200.540543 sec): 3 clusters Score: Raw -222602.860885 + Penalty 1751.946353 = -220850.914532 nChanged 2 SP:Iteration 41Q (200.666680 sec): 3 clusters Score: Raw -222603.584453 + Penalty 1751.946353 = -220851.638100 nChanged 3 SP:Iteration 42Q (200.733913 sec): 3 clusters Score: Raw -222604.290295 + Penalty 1751.946353 = -220852.343942 nChanged 5 SP:Iteration 43Q (200.856344 sec): 3 clusters Score: Raw -222605.191802 + Penalty 1751.946353 = -220853.245449 nChanged 0 SP:Iteration 44F (200.957939 sec): 3 clusters Score: Raw -222605.191802 + Penalty 1751.946353 = -220853.245449 nChanged 0 Score: Raw -2005509.539599 + Penalty 16729.896126 = -1988779.643473 Splitting cluster 1 changes total score from -1988933.670009 to -1988779.643473 So it's not getting split. Trying to split cluster 2 (1675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.238669 sec): 2 clusters Score: Raw -76562.405144 + Penalty 779.474687 = -75782.930458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.336298 sec): 3 clusters Score: Raw -75827.296879 + Penalty 1558.949373 = -74268.347505 nChanged 599 SP:Iteration 1F (202.414715 sec): 3 clusters Score: Raw -76308.303011 + Penalty 1558.949373 = -74749.353638 nChanged 159 SP:Iteration 2F (202.505376 sec): 3 clusters Score: Raw -76475.559081 + Penalty 1558.949373 = -74916.609707 nChanged 112 SP:Iteration 3F (202.589056 sec): 3 clusters Score: Raw -76595.495502 + Penalty 1558.949373 = -75036.546128 nChanged 68 SP:Iteration 4Q (202.667309 sec): 3 clusters Score: Raw -76642.502819 + Penalty 1558.949373 = -75083.553445 nChanged 42 SP:Iteration 5Q (202.758186 sec): 3 clusters Score: Raw -76671.815934 + Penalty 1558.949373 = -75112.866561 nChanged 36 SP:Iteration 6Q (202.841308 sec): 3 clusters Score: Raw -76694.612948 + Penalty 1558.949373 = -75135.663575 nChanged 36 SP:Iteration 7Q (202.926122 sec): 3 clusters Score: Raw -76710.684048 + Penalty 1558.949373 = -75151.734675 nChanged 26 SP:Iteration 8Q (203.008696 sec): 3 clusters Score: Raw -76723.993488 + Penalty 1558.949373 = -75165.044115 nChanged 20 SP:Iteration 9Q (203.086741 sec): 3 clusters Score: Raw -76733.881267 + Penalty 1558.949373 = -75174.931894 nChanged 20 SP:Iteration 10Q (203.186381 sec): 3 clusters Score: Raw -76743.153810 + Penalty 1558.949373 = -75184.204437 nChanged 21 SP:Iteration 11Q (203.283370 sec): 3 clusters Score: Raw -76752.273914 + Penalty 1558.949373 = -75193.324541 nChanged 14 SP:Iteration 12Q (203.390125 sec): 3 clusters Score: Raw -76760.078683 + Penalty 1558.949373 = -75201.129310 nChanged 18 SP:Iteration 13Q (203.502014 sec): 3 clusters Score: Raw -76772.770443 + Penalty 1558.949373 = -75213.821070 nChanged 18 SP:Iteration 14Q (203.581539 sec): 3 clusters Score: Raw -76781.727262 + Penalty 1558.949373 = -75222.777889 nChanged 15 SP:Iteration 15Q (203.685186 sec): 3 clusters Score: Raw -76791.055375 + Penalty 1558.949373 = -75232.106002 nChanged 10 SP:Iteration 16Q (203.795209 sec): 3 clusters Score: Raw -76794.166965 + Penalty 1558.949373 = -75235.217591 nChanged 7 SP:Iteration 17Q (203.866241 sec): 3 clusters Score: Raw -76796.467816 + Penalty 1558.949373 = -75237.518443 nChanged 3 SP:Iteration 18Q (203.966855 sec): 3 clusters Score: Raw -76798.595261 + Penalty 1558.949373 = -75239.645888 nChanged 3 SP:Iteration 19Q (204.073180 sec): 3 clusters Score: Raw -76800.063667 + Penalty 1558.949373 = -75241.114294 nChanged 4 SP:Iteration 20F (204.150906 sec): 3 clusters Score: Raw -76801.116963 + Penalty 1558.949373 = -75242.167590 nChanged 1 SP:Iteration 21Q (204.243068 sec): 3 clusters Score: Raw -76801.247101 + Penalty 1558.949373 = -75242.297728 nChanged 2 SP:Iteration 22Q (204.340036 sec): 3 clusters Score: Raw -76802.157993 + Penalty 1558.949373 = -75243.208619 nChanged 3 SP:Iteration 23Q (204.428206 sec): 3 clusters Score: Raw -76803.072551 + Penalty 1558.949373 = -75244.123177 nChanged 2 SP:Iteration 24Q (204.509422 sec): 3 clusters Score: Raw -76804.101674 + Penalty 1558.949373 = -75245.152301 nChanged 1 SP:Iteration 25Q (204.609329 sec): 3 clusters Score: Raw -76804.588913 + Penalty 1558.949373 = -75245.639540 nChanged 2 SP:Iteration 26Q (204.705456 sec): 3 clusters Score: Raw -76805.575804 + Penalty 1558.949373 = -75246.626431 nChanged 2 SP:Iteration 27Q (204.834726 sec): 3 clusters Score: Raw -76808.318390 + Penalty 1558.949373 = -75249.369016 nChanged 4 SP:Iteration 28Q (204.913784 sec): 3 clusters Score: Raw -76809.345628 + Penalty 1558.949373 = -75250.396255 nChanged 2 SP:Iteration 29Q (205.003275 sec): 3 clusters Score: Raw -76810.348439 + Penalty 1558.949373 = -75251.399066 nChanged 3 SP:Iteration 30Q (205.113810 sec): 3 clusters Score: Raw -76811.344515 + Penalty 1558.949373 = -75252.395141 nChanged 3 SP:Iteration 31Q (205.230023 sec): 3 clusters Score: Raw -76814.750067 + Penalty 1558.949373 = -75255.800694 nChanged 7 SP:Iteration 32Q (205.325391 sec): 3 clusters Score: Raw -76816.796865 + Penalty 1558.949373 = -75257.847492 nChanged 3 SP:Iteration 33Q (205.428060 sec): 3 clusters Score: Raw -76817.766972 + Penalty 1558.949373 = -75258.817599 nChanged 1 SP:Iteration 34Q (205.514445 sec): 3 clusters Score: Raw -76818.423281 + Penalty 1558.949373 = -75259.473908 nChanged 0 SP:Iteration 35F (205.608997 sec): 3 clusters Score: Raw -76818.423281 + Penalty 1558.949373 = -75259.473908 nChanged 0 Trying to split cluster 3 (14606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.701431 sec): 2 clusters Score: Raw -815424.492566 + Penalty 1006.864707 = -814417.627859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.831273 sec): 3 clusters Score: Raw -806611.652011 + Penalty 2013.729413 = -804597.922598 nChanged 6607 SP:Iteration 1F (205.977036 sec): 3 clusters Score: Raw -810461.772918 + Penalty 2013.729413 = -808448.043505 nChanged 1066 SP:Iteration 2F (206.129140 sec): 3 clusters Score: Raw -811122.559117 + Penalty 2013.729413 = -809108.829704 nChanged 1053 SP:Iteration 3F (206.275554 sec): 3 clusters Score: Raw -811780.348783 + Penalty 2013.729413 = -809766.619369 nChanged 1045 SP:Iteration 4F (206.405975 sec): 3 clusters Score: Raw -812430.846484 + Penalty 2013.729413 = -810417.117071 nChanged 912 SP:Iteration 5F (206.539645 sec): 3 clusters Score: Raw -812987.752576 + Penalty 2013.729413 = -810974.023163 nChanged 818 SP:Iteration 6F (206.676884 sec): 3 clusters Score: Raw -813437.160482 + Penalty 2013.729413 = -811423.431069 nChanged 641 SP:Iteration 7Q (206.805921 sec): 3 clusters Score: Raw -813723.155975 + Penalty 2013.729413 = -811709.426562 nChanged 527 SP:Iteration 8Q (206.937380 sec): 3 clusters Score: Raw -813942.776141 + Penalty 2013.729413 = -811929.046728 nChanged 426 SP:Iteration 9Q (207.070857 sec): 3 clusters Score: Raw -814104.113236 + Penalty 2013.729413 = -812090.383823 nChanged 366 SP:Iteration 10Q (207.216031 sec): 3 clusters Score: Raw -814226.640838 + Penalty 2013.729413 = -812212.911425 nChanged 310 SP:Iteration 11Q (207.340507 sec): 3 clusters Score: Raw -814332.076146 + Penalty 2013.729413 = -812318.346733 nChanged 241 SP:Iteration 12Q (207.470203 sec): 3 clusters Score: Raw -814405.487314 + Penalty 2013.729413 = -812391.757901 nChanged 219 SP:Iteration 13Q (207.618811 sec): 3 clusters Score: Raw -814480.532926 + Penalty 2013.729413 = -812466.803513 nChanged 199 SP:Iteration 14Q (207.746761 sec): 3 clusters Score: Raw -814545.938410 + Penalty 2013.729413 = -812532.208997 nChanged 181 SP:Iteration 15Q (207.898453 sec): 3 clusters Score: Raw -814609.531238 + Penalty 2013.729413 = -812595.801825 nChanged 163 SP:Iteration 16Q (207.992796 sec): 3 clusters Score: Raw -814662.537871 + Penalty 2013.729413 = -812648.808458 nChanged 164 SP:Iteration 17Q (208.152177 sec): 3 clusters Score: Raw -814712.928122 + Penalty 2013.729413 = -812699.198709 nChanged 154 SP:Iteration 18Q (208.253700 sec): 3 clusters Score: Raw -814752.797928 + Penalty 2013.729413 = -812739.068514 nChanged 154 SP:Iteration 19Q (208.376940 sec): 3 clusters Score: Raw -814795.302927 + Penalty 2013.729413 = -812781.573514 nChanged 166 SP:Iteration 20F (208.511083 sec): 3 clusters Score: Raw -814842.860709 + Penalty 2013.729413 = -812829.131296 nChanged 175 SP:Iteration 21Q (208.650770 sec): 3 clusters Score: Raw -814888.649182 + Penalty 2013.729413 = -812874.919769 nChanged 150 SP:Iteration 22Q (208.766158 sec): 3 clusters Score: Raw -814929.497396 + Penalty 2013.729413 = -812915.767982 nChanged 172 SP:Iteration 23Q (208.891213 sec): 3 clusters Score: Raw -814978.453480 + Penalty 2013.729413 = -812964.724066 nChanged 173 SP:Iteration 24Q (209.037743 sec): 3 clusters Score: Raw -815027.969958 + Penalty 2013.729413 = -813014.240545 nChanged 168 SP:Iteration 25Q (209.163423 sec): 3 clusters Score: Raw -815075.512066 + Penalty 2013.729413 = -813061.782652 nChanged 175 SP:Iteration 26Q (209.304909 sec): 3 clusters Score: Raw -815130.754714 + Penalty 2013.729413 = -813117.025301 nChanged 163 SP:Iteration 27Q (209.450918 sec): 3 clusters Score: Raw -815179.420729 + Penalty 2013.729413 = -813165.691316 nChanged 161 SP:Iteration 28Q (209.571711 sec): 3 clusters Score: Raw -815231.624496 + Penalty 2013.729413 = -813217.895082 nChanged 170 SP:Iteration 29Q (209.712938 sec): 3 clusters Score: Raw -815280.596044 + Penalty 2013.729413 = -813266.866630 nChanged 140 SP:Iteration 30Q (209.833178 sec): 3 clusters Score: Raw -815320.523342 + Penalty 2013.729413 = -813306.793929 nChanged 168 SP:Iteration 31Q (209.977147 sec): 3 clusters Score: Raw -815377.999637 + Penalty 2013.729413 = -813364.270224 nChanged 180 SP:Iteration 32Q (210.090769 sec): 3 clusters Score: Raw -815446.159587 + Penalty 2013.729413 = -813432.430174 nChanged 160 SP:Iteration 33Q (210.235850 sec): 3 clusters Score: Raw -815504.843894 + Penalty 2013.729413 = -813491.114480 nChanged 160 SP:Iteration 34Q (210.351043 sec): 3 clusters Score: Raw -815559.712753 + Penalty 2013.729413 = -813545.983340 nChanged 140 SP:Iteration 35Q (210.493192 sec): 3 clusters Score: Raw -815606.372942 + Penalty 2013.729413 = -813592.643529 nChanged 135 SP:Iteration 36Q (210.615121 sec): 3 clusters Score: Raw -815659.609456 + Penalty 2013.729413 = -813645.880043 nChanged 131 SP:Iteration 37Q (210.750929 sec): 3 clusters Score: Raw -815709.328031 + Penalty 2013.729413 = -813695.598618 nChanged 125 SP:Iteration 38Q (210.889440 sec): 3 clusters Score: Raw -815755.825508 + Penalty 2013.729413 = -813742.096094 nChanged 114 SP:Iteration 39Q (211.001283 sec): 3 clusters Score: Raw -815794.932113 + Penalty 2013.729413 = -813781.202699 nChanged 92 SP:Iteration 40F (211.156522 sec): 3 clusters Score: Raw -815824.599812 + Penalty 2013.729413 = -813810.870399 nChanged 76 SP:Iteration 41Q (211.283635 sec): 3 clusters Score: Raw -815851.798896 + Penalty 2013.729413 = -813838.069483 nChanged 95 SP:Iteration 42Q (211.398961 sec): 3 clusters Score: Raw -815886.437846 + Penalty 2013.729413 = -813872.708432 nChanged 75 SP:Iteration 43Q (211.536031 sec): 3 clusters Score: Raw -815908.105537 + Penalty 2013.729413 = -813894.376123 nChanged 54 SP:Iteration 44Q (211.664922 sec): 3 clusters Score: Raw -815921.758318 + Penalty 2013.729413 = -813908.028904 nChanged 42 SP:Iteration 45Q (211.810451 sec): 3 clusters Score: Raw -815931.356615 + Penalty 2013.729413 = -813917.627202 nChanged 41 SP:Iteration 46Q (211.941242 sec): 3 clusters Score: Raw -815941.321721 + Penalty 2013.729413 = -813927.592308 nChanged 47 SP:Iteration 47Q (212.085432 sec): 3 clusters Score: Raw -815956.004498 + Penalty 2013.729413 = -813942.275084 nChanged 51 SP:Iteration 48Q (212.242862 sec): 3 clusters Score: Raw -815971.533741 + Penalty 2013.729413 = -813957.804328 nChanged 36 SP:Iteration 49Q (212.354196 sec): 3 clusters Score: Raw -815983.170679 + Penalty 2013.729413 = -813969.441265 nChanged 40 SP:Iteration 50Q (212.507280 sec): 3 clusters Score: Raw -815994.359391 + Penalty 2013.729413 = -813980.629978 nChanged 32 SP:Iteration 51Q (212.625598 sec): 3 clusters Score: Raw -816004.475167 + Penalty 2013.729413 = -813990.745753 nChanged 37 SP:Iteration 52Q (212.760766 sec): 3 clusters Score: Raw -816016.665622 + Penalty 2013.729413 = -814002.936209 nChanged 41 SP:Iteration 53Q (212.895576 sec): 3 clusters Score: Raw -816032.471537 + Penalty 2013.729413 = -814018.742124 nChanged 37 SP:Iteration 54Q (212.985561 sec): 3 clusters Score: Raw -816048.576020 + Penalty 2013.729413 = -814034.846606 nChanged 45 SP:Iteration 55Q (213.134713 sec): 3 clusters Score: Raw -816063.015758 + Penalty 2013.729413 = -814049.286345 nChanged 34 SP:Iteration 56Q (213.256819 sec): 3 clusters Score: Raw -816076.006128 + Penalty 2013.729413 = -814062.276715 nChanged 41 SP:Iteration 57Q (213.387344 sec): 3 clusters Score: Raw -816095.680527 + Penalty 2013.729413 = -814081.951114 nChanged 40 SP:Iteration 58Q (213.524806 sec): 3 clusters Score: Raw -816111.400431 + Penalty 2013.729413 = -814097.671018 nChanged 38 SP:Iteration 59Q (213.661189 sec): 3 clusters Score: Raw -816131.685089 + Penalty 2013.729413 = -814117.955676 nChanged 44 SP:Iteration 60F (213.796462 sec): 3 clusters Score: Raw -816166.735435 + Penalty 2013.729413 = -814153.006022 nChanged 49 SP:Iteration 61Q (213.937831 sec): 3 clusters Score: Raw -816203.249181 + Penalty 2013.729413 = -814189.519768 nChanged 60 SP:Iteration 62Q (214.076786 sec): 3 clusters Score: Raw -816252.399142 + Penalty 2013.729413 = -814238.669729 nChanged 60 SP:Iteration 63Q (214.223867 sec): 3 clusters Score: Raw -816302.232920 + Penalty 2013.729413 = -814288.503507 nChanged 63 SP:Iteration 64Q (214.369007 sec): 3 clusters Score: Raw -816349.769073 + Penalty 2013.729413 = -814336.039659 nChanged 51 SP:Iteration 65Q (214.485451 sec): 3 clusters Score: Raw -816382.433262 + Penalty 2013.729413 = -814368.703848 nChanged 42 SP:Iteration 66Q (214.626530 sec): 3 clusters Score: Raw -816402.240425 + Penalty 2013.729413 = -814388.511011 nChanged 29 SP:Iteration 67Q (214.771881 sec): 3 clusters Score: Raw -816410.329624 + Penalty 2013.729413 = -814396.600211 nChanged 13 SP:Iteration 68Q (214.894713 sec): 3 clusters Score: Raw -816415.723318 + Penalty 2013.729413 = -814401.993904 nChanged 9 SP:Iteration 69Q (215.018903 sec): 3 clusters Score: Raw -816417.748487 + Penalty 2013.729413 = -814404.019073 nChanged 5 SP:Iteration 70Q (215.152954 sec): 3 clusters Score: Raw -816418.471624 + Penalty 2013.729413 = -814404.742211 nChanged 3 SP:Iteration 71Q (215.279838 sec): 3 clusters Score: Raw -816418.820670 + Penalty 2013.729413 = -814405.091257 nChanged 3 SP:Iteration 72Q (215.438042 sec): 3 clusters Score: Raw -816419.916363 + Penalty 2013.729413 = -814406.186950 nChanged 5 SP:Iteration 73Q (215.577861 sec): 3 clusters Score: Raw -816421.578547 + Penalty 2013.729413 = -814407.849134 nChanged 6 SP:Iteration 74Q (215.680400 sec): 3 clusters Score: Raw -816422.979413 + Penalty 2013.729413 = -814409.250000 nChanged 3 SP:Iteration 75Q (215.806260 sec): 3 clusters Score: Raw -816423.331491 + Penalty 2013.729413 = -814409.602078 nChanged 2 SP:Iteration 76Q (215.963800 sec): 3 clusters Score: Raw -816423.583180 + Penalty 2013.729413 = -814409.853766 nChanged 0 SP:Iteration 77F (216.093678 sec): 3 clusters Score: Raw -816423.583180 + Penalty 2013.729413 = -814409.853766 nChanged 0 Trying to split cluster 4 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.136484 sec): 2 clusters Score: Raw -30352.113844 + Penalty 714.600868 = -29637.512976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.245654 sec): 3 clusters Score: Raw -30021.028320 + Penalty 1429.201736 = -28591.826584 nChanged 325 SP:Iteration 1F (216.343857 sec): 3 clusters Score: Raw -30391.484071 + Penalty 1429.201736 = -28962.282335 nChanged 90 SP:Iteration 2F (216.462750 sec): 3 clusters Score: Raw -30508.378735 + Penalty 1429.201736 = -29079.176998 nChanged 53 SP:Iteration 3F (216.563492 sec): 3 clusters Score: Raw -30581.431142 + Penalty 1429.201736 = -29152.229406 nChanged 41 SP:Iteration 4Q (216.641302 sec): 3 clusters Score: Raw -30636.322830 + Penalty 1429.201736 = -29207.121093 nChanged 33 SP:Iteration 5Q (216.741699 sec): 3 clusters Score: Raw -30682.938631 + Penalty 1429.201736 = -29253.736895 nChanged 30 SP:Iteration 6Q (216.836997 sec): 3 clusters Score: Raw -30729.575383 + Penalty 1429.201736 = -29300.373647 nChanged 32 SP:Iteration 7Q (216.933330 sec): 3 clusters Score: Raw -30777.342937 + Penalty 1429.201736 = -29348.141201 nChanged 27 SP:Iteration 8Q (217.028441 sec): 3 clusters Score: Raw -30805.846882 + Penalty 1429.201736 = -29376.645146 nChanged 20 SP:Iteration 9Q (217.120747 sec): 3 clusters Score: Raw -30826.877426 + Penalty 1429.201736 = -29397.675690 nChanged 15 SP:Iteration 10Q (217.219320 sec): 3 clusters Score: Raw -30840.516111 + Penalty 1429.201736 = -29411.314374 nChanged 16 SP:Iteration 11Q (217.322749 sec): 3 clusters Score: Raw -30874.616787 + Penalty 1429.201736 = -29445.415051 nChanged 14 SP:Iteration 12Q (217.415126 sec): 3 clusters Score: Raw -30894.697026 + Penalty 1429.201736 = -29465.495290 nChanged 14 SP:Iteration 13Q (217.515301 sec): 3 clusters Score: Raw -30907.476126 + Penalty 1429.201736 = -29478.274389 nChanged 4 SP:Iteration 14Q (217.621025 sec): 3 clusters Score: Raw -30917.842000 + Penalty 1429.201736 = -29488.640264 nChanged 4 SP:Iteration 15Q (217.705807 sec): 3 clusters Score: Raw -30920.799219 + Penalty 1429.201736 = -29491.597482 nChanged 1 SP:Iteration 16Q (217.805749 sec): 3 clusters Score: Raw -30922.379804 + Penalty 1429.201736 = -29493.178068 nChanged 2 SP:Iteration 17Q (217.905444 sec): 3 clusters Score: Raw -30923.869974 + Penalty 1429.201736 = -29494.668238 nChanged 2 SP:Iteration 18Q (218.005575 sec): 3 clusters Score: Raw -30924.799705 + Penalty 1429.201736 = -29495.597969 nChanged 0 SP:Iteration 19F (218.106372 sec): 3 clusters Score: Raw -30924.799705 + Penalty 1429.201736 = -29495.597969 nChanged 0 Trying to split cluster 5 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (218.178803 sec): 2 clusters Score: Raw -60640.264599 + Penalty 738.980126 = -59901.284473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (218.269894 sec): 3 clusters Score: Raw -60147.528397 + Penalty 1477.960252 = -58669.568144 nChanged 379 SP:Iteration 1F (218.357349 sec): 3 clusters Score: Raw -60407.764063 + Penalty 1477.960252 = -58929.803811 nChanged 103 SP:Iteration 2F (218.453468 sec): 3 clusters Score: Raw -60488.988994 + Penalty 1477.960252 = -59011.028742 nChanged 66 SP:Iteration 3F (218.547789 sec): 3 clusters Score: Raw -60540.091331 + Penalty 1477.960252 = -59062.131079 nChanged 43 SP:Iteration 4Q (218.652296 sec): 3 clusters Score: Raw -60569.141197 + Penalty 1477.960252 = -59091.180945 nChanged 30 SP:Iteration 5Q (218.781513 sec): 3 clusters Score: Raw -60589.043295 + Penalty 1477.960252 = -59111.083043 nChanged 20 SP:Iteration 6Q (218.900186 sec): 3 clusters Score: Raw -60603.666574 + Penalty 1477.960252 = -59125.706321 nChanged 16 SP:Iteration 7Q (218.993380 sec): 3 clusters Score: Raw -60612.631969 + Penalty 1477.960252 = -59134.671717 nChanged 16 SP:Iteration 8Q (219.069595 sec): 3 clusters Score: Raw -60625.747224 + Penalty 1477.960252 = -59147.786971 nChanged 15 SP:Iteration 9Q (219.189940 sec): 3 clusters Score: Raw -60637.315256 + Penalty 1477.960252 = -59159.355003 nChanged 21 SP:Iteration 10Q (219.270744 sec): 3 clusters Score: Raw -60651.986486 + Penalty 1477.960252 = -59174.026234 nChanged 12 SP:Iteration 11Q (219.364976 sec): 3 clusters Score: Raw -60659.621852 + Penalty 1477.960252 = -59181.661599 nChanged 9 SP:Iteration 12Q (219.482165 sec): 3 clusters Score: Raw -60664.338733 + Penalty 1477.960252 = -59186.378480 nChanged 6 SP:Iteration 13Q (219.578316 sec): 3 clusters Score: Raw -60667.010755 + Penalty 1477.960252 = -59189.050503 nChanged 3 SP:Iteration 14Q (219.673073 sec): 3 clusters Score: Raw -60668.366293 + Penalty 1477.960252 = -59190.406041 nChanged 2 SP:Iteration 15Q (219.769681 sec): 3 clusters Score: Raw -60669.040380 + Penalty 1477.960252 = -59191.080127 nChanged 2 SP:Iteration 16Q (219.862171 sec): 3 clusters Score: Raw -60669.625838 + Penalty 1477.960252 = -59191.665585 nChanged 2 SP:Iteration 17Q (219.955983 sec): 3 clusters Score: Raw -60670.852583 + Penalty 1477.960252 = -59192.892331 nChanged 7 SP:Iteration 18Q (220.053449 sec): 3 clusters Score: Raw -60676.255035 + Penalty 1477.960252 = -59198.294782 nChanged 8 SP:Iteration 19Q (220.161053 sec): 3 clusters Score: Raw -60681.678194 + Penalty 1477.960252 = -59203.717942 nChanged 5 SP:Iteration 20F (220.221614 sec): 3 clusters Score: Raw -60684.861333 + Penalty 1477.960252 = -59206.901080 nChanged 6 SP:Iteration 21Q (220.308368 sec): 3 clusters Score: Raw -60688.100405 + Penalty 1477.960252 = -59210.140152 nChanged 7 SP:Iteration 22Q (220.397493 sec): 3 clusters Score: Raw -60693.632227 + Penalty 1477.960252 = -59215.671974 nChanged 10 SP:Iteration 23Q (220.479380 sec): 3 clusters Score: Raw -60702.371393 + Penalty 1477.960252 = -59224.411141 nChanged 9 SP:Iteration 24Q (220.581043 sec): 3 clusters Score: Raw -60707.439255 + Penalty 1477.960252 = -59229.479002 nChanged 7 SP:Iteration 25Q (220.681064 sec): 3 clusters Score: Raw -60710.839696 + Penalty 1477.960252 = -59232.879444 nChanged 6 SP:Iteration 26Q (220.753464 sec): 3 clusters Score: Raw -60713.693634 + Penalty 1477.960252 = -59235.733382 nChanged 3 SP:Iteration 27Q (220.869841 sec): 3 clusters Score: Raw -60715.525171 + Penalty 1477.960252 = -59237.564919 nChanged 3 SP:Iteration 28Q (220.955498 sec): 3 clusters Score: Raw -60717.310116 + Penalty 1477.960252 = -59239.349864 nChanged 1 SP:Iteration 29Q (221.042273 sec): 3 clusters Score: Raw -60718.348683 + Penalty 1477.960252 = -59240.388431 nChanged 2 SP:Iteration 30Q (221.137650 sec): 3 clusters Score: Raw -60720.767788 + Penalty 1477.960252 = -59242.807536 nChanged 3 SP:Iteration 31Q (221.242584 sec): 3 clusters Score: Raw -60723.803942 + Penalty 1477.960252 = -59245.843690 nChanged 3 SP:Iteration 32Q (221.349904 sec): 3 clusters Score: Raw -60725.301311 + Penalty 1477.960252 = -59247.341058 nChanged 2 SP:Iteration 33Q (221.451645 sec): 3 clusters Score: Raw -60725.759652 + Penalty 1477.960252 = -59247.799400 nChanged 1 SP:Iteration 34Q (221.520742 sec): 3 clusters Score: Raw -60725.922122 + Penalty 1477.960252 = -59247.961870 nChanged 0 SP:Iteration 35F (221.623408 sec): 3 clusters Score: Raw -60725.922122 + Penalty 1477.960252 = -59247.961870 nChanged 0 Trying to split cluster 6 (2015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (221.690188 sec): 2 clusters Score: Raw -93495.065671 + Penalty 798.879320 = -92696.186351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (221.802501 sec): 3 clusters Score: Raw -92559.609642 + Penalty 1597.758640 = -90961.851003 nChanged 779 SP:Iteration 1F (221.874706 sec): 3 clusters Score: Raw -93097.436045 + Penalty 1597.758640 = -91499.677406 nChanged 182 SP:Iteration 2F (221.984341 sec): 3 clusters Score: Raw -93256.873578 + Penalty 1597.758640 = -91659.114938 nChanged 126 SP:Iteration 3F (222.084514 sec): 3 clusters Score: Raw -93346.080174 + Penalty 1597.758640 = -91748.321534 nChanged 93 SP:Iteration 4Q (222.184534 sec): 3 clusters Score: Raw -93419.631532 + Penalty 1597.758640 = -91821.872892 nChanged 84 SP:Iteration 5Q (222.290374 sec): 3 clusters Score: Raw -93479.808193 + Penalty 1597.758640 = -91882.049554 nChanged 71 SP:Iteration 6Q (222.381357 sec): 3 clusters Score: Raw -93538.491359 + Penalty 1597.758640 = -91940.732720 nChanged 52 SP:Iteration 7Q (222.473438 sec): 3 clusters Score: Raw -93578.592410 + Penalty 1597.758640 = -91980.833770 nChanged 52 SP:Iteration 8Q (222.559145 sec): 3 clusters Score: Raw -93605.853845 + Penalty 1597.758640 = -92008.095205 nChanged 35 SP:Iteration 9Q (222.647788 sec): 3 clusters Score: Raw -93627.661883 + Penalty 1597.758640 = -92029.903243 nChanged 27 SP:Iteration 10Q (222.736930 sec): 3 clusters Score: Raw -93644.031638 + Penalty 1597.758640 = -92046.272999 nChanged 28 SP:Iteration 11Q (222.839614 sec): 3 clusters Score: Raw -93654.966610 + Penalty 1597.758640 = -92057.207970 nChanged 20 SP:Iteration 12Q (222.963824 sec): 3 clusters Score: Raw -93663.895406 + Penalty 1597.758640 = -92066.136767 nChanged 13 SP:Iteration 13Q (223.066293 sec): 3 clusters Score: Raw -93669.491751 + Penalty 1597.758640 = -92071.733112 nChanged 11 SP:Iteration 14Q (223.150520 sec): 3 clusters Score: Raw -93673.067246 + Penalty 1597.758640 = -92075.308607 nChanged 11 SP:Iteration 15Q (223.231686 sec): 3 clusters Score: Raw -93678.065394 + Penalty 1597.758640 = -92080.306755 nChanged 9 SP:Iteration 16Q (223.354658 sec): 3 clusters Score: Raw -93681.367235 + Penalty 1597.758640 = -92083.608596 nChanged 7 SP:Iteration 17Q (223.461077 sec): 3 clusters Score: Raw -93685.281235 + Penalty 1597.758640 = -92087.522595 nChanged 11 SP:Iteration 18Q (223.541003 sec): 3 clusters Score: Raw -93689.594724 + Penalty 1597.758640 = -92091.836085 nChanged 8 SP:Iteration 19Q (223.636092 sec): 3 clusters Score: Raw -93692.904268 + Penalty 1597.758640 = -92095.145629 nChanged 6 SP:Iteration 20F (223.729439 sec): 3 clusters Score: Raw -93696.248763 + Penalty 1597.758640 = -92098.490123 nChanged 8 SP:Iteration 21Q (223.841264 sec): 3 clusters Score: Raw -93699.329945 + Penalty 1597.758640 = -92101.571305 nChanged 7 SP:Iteration 22Q (223.932162 sec): 3 clusters Score: Raw -93701.056629 + Penalty 1597.758640 = -92103.297990 nChanged 6 SP:Iteration 23Q (224.021166 sec): 3 clusters Score: Raw -93701.830411 + Penalty 1597.758640 = -92104.071772 nChanged 3 SP:Iteration 24Q (224.130392 sec): 3 clusters Score: Raw -93702.167395 + Penalty 1597.758640 = -92104.408755 nChanged 1 SP:Iteration 25Q (224.235500 sec): 3 clusters Score: Raw -93702.453015 + Penalty 1597.758640 = -92104.694375 nChanged 0 SP:Iteration 26F (224.325668 sec): 3 clusters Score: Raw -93702.453015 + Penalty 1597.758640 = -92104.694375 nChanged 0 Trying to split cluster 7 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (224.397499 sec): 2 clusters Score: Raw -80436.504430 + Penalty 767.958117 = -79668.546313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (224.485888 sec): 3 clusters Score: Raw -79762.204290 + Penalty 1535.916235 = -78226.288055 nChanged 538 SP:Iteration 1F (224.592697 sec): 3 clusters Score: Raw -80106.679397 + Penalty 1535.916235 = -78570.763162 nChanged 134 SP:Iteration 2F (224.675929 sec): 3 clusters Score: Raw -80221.966150 + Penalty 1535.916235 = -78686.049915 nChanged 82 SP:Iteration 3F (224.762136 sec): 3 clusters Score: Raw -80288.697517 + Penalty 1535.916235 = -78752.781283 nChanged 69 SP:Iteration 4Q (224.863348 sec): 3 clusters Score: Raw -80340.814514 + Penalty 1535.916235 = -78804.898279 nChanged 50 SP:Iteration 5Q (224.969510 sec): 3 clusters Score: Raw -80379.963015 + Penalty 1535.916235 = -78844.046780 nChanged 40 SP:Iteration 6Q (225.067779 sec): 3 clusters Score: Raw -80407.024791 + Penalty 1535.916235 = -78871.108556 nChanged 34 SP:Iteration 7Q (225.161109 sec): 3 clusters Score: Raw -80440.705021 + Penalty 1535.916235 = -78904.788787 nChanged 41 SP:Iteration 8Q (225.270320 sec): 3 clusters Score: Raw -80473.724456 + Penalty 1535.916235 = -78937.808221 nChanged 35 SP:Iteration 9Q (225.366712 sec): 3 clusters Score: Raw -80497.451272 + Penalty 1535.916235 = -78961.535038 nChanged 33 SP:Iteration 10Q (225.467845 sec): 3 clusters Score: Raw -80520.565747 + Penalty 1535.916235 = -78984.649513 nChanged 31 SP:Iteration 11Q (225.564989 sec): 3 clusters Score: Raw -80537.757695 + Penalty 1535.916235 = -79001.841461 nChanged 23 SP:Iteration 12Q (225.660786 sec): 3 clusters Score: Raw -80557.589145 + Penalty 1535.916235 = -79021.672910 nChanged 26 SP:Iteration 13Q (225.777064 sec): 3 clusters Score: Raw -80577.316581 + Penalty 1535.916235 = -79041.400346 nChanged 16 SP:Iteration 14Q (225.863034 sec): 3 clusters Score: Raw -80589.571850 + Penalty 1535.916235 = -79053.655615 nChanged 21 SP:Iteration 15Q (225.938214 sec): 3 clusters Score: Raw -80603.513886 + Penalty 1535.916235 = -79067.597651 nChanged 20 SP:Iteration 16Q (226.031409 sec): 3 clusters Score: Raw -80615.773560 + Penalty 1535.916235 = -79079.857325 nChanged 11 SP:Iteration 17Q (226.131580 sec): 3 clusters Score: Raw -80621.371247 + Penalty 1535.916235 = -79085.455013 nChanged 8 SP:Iteration 18Q (226.225549 sec): 3 clusters Score: Raw -80624.679856 + Penalty 1535.916235 = -79088.763622 nChanged 7 SP:Iteration 19Q (226.327564 sec): 3 clusters Score: Raw -80628.108379 + Penalty 1535.916235 = -79092.192144 nChanged 11 SP:Iteration 20F (226.419944 sec): 3 clusters Score: Raw -80635.149933 + Penalty 1535.916235 = -79099.233698 nChanged 9 SP:Iteration 21Q (226.534498 sec): 3 clusters Score: Raw -80642.698075 + Penalty 1535.916235 = -79106.781841 nChanged 8 SP:Iteration 22Q (226.633092 sec): 3 clusters Score: Raw -80648.142398 + Penalty 1535.916235 = -79112.226163 nChanged 6 SP:Iteration 23Q (226.741659 sec): 3 clusters Score: Raw -80653.036570 + Penalty 1535.916235 = -79117.120336 nChanged 6 SP:Iteration 24Q (226.827436 sec): 3 clusters Score: Raw -80655.592454 + Penalty 1535.916235 = -79119.676219 nChanged 4 SP:Iteration 25Q (226.912927 sec): 3 clusters Score: Raw -80656.943215 + Penalty 1535.916235 = -79121.026981 nChanged 2 SP:Iteration 26Q (227.028409 sec): 3 clusters Score: Raw -80657.683114 + Penalty 1535.916235 = -79121.766880 nChanged 2 SP:Iteration 27Q (227.104975 sec): 3 clusters Score: Raw -80658.198852 + Penalty 1535.916235 = -79122.282618 nChanged 1 SP:Iteration 28Q (227.175948 sec): 3 clusters Score: Raw -80659.534712 + Penalty 1535.916235 = -79123.618477 nChanged 2 SP:Iteration 29Q (227.263606 sec): 3 clusters Score: Raw -80660.008435 + Penalty 1535.916235 = -79124.092200 nChanged 1 SP:Iteration 30Q (227.393110 sec): 3 clusters Score: Raw -80661.338455 + Penalty 1535.916235 = -79125.422220 nChanged 2 SP:Iteration 31Q (227.464324 sec): 3 clusters Score: Raw -80661.820031 + Penalty 1535.916235 = -79125.903797 nChanged 2 SP:Iteration 32Q (227.572621 sec): 3 clusters Score: Raw -80662.903118 + Penalty 1535.916235 = -79126.986884 nChanged 3 SP:Iteration 33Q (227.686863 sec): 3 clusters Score: Raw -80664.356788 + Penalty 1535.916235 = -79128.440553 nChanged 1 SP:Iteration 34Q (227.788511 sec): 3 clusters Score: Raw -80664.897634 + Penalty 1535.916235 = -79128.981399 nChanged 0 SP:Iteration 35F (227.872229 sec): 3 clusters Score: Raw -80664.897634 + Penalty 1535.916235 = -79128.981399 nChanged 0 Trying to split cluster 8 (1686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.928895 sec): 2 clusters Score: Raw -73567.693355 + Penalty 780.161985 = -72787.531371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (228.023099 sec): 3 clusters Score: Raw -72775.580546 + Penalty 1560.323969 = -71215.256576 nChanged 642 SP:Iteration 1F (228.157154 sec): 3 clusters Score: Raw -73176.681548 + Penalty 1560.323969 = -71616.357579 nChanged 139 SP:Iteration 2F (228.223869 sec): 3 clusters Score: Raw -73285.949704 + Penalty 1560.323969 = -71725.625735 nChanged 113 SP:Iteration 3F (228.345456 sec): 3 clusters Score: Raw -73378.546765 + Penalty 1560.323969 = -71818.222796 nChanged 95 SP:Iteration 4F (228.443228 sec): 3 clusters Score: Raw -73473.423181 + Penalty 1560.323969 = -71913.099212 nChanged 84 SP:Iteration 5Q (228.555324 sec): 3 clusters Score: Raw -73547.031847 + Penalty 1560.323969 = -71986.707878 nChanged 71 SP:Iteration 6Q (228.625827 sec): 3 clusters Score: Raw -73608.547092 + Penalty 1560.323969 = -72048.223123 nChanged 60 SP:Iteration 7Q (228.737520 sec): 3 clusters Score: Raw -73657.468038 + Penalty 1560.323969 = -72097.144069 nChanged 51 SP:Iteration 8Q (228.826877 sec): 3 clusters Score: Raw -73700.217888 + Penalty 1560.323969 = -72139.893918 nChanged 51 SP:Iteration 9Q (228.899855 sec): 3 clusters Score: Raw -73750.103484 + Penalty 1560.323969 = -72189.779515 nChanged 49 SP:Iteration 10Q (228.974600 sec): 3 clusters Score: Raw -73812.946291 + Penalty 1560.323969 = -72252.622322 nChanged 52 SP:Iteration 11Q (229.060173 sec): 3 clusters Score: Raw -73878.721567 + Penalty 1560.323969 = -72318.397598 nChanged 39 SP:Iteration 12Q (229.162786 sec): 3 clusters Score: Raw -73919.739400 + Penalty 1560.323969 = -72359.415431 nChanged 40 SP:Iteration 13Q (229.253541 sec): 3 clusters Score: Raw -73965.386849 + Penalty 1560.323969 = -72405.062880 nChanged 50 SP:Iteration 14Q (229.347706 sec): 3 clusters Score: Raw -74030.882653 + Penalty 1560.323969 = -72470.558684 nChanged 50 SP:Iteration 15Q (229.462519 sec): 3 clusters Score: Raw -74102.518902 + Penalty 1560.323969 = -72542.194933 nChanged 51 SP:Iteration 16Q (229.557142 sec): 3 clusters Score: Raw -74193.323800 + Penalty 1560.323969 = -72632.999831 nChanged 49 SP:Iteration 17Q (229.646881 sec): 3 clusters Score: Raw -74283.815777 + Penalty 1560.323969 = -72723.491807 nChanged 52 SP:Iteration 18Q (229.750597 sec): 3 clusters Score: Raw -74399.477017 + Penalty 1560.323969 = -72839.153048 nChanged 40 SP:Iteration 19Q (229.855539 sec): 3 clusters Score: Raw -74464.013347 + Penalty 1560.323969 = -72903.689378 nChanged 28 SP:Iteration 20F (229.955437 sec): 3 clusters Score: Raw -74512.373236 + Penalty 1560.323969 = -72952.049267 nChanged 15 SP:Iteration 21Q (230.030670 sec): 3 clusters Score: Raw -74526.858370 + Penalty 1560.323969 = -72966.534401 nChanged 11 SP:Iteration 22Q (230.149008 sec): 3 clusters Score: Raw -74538.324904 + Penalty 1560.323969 = -72978.000935 nChanged 7 SP:Iteration 23Q (230.243167 sec): 3 clusters Score: Raw -74545.828677 + Penalty 1560.323969 = -72985.504708 nChanged 8 SP:Iteration 24Q (230.336534 sec): 3 clusters Score: Raw -74552.868547 + Penalty 1560.323969 = -72992.544577 nChanged 6 SP:Iteration 25Q (230.449344 sec): 3 clusters Score: Raw -74557.326745 + Penalty 1560.323969 = -72997.002776 nChanged 7 SP:Iteration 26Q (230.532315 sec): 3 clusters Score: Raw -74565.683890 + Penalty 1560.323969 = -73005.359921 nChanged 3 SP:Iteration 27Q (230.650856 sec): 3 clusters Score: Raw -74574.164928 + Penalty 1560.323969 = -73013.840959 nChanged 6 SP:Iteration 28Q (230.737567 sec): 3 clusters Score: Raw -74584.153318 + Penalty 1560.323969 = -73023.829349 nChanged 4 SP:Iteration 29Q (230.838268 sec): 3 clusters Score: Raw -74587.387560 + Penalty 1560.323969 = -73027.063591 nChanged 3 SP:Iteration 30Q (230.925545 sec): 3 clusters Score: Raw -74589.381654 + Penalty 1560.323969 = -73029.057685 nChanged 2 SP:Iteration 31Q (231.008163 sec): 3 clusters Score: Raw -74590.497692 + Penalty 1560.323969 = -73030.173723 nChanged 1 SP:Iteration 32Q (231.104999 sec): 3 clusters Score: Raw -74591.754416 + Penalty 1560.323969 = -73031.430447 nChanged 1 SP:Iteration 33Q (231.209034 sec): 3 clusters Score: Raw -74592.235552 + Penalty 1560.323969 = -73031.911583 nChanged 0 SP:Iteration 34F (231.306171 sec): 3 clusters Score: Raw -74592.235552 + Penalty 1560.323969 = -73031.911583 nChanged 0 Score: Raw -2005572.781924 + Penalty 16729.896126 = -1988842.885798 Splitting cluster 8 changes total score from -1988933.670009 to -1988842.885798 So it's not getting split. Trying to split cluster 9 (3204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.625020 sec): 2 clusters Score: Raw -142393.424709 + Penalty 847.576307 = -141545.848402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.710792 sec): 3 clusters Score: Raw -140741.606148 + Penalty 1695.152615 = -139046.453534 nChanged 1323 SP:Iteration 1F (232.811059 sec): 3 clusters Score: Raw -141698.999611 + Penalty 1695.152615 = -140003.846996 nChanged 313 SP:Iteration 2F (232.921330 sec): 3 clusters Score: Raw -142004.729351 + Penalty 1695.152615 = -140309.576736 nChanged 271 SP:Iteration 3F (233.018637 sec): 3 clusters Score: Raw -142284.828225 + Penalty 1695.152615 = -140589.675610 nChanged 230 SP:Iteration 4F (233.115514 sec): 3 clusters Score: Raw -142545.125588 + Penalty 1695.152615 = -140849.972973 nChanged 190 SP:Iteration 5F (233.207854 sec): 3 clusters Score: Raw -142737.786017 + Penalty 1695.152615 = -141042.633403 nChanged 145 SP:Iteration 6Q (233.318670 sec): 3 clusters Score: Raw -142865.081798 + Penalty 1695.152615 = -141169.929184 nChanged 112 SP:Iteration 7Q (233.426118 sec): 3 clusters Score: Raw -142945.631550 + Penalty 1695.152615 = -141250.478935 nChanged 77 SP:Iteration 8Q (233.529135 sec): 3 clusters Score: Raw -142995.219867 + Penalty 1695.152615 = -141300.067252 nChanged 61 SP:Iteration 9Q (233.626069 sec): 3 clusters Score: Raw -143046.291503 + Penalty 1695.152615 = -141351.138889 nChanged 61 SP:Iteration 10Q (233.731131 sec): 3 clusters Score: Raw -143081.573357 + Penalty 1695.152615 = -141386.420742 nChanged 44 SP:Iteration 11Q (233.868789 sec): 3 clusters Score: Raw -143099.246537 + Penalty 1695.152615 = -141404.093922 nChanged 31 SP:Iteration 12Q (233.943937 sec): 3 clusters Score: Raw -143111.949008 + Penalty 1695.152615 = -141416.796393 nChanged 22 SP:Iteration 13Q (234.066419 sec): 3 clusters Score: Raw -143118.992402 + Penalty 1695.152615 = -141423.839788 nChanged 11 SP:Iteration 14Q (234.164872 sec): 3 clusters Score: Raw -143121.258377 + Penalty 1695.152615 = -141426.105762 nChanged 6 SP:Iteration 15Q (234.273721 sec): 3 clusters Score: Raw -143122.724608 + Penalty 1695.152615 = -141427.571993 nChanged 3 SP:Iteration 16Q (234.373263 sec): 3 clusters Score: Raw -143123.138972 + Penalty 1695.152615 = -141427.986357 nChanged 2 SP:Iteration 17Q (234.450930 sec): 3 clusters Score: Raw -143123.413457 + Penalty 1695.152615 = -141428.260842 nChanged 1 SP:Iteration 18Q (234.563767 sec): 3 clusters Score: Raw -143123.488299 + Penalty 1695.152615 = -141428.335684 nChanged 1 SP:Iteration 19Q (234.643526 sec): 3 clusters Score: Raw -143124.134312 + Penalty 1695.152615 = -141428.981697 nChanged 0 SP:Iteration 20F (234.745142 sec): 3 clusters Score: Raw -143124.134312 + Penalty 1695.152615 = -141428.981697 nChanged 0 Trying to split cluster 10 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.814587 sec): 2 clusters Score: Raw -32841.024181 + Penalty 719.707223 = -32121.316959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.910510 sec): 3 clusters Score: Raw -32538.130242 + Penalty 1439.414445 = -31098.715797 nChanged 336 SP:Iteration 1F (234.989970 sec): 3 clusters Score: Raw -33106.241479 + Penalty 1439.414445 = -31666.827033 nChanged 118 SP:Iteration 2F (235.070357 sec): 3 clusters Score: Raw -33265.544666 + Penalty 1439.414445 = -31826.130220 nChanged 59 SP:Iteration 3F (235.167641 sec): 3 clusters Score: Raw -33338.405264 + Penalty 1439.414445 = -31898.990818 nChanged 52 SP:Iteration 4F (235.269510 sec): 3 clusters Score: Raw -33416.092066 + Penalty 1439.414445 = -31976.677621 nChanged 27 SP:Iteration 5Q (235.365818 sec): 3 clusters Score: Raw -33470.500398 + Penalty 1439.414445 = -32031.085952 nChanged 23 SP:Iteration 6Q (235.461815 sec): 3 clusters Score: Raw -33505.144750 + Penalty 1439.414445 = -32065.730305 nChanged 19 SP:Iteration 7Q (235.589387 sec): 3 clusters Score: Raw -33543.542663 + Penalty 1439.414445 = -32104.128218 nChanged 10 SP:Iteration 8Q (235.686203 sec): 3 clusters Score: Raw -33553.706173 + Penalty 1439.414445 = -32114.291728 nChanged 5 SP:Iteration 9Q (235.772022 sec): 3 clusters Score: Raw -33564.290288 + Penalty 1439.414445 = -32124.875842 nChanged 7 SP:Iteration 10Q (235.846934 sec): 3 clusters Score: Raw -33578.603706 + Penalty 1439.414445 = -32139.189260 nChanged 6 SP:Iteration 11Q (235.956499 sec): 3 clusters Score: Raw -33590.174234 + Penalty 1439.414445 = -32150.759788 nChanged 2 SP:Iteration 12Q (236.053864 sec): 3 clusters Score: Raw -33593.942093 + Penalty 1439.414445 = -32154.527647 nChanged 3 SP:Iteration 13Q (236.155325 sec): 3 clusters Score: Raw -33599.542732 + Penalty 1439.414445 = -32160.128287 nChanged 5 SP:Iteration 14Q (236.247562 sec): 3 clusters Score: Raw -33605.986600 + Penalty 1439.414445 = -32166.572155 nChanged 4 SP:Iteration 15Q (236.333753 sec): 3 clusters Score: Raw -33615.692634 + Penalty 1439.414445 = -32176.278188 nChanged 4 SP:Iteration 16Q (236.400396 sec): 3 clusters Score: Raw -33620.665389 + Penalty 1439.414445 = -32181.250943 nChanged 2 SP:Iteration 17Q (236.511614 sec): 3 clusters Score: Raw -33623.799890 + Penalty 1439.414445 = -32184.385444 nChanged 1 SP:Iteration 18Q (236.616929 sec): 3 clusters Score: Raw -33624.646061 + Penalty 1439.414445 = -32185.231615 nChanged 1 SP:Iteration 19Q (236.728260 sec): 3 clusters Score: Raw -33625.025947 + Penalty 1439.414445 = -32185.611502 nChanged 0 SP:Iteration 20F (236.805961 sec): 3 clusters Score: Raw -33625.025947 + Penalty 1439.414445 = -32185.611502 nChanged 0 Score: Raw -2005332.241493 + Penalty 16729.896126 = -1988602.345367 Splitting cluster 10 changes total score from -1988933.670009 to -1988602.345367 So it's not getting split. Trying to split cluster 11 (5385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.161977 sec): 2 clusters Score: Raw -284813.101186 + Penalty 902.094122 = -283911.007064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.239549 sec): 3 clusters Score: Raw -281811.423257 + Penalty 1804.188244 = -280007.235013 nChanged 2284 SP:Iteration 1F (238.355244 sec): 3 clusters Score: Raw -283347.517943 + Penalty 1804.188244 = -281543.329699 nChanged 551 SP:Iteration 2F (238.457108 sec): 3 clusters Score: Raw -283816.213516 + Penalty 1804.188244 = -282012.025272 nChanged 469 SP:Iteration 3F (238.563347 sec): 3 clusters Score: Raw -284155.234671 + Penalty 1804.188244 = -282351.046427 nChanged 337 SP:Iteration 4F (238.672660 sec): 3 clusters Score: Raw -284386.078097 + Penalty 1804.188244 = -282581.889854 nChanged 268 SP:Iteration 5Q (238.788895 sec): 3 clusters Score: Raw -284569.055480 + Penalty 1804.188244 = -282764.867236 nChanged 184 SP:Iteration 6Q (238.895669 sec): 3 clusters Score: Raw -284692.592522 + Penalty 1804.188244 = -282888.404279 nChanged 143 SP:Iteration 7Q (239.000608 sec): 3 clusters Score: Raw -284791.391346 + Penalty 1804.188244 = -282987.203103 nChanged 128 SP:Iteration 8Q (239.129461 sec): 3 clusters Score: Raw -284871.095631 + Penalty 1804.188244 = -283066.907387 nChanged 109 SP:Iteration 9Q (239.229676 sec): 3 clusters Score: Raw -284951.657970 + Penalty 1804.188244 = -283147.469726 nChanged 91 SP:Iteration 10Q (239.343219 sec): 3 clusters Score: Raw -285010.876636 + Penalty 1804.188244 = -283206.688392 nChanged 73 SP:Iteration 11Q (239.447434 sec): 3 clusters Score: Raw -285060.669875 + Penalty 1804.188244 = -283256.481631 nChanged 73 SP:Iteration 12Q (239.553790 sec): 3 clusters Score: Raw -285101.021963 + Penalty 1804.188244 = -283296.833719 nChanged 52 SP:Iteration 13Q (239.676062 sec): 3 clusters Score: Raw -285126.749813 + Penalty 1804.188244 = -283322.561569 nChanged 48 SP:Iteration 14Q (239.792455 sec): 3 clusters Score: Raw -285149.802643 + Penalty 1804.188244 = -283345.614399 nChanged 42 SP:Iteration 15Q (239.921544 sec): 3 clusters Score: Raw -285174.222561 + Penalty 1804.188244 = -283370.034318 nChanged 29 SP:Iteration 16Q (240.020433 sec): 3 clusters Score: Raw -285185.765960 + Penalty 1804.188244 = -283381.577717 nChanged 28 SP:Iteration 17Q (240.116204 sec): 3 clusters Score: Raw -285198.877719 + Penalty 1804.188244 = -283394.689475 nChanged 26 SP:Iteration 18Q (240.228097 sec): 3 clusters Score: Raw -285210.738188 + Penalty 1804.188244 = -283406.549944 nChanged 30 SP:Iteration 19Q (240.343521 sec): 3 clusters Score: Raw -285223.834455 + Penalty 1804.188244 = -283419.646211 nChanged 24 SP:Iteration 20F (240.416642 sec): 3 clusters Score: Raw -285233.778681 + Penalty 1804.188244 = -283429.590438 nChanged 21 SP:Iteration 21Q (240.537196 sec): 3 clusters Score: Raw -285244.654990 + Penalty 1804.188244 = -283440.466746 nChanged 26 SP:Iteration 22Q (240.641480 sec): 3 clusters Score: Raw -285256.633219 + Penalty 1804.188244 = -283452.444976 nChanged 18 SP:Iteration 23Q (240.748123 sec): 3 clusters Score: Raw -285264.910122 + Penalty 1804.188244 = -283460.721878 nChanged 28 SP:Iteration 24Q (240.853264 sec): 3 clusters Score: Raw -285275.659130 + Penalty 1804.188244 = -283471.470886 nChanged 30 SP:Iteration 25Q (240.949501 sec): 3 clusters Score: Raw -285295.468075 + Penalty 1804.188244 = -283491.279831 nChanged 45 SP:Iteration 26Q (241.050931 sec): 3 clusters Score: Raw -285326.647210 + Penalty 1804.188244 = -283522.458966 nChanged 48 SP:Iteration 27Q (241.157589 sec): 3 clusters Score: Raw -285359.208029 + Penalty 1804.188244 = -283555.019786 nChanged 49 SP:Iteration 28Q (241.274057 sec): 3 clusters Score: Raw -285394.515414 + Penalty 1804.188244 = -283590.327170 nChanged 46 SP:Iteration 29Q (241.387308 sec): 3 clusters Score: Raw -285426.208527 + Penalty 1804.188244 = -283622.020283 nChanged 40 SP:Iteration 30Q (241.509072 sec): 3 clusters Score: Raw -285453.774836 + Penalty 1804.188244 = -283649.586592 nChanged 41 SP:Iteration 31Q (241.613834 sec): 3 clusters Score: Raw -285486.442126 + Penalty 1804.188244 = -283682.253882 nChanged 39 SP:Iteration 32Q (241.696190 sec): 3 clusters Score: Raw -285525.287824 + Penalty 1804.188244 = -283721.099581 nChanged 51 SP:Iteration 33Q (241.801988 sec): 3 clusters Score: Raw -285564.964764 + Penalty 1804.188244 = -283760.776520 nChanged 41 SP:Iteration 34Q (241.898049 sec): 3 clusters Score: Raw -285589.735629 + Penalty 1804.188244 = -283785.547385 nChanged 34 SP:Iteration 35Q (242.013989 sec): 3 clusters Score: Raw -285604.105684 + Penalty 1804.188244 = -283799.917440 nChanged 19 SP:Iteration 36Q (242.125008 sec): 3 clusters Score: Raw -285609.795089 + Penalty 1804.188244 = -283805.606845 nChanged 11 SP:Iteration 37Q (242.206194 sec): 3 clusters Score: Raw -285613.900398 + Penalty 1804.188244 = -283809.712154 nChanged 10 SP:Iteration 38Q (242.308665 sec): 3 clusters Score: Raw -285615.910014 + Penalty 1804.188244 = -283811.721770 nChanged 3 SP:Iteration 39Q (242.431062 sec): 3 clusters Score: Raw -285617.236063 + Penalty 1804.188244 = -283813.047819 nChanged 3 SP:Iteration 40F (242.531679 sec): 3 clusters Score: Raw -285618.900272 + Penalty 1804.188244 = -283814.712029 nChanged 5 SP:Iteration 41Q (242.640710 sec): 3 clusters Score: Raw -285620.158945 + Penalty 1804.188244 = -283815.970702 nChanged 3 SP:Iteration 42Q (242.766346 sec): 3 clusters Score: Raw -285621.177556 + Penalty 1804.188244 = -283816.989313 nChanged 0 SP:Iteration 43F (242.881760 sec): 3 clusters Score: Raw -285621.177556 + Penalty 1804.188244 = -283816.989313 nChanged 0 Trying to split cluster 12 (1287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.950037 sec): 2 clusters Score: Raw -60046.369911 + Penalty 751.807267 = -59294.562644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.029267 sec): 3 clusters Score: Raw -59486.304419 + Penalty 1503.614534 = -57982.689885 nChanged 447 SP:Iteration 1F (243.118129 sec): 3 clusters Score: Raw -59784.985490 + Penalty 1503.614534 = -58281.370956 nChanged 126 SP:Iteration 2F (243.243817 sec): 3 clusters Score: Raw -59894.567968 + Penalty 1503.614534 = -58390.953435 nChanged 86 SP:Iteration 3F (243.339294 sec): 3 clusters Score: Raw -59952.972525 + Penalty 1503.614534 = -58449.357992 nChanged 57 SP:Iteration 4Q (243.417278 sec): 3 clusters Score: Raw -59982.316159 + Penalty 1503.614534 = -58478.701625 nChanged 34 SP:Iteration 5Q (243.512804 sec): 3 clusters Score: Raw -60006.929023 + Penalty 1503.614534 = -58503.314489 nChanged 27 SP:Iteration 6Q (243.593310 sec): 3 clusters Score: Raw -60021.951028 + Penalty 1503.614534 = -58518.336495 nChanged 16 SP:Iteration 7Q (243.696825 sec): 3 clusters Score: Raw -60032.335165 + Penalty 1503.614534 = -58528.720632 nChanged 10 SP:Iteration 8Q (243.800337 sec): 3 clusters Score: Raw -60036.313579 + Penalty 1503.614534 = -58532.699045 nChanged 8 SP:Iteration 9Q (243.888942 sec): 3 clusters Score: Raw -60039.021709 + Penalty 1503.614534 = -58535.407176 nChanged 5 SP:Iteration 10Q (243.981834 sec): 3 clusters Score: Raw -60040.163366 + Penalty 1503.614534 = -58536.548833 nChanged 1 SP:Iteration 11Q (244.088064 sec): 3 clusters Score: Raw -60040.482062 + Penalty 1503.614534 = -58536.867529 nChanged 0 SP:Iteration 12F (244.184131 sec): 3 clusters Score: Raw -60040.482062 + Penalty 1503.614534 = -58536.867529 nChanged 0 Trying to split cluster 13 (1361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (244.240362 sec): 2 clusters Score: Raw -74297.934135 + Penalty 757.677375 = -73540.256759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (244.324522 sec): 3 clusters Score: Raw -73684.068506 + Penalty 1515.354751 = -72168.713756 nChanged 506 SP:Iteration 1F (244.400159 sec): 3 clusters Score: Raw -74038.224856 + Penalty 1515.354751 = -72522.870106 nChanged 113 SP:Iteration 2F (244.497921 sec): 3 clusters Score: Raw -74124.598117 + Penalty 1515.354751 = -72609.243367 nChanged 59 SP:Iteration 3Q (244.593616 sec): 3 clusters Score: Raw -74161.609796 + Penalty 1515.354751 = -72646.255045 nChanged 48 SP:Iteration 4Q (244.708797 sec): 3 clusters Score: Raw -74198.257453 + Penalty 1515.354751 = -72682.902702 nChanged 43 SP:Iteration 5Q (244.807958 sec): 3 clusters Score: Raw -74225.245115 + Penalty 1515.354751 = -72709.890365 nChanged 35 SP:Iteration 6Q (244.897715 sec): 3 clusters Score: Raw -74251.278208 + Penalty 1515.354751 = -72735.923458 nChanged 48 SP:Iteration 7Q (244.971092 sec): 3 clusters Score: Raw -74296.048260 + Penalty 1515.354751 = -72780.693509 nChanged 51 SP:Iteration 8Q (245.061576 sec): 3 clusters Score: Raw -74340.260898 + Penalty 1515.354751 = -72824.906147 nChanged 51 SP:Iteration 9Q (245.155661 sec): 3 clusters Score: Raw -74382.560677 + Penalty 1515.354751 = -72867.205926 nChanged 39 SP:Iteration 10Q (245.254837 sec): 3 clusters Score: Raw -74413.557860 + Penalty 1515.354751 = -72898.203110 nChanged 31 SP:Iteration 11Q (245.342486 sec): 3 clusters Score: Raw -74432.611037 + Penalty 1515.354751 = -72917.256287 nChanged 13 SP:Iteration 12Q (245.438640 sec): 3 clusters Score: Raw -74439.242103 + Penalty 1515.354751 = -72923.887352 nChanged 8 SP:Iteration 13Q (245.541232 sec): 3 clusters Score: Raw -74444.848287 + Penalty 1515.354751 = -72929.493536 nChanged 5 SP:Iteration 14Q (245.630128 sec): 3 clusters Score: Raw -74448.600943 + Penalty 1515.354751 = -72933.246192 nChanged 8 SP:Iteration 15Q (245.728177 sec): 3 clusters Score: Raw -74451.971898 + Penalty 1515.354751 = -72936.617147 nChanged 6 SP:Iteration 16Q (245.840427 sec): 3 clusters Score: Raw -74454.950409 + Penalty 1515.354751 = -72939.595658 nChanged 5 SP:Iteration 17Q (245.922989 sec): 3 clusters Score: Raw -74458.556354 + Penalty 1515.354751 = -72943.201604 nChanged 9 SP:Iteration 18Q (246.023415 sec): 3 clusters Score: Raw -74463.325281 + Penalty 1515.354751 = -72947.970530 nChanged 10 SP:Iteration 19Q (246.101973 sec): 3 clusters Score: Raw -74468.668470 + Penalty 1515.354751 = -72953.313719 nChanged 6 SP:Iteration 20F (246.198406 sec): 3 clusters Score: Raw -74471.868752 + Penalty 1515.354751 = -72956.514001 nChanged 4 SP:Iteration 21Q (246.291220 sec): 3 clusters Score: Raw -74475.481888 + Penalty 1515.354751 = -72960.127138 nChanged 8 SP:Iteration 22Q (246.404897 sec): 3 clusters Score: Raw -74479.766644 + Penalty 1515.354751 = -72964.411894 nChanged 4 SP:Iteration 23Q (246.472322 sec): 3 clusters Score: Raw -74481.880283 + Penalty 1515.354751 = -72966.525533 nChanged 3 SP:Iteration 24Q (246.571103 sec): 3 clusters Score: Raw -74483.080481 + Penalty 1515.354751 = -72967.725730 nChanged 1 SP:Iteration 25Q (246.676689 sec): 3 clusters Score: Raw -74483.433311 + Penalty 1515.354751 = -72968.078561 nChanged 1 SP:Iteration 26Q (246.782602 sec): 3 clusters Score: Raw -74483.906258 + Penalty 1515.354751 = -72968.551507 nChanged 1 SP:Iteration 27Q (246.874554 sec): 3 clusters Score: Raw -74484.464654 + Penalty 1515.354751 = -72969.109903 nChanged 0 SP:Iteration 28F (246.985026 sec): 3 clusters Score: Raw -74484.464654 + Penalty 1515.354751 = -72969.109903 nChanged 0 Trying to split cluster 14 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.035385 sec): 2 clusters Score: Raw -48006.069339 + Penalty 732.907974 = -47273.161365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.144449 sec): 3 clusters Score: Raw -47630.088438 + Penalty 1465.815948 = -46164.272491 nChanged 355 SP:Iteration 1F (247.231685 sec): 3 clusters Score: Raw -47914.416168 + Penalty 1465.815948 = -46448.600221 nChanged 95 SP:Iteration 2F (247.320426 sec): 3 clusters Score: Raw -48018.464971 + Penalty 1465.815948 = -46552.649023 nChanged 57 SP:Iteration 3F (247.397187 sec): 3 clusters Score: Raw -48080.667154 + Penalty 1465.815948 = -46614.851206 nChanged 42 SP:Iteration 4Q (247.475337 sec): 3 clusters Score: Raw -48117.774697 + Penalty 1465.815948 = -46651.958749 nChanged 31 SP:Iteration 5Q (247.569959 sec): 3 clusters Score: Raw -48142.847578 + Penalty 1465.815948 = -46677.031631 nChanged 20 SP:Iteration 6Q (247.640709 sec): 3 clusters Score: Raw -48160.818880 + Penalty 1465.815948 = -46695.002933 nChanged 19 SP:Iteration 7Q (247.741449 sec): 3 clusters Score: Raw -48173.809586 + Penalty 1465.815948 = -46707.993638 nChanged 14 SP:Iteration 8Q (247.848844 sec): 3 clusters Score: Raw -48184.772886 + Penalty 1465.815948 = -46718.956938 nChanged 12 SP:Iteration 9Q (247.934010 sec): 3 clusters Score: Raw -48190.017860 + Penalty 1465.815948 = -46724.201912 nChanged 9 SP:Iteration 10Q (248.022047 sec): 3 clusters Score: Raw -48196.223968 + Penalty 1465.815948 = -46730.408020 nChanged 9 SP:Iteration 11Q (248.123722 sec): 3 clusters Score: Raw -48200.461609 + Penalty 1465.815948 = -46734.645662 nChanged 12 SP:Iteration 12Q (248.231718 sec): 3 clusters Score: Raw -48207.716818 + Penalty 1465.815948 = -46741.900871 nChanged 6 SP:Iteration 13Q (248.328579 sec): 3 clusters Score: Raw -48211.198091 + Penalty 1465.815948 = -46745.382144 nChanged 6 SP:Iteration 14Q (248.417123 sec): 3 clusters Score: Raw -48216.860905 + Penalty 1465.815948 = -46751.044958 nChanged 4 SP:Iteration 15Q (248.501236 sec): 3 clusters Score: Raw -48218.599179 + Penalty 1465.815948 = -46752.783232 nChanged 4 SP:Iteration 16Q (248.603799 sec): 3 clusters Score: Raw -48220.421425 + Penalty 1465.815948 = -46754.605477 nChanged 2 SP:Iteration 17Q (248.683134 sec): 3 clusters Score: Raw -48220.939354 + Penalty 1465.815948 = -46755.123407 nChanged 2 SP:Iteration 18Q (248.792787 sec): 3 clusters Score: Raw -48221.565143 + Penalty 1465.815948 = -46755.749196 nChanged 1 SP:Iteration 19Q (248.904340 sec): 3 clusters Score: Raw -48221.666766 + Penalty 1465.815948 = -46755.850818 nChanged 1 SP:Iteration 20F (248.982485 sec): 3 clusters Score: Raw -48222.223095 + Penalty 1465.815948 = -46756.407148 nChanged 3 SP:Iteration 21Q (249.096604 sec): 3 clusters Score: Raw -48223.510880 + Penalty 1465.815948 = -46757.694933 nChanged 2 SP:Iteration 22Q (249.172579 sec): 3 clusters Score: Raw -48224.577751 + Penalty 1465.815948 = -46758.761803 nChanged 4 SP:Iteration 23Q (249.267179 sec): 3 clusters Score: Raw -48227.145565 + Penalty 1465.815948 = -46761.329618 nChanged 3 SP:Iteration 24Q (249.347921 sec): 3 clusters Score: Raw -48228.782214 + Penalty 1465.815948 = -46762.966267 nChanged 1 SP:Iteration 25Q (249.452185 sec): 3 clusters Score: Raw -48228.849565 + Penalty 1465.815948 = -46763.033618 nChanged 0 SP:Iteration 26F (249.559549 sec): 3 clusters Score: Raw -48228.849565 + Penalty 1465.815948 = -46763.033618 nChanged 0 Time taken for this iteration:249.293748 seconds. 2->15 Clusters: Score -1988933.670009, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 41034 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (249.831365 sec): 3 clusters Score: Raw -1820116.470329 + Penalty 2230.652817 = -1817885.817512 nChanged 20430 Iteration 1F (250.025721 sec): 3 clusters Score: Raw -1903488.038313 + Penalty 2230.652817 = -1901257.385496 nChanged 5809 Iteration 2F (250.219654 sec): 3 clusters Score: Raw -1942276.261401 + Penalty 2230.652817 = -1940045.608584 nChanged 2128 Iteration 3F (250.454339 sec): 3 clusters Score: Raw -1947970.588341 + Penalty 2230.652817 = -1945739.935525 nChanged 944 Iteration 4Q (250.620007 sec): 3 clusters Score: Raw -1949247.756991 + Penalty 2230.652817 = -1947017.104174 nChanged 496 Iteration 5Q (250.828427 sec): 3 clusters Score: Raw -1949507.547050 + Penalty 2230.652817 = -1947276.894234 nChanged 285 Iteration 6Q (251.054907 sec): 3 clusters Score: Raw -1949589.274722 + Penalty 2230.652817 = -1947358.621905 nChanged 176 Iteration 7Q (251.218491 sec): 3 clusters Score: Raw -1949619.416998 + Penalty 2230.652817 = -1947388.764181 nChanged 103 Iteration 8Q (251.389636 sec): 3 clusters Score: Raw -1949630.110423 + Penalty 2230.652817 = -1947399.457606 nChanged 62 Iteration 9Q (251.586235 sec): 3 clusters Score: Raw -1949634.133423 + Penalty 2230.652817 = -1947403.480606 nChanged 33 Iteration 10Q (251.763330 sec): 3 clusters Score: Raw -1949635.581456 + Penalty 2230.652817 = -1947404.928640 nChanged 19 Iteration 11Q (251.979087 sec): 3 clusters Score: Raw -1949636.349752 + Penalty 2230.652817 = -1947405.696935 nChanged 21 Iteration 12Q (252.150840 sec): 3 clusters Score: Raw -1949637.052510 + Penalty 2230.652817 = -1947406.399693 nChanged 8 Iteration 13Q (252.343818 sec): 3 clusters Score: Raw -1949637.502566 + Penalty 2230.652817 = -1947406.849750 nChanged 4 Iteration 14Q (252.525051 sec): 3 clusters Score: Raw -1949637.575013 + Penalty 2230.652817 = -1947406.922196 nChanged 3 Iteration 15Q (252.779023 sec): 3 clusters Score: Raw -1949637.629878 + Penalty 2230.652817 = -1947406.977061 nChanged 2 Iteration 16Q (252.978084 sec): 3 clusters Score: Raw -1949637.671478 + Penalty 2230.652817 = -1947407.018662 nChanged 2 Iteration 17Q (253.163850 sec): 3 clusters Score: Raw -1949637.704667 + Penalty 2230.652817 = -1947407.051851 nChanged 1 Iteration 18Q (253.373158 sec): 3 clusters Score: Raw -1949637.720836 + Penalty 2230.652817 = -1947407.068019 nChanged 1 Iteration 19Q (253.570460 sec): 3 clusters Score: Raw -1949637.738671 + Penalty 2230.652817 = -1947407.085855 nChanged 0 Writing temp clu file Because OldScore, -1947407.068019, is greater than current (better) Score,-1947407.085855 Compute initial score before splitting: Score: Raw -1949637.738671 + Penalty 2230.652817 = -1947407.085855 Trying to split cluster 1 (11299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.689388 sec): 2 clusters Score: Raw -437372.750151 + Penalty 979.909298 = -436392.840853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.796617 sec): 3 clusters Score: Raw -430823.700574 + Penalty 1959.818596 = -428863.881978 nChanged 5141 SP:Iteration 1F (253.907942 sec): 3 clusters Score: Raw -437114.900343 + Penalty 1959.818596 = -435155.081747 nChanged 1647 SP:Iteration 2F (254.040696 sec): 3 clusters Score: Raw -440140.482486 + Penalty 1959.818596 = -438180.663890 nChanged 1131 SP:Iteration 3F (254.183314 sec): 3 clusters Score: Raw -442100.810917 + Penalty 1959.818596 = -440140.992321 nChanged 818 SP:Iteration 4F (254.318950 sec): 3 clusters Score: Raw -444029.570370 + Penalty 1959.818596 = -442069.751774 nChanged 648 SP:Iteration 5F (254.449448 sec): 3 clusters Score: Raw -444744.914975 + Penalty 1959.818596 = -442785.096378 nChanged 377 SP:Iteration 6Q (254.552152 sec): 3 clusters Score: Raw -444939.003961 + Penalty 1959.818596 = -442979.185365 nChanged 230 SP:Iteration 7Q (254.683748 sec): 3 clusters Score: Raw -445026.810909 + Penalty 1959.818596 = -443066.992313 nChanged 141 SP:Iteration 8Q (254.827812 sec): 3 clusters Score: Raw -445075.928901 + Penalty 1959.818596 = -443116.110305 nChanged 110 SP:Iteration 9Q (254.940822 sec): 3 clusters Score: Raw -445115.266585 + Penalty 1959.818596 = -443155.447989 nChanged 100 SP:Iteration 10Q (255.077469 sec): 3 clusters Score: Raw -445148.638168 + Penalty 1959.818596 = -443188.819572 nChanged 97 SP:Iteration 11Q (255.201290 sec): 3 clusters Score: Raw -445196.536404 + Penalty 1959.818596 = -443236.717808 nChanged 117 SP:Iteration 12Q (255.297915 sec): 3 clusters Score: Raw -445259.858583 + Penalty 1959.818596 = -443300.039987 nChanged 143 SP:Iteration 13Q (255.412421 sec): 3 clusters Score: Raw -445364.922805 + Penalty 1959.818596 = -443405.104209 nChanged 180 SP:Iteration 14Q (255.546264 sec): 3 clusters Score: Raw -445626.628384 + Penalty 1959.818596 = -443666.809788 nChanged 211 SP:Iteration 15Q (255.676118 sec): 3 clusters Score: Raw -445983.497967 + Penalty 1959.818596 = -444023.679371 nChanged 147 SP:Iteration 16Q (255.784823 sec): 3 clusters Score: Raw -446192.533544 + Penalty 1959.818596 = -444232.714948 nChanged 117 SP:Iteration 17Q (255.909086 sec): 3 clusters Score: Raw -446279.635724 + Penalty 1959.818596 = -444319.817128 nChanged 81 SP:Iteration 18Q (256.031247 sec): 3 clusters Score: Raw -446307.444756 + Penalty 1959.818596 = -444347.626160 nChanged 58 SP:Iteration 19Q (256.159896 sec): 3 clusters Score: Raw -446325.046651 + Penalty 1959.818596 = -444365.228055 nChanged 31 SP:Iteration 20F (256.269777 sec): 3 clusters Score: Raw -446337.089943 + Penalty 1959.818596 = -444377.271347 nChanged 24 SP:Iteration 21Q (256.402088 sec): 3 clusters Score: Raw -446344.960524 + Penalty 1959.818596 = -444385.141927 nChanged 20 SP:Iteration 22Q (256.542356 sec): 3 clusters Score: Raw -446351.286272 + Penalty 1959.818596 = -444391.467676 nChanged 26 SP:Iteration 23Q (256.658832 sec): 3 clusters Score: Raw -446357.473051 + Penalty 1959.818596 = -444397.654455 nChanged 23 SP:Iteration 24Q (256.791150 sec): 3 clusters Score: Raw -446363.779680 + Penalty 1959.818596 = -444403.961084 nChanged 21 SP:Iteration 25Q (256.913772 sec): 3 clusters Score: Raw -446367.052667 + Penalty 1959.818596 = -444407.234071 nChanged 11 SP:Iteration 26Q (257.047849 sec): 3 clusters Score: Raw -446369.073698 + Penalty 1959.818596 = -444409.255102 nChanged 9 SP:Iteration 27Q (257.154412 sec): 3 clusters Score: Raw -446370.267984 + Penalty 1959.818596 = -444410.449388 nChanged 8 SP:Iteration 28Q (257.284357 sec): 3 clusters Score: Raw -446371.836450 + Penalty 1959.818596 = -444412.017854 nChanged 10 SP:Iteration 29Q (257.398251 sec): 3 clusters Score: Raw -446375.297598 + Penalty 1959.818596 = -444415.479002 nChanged 12 SP:Iteration 30Q (257.520914 sec): 3 clusters Score: Raw -446377.313197 + Penalty 1959.818596 = -444417.494601 nChanged 14 SP:Iteration 31Q (257.668558 sec): 3 clusters Score: Raw -446379.253196 + Penalty 1959.818596 = -444419.434600 nChanged 12 SP:Iteration 32Q (257.776047 sec): 3 clusters Score: Raw -446380.815554 + Penalty 1959.818596 = -444420.996958 nChanged 17 SP:Iteration 33Q (257.909499 sec): 3 clusters Score: Raw -446383.505601 + Penalty 1959.818596 = -444423.687005 nChanged 16 SP:Iteration 34Q (258.052941 sec): 3 clusters Score: Raw -446387.726268 + Penalty 1959.818596 = -444427.907672 nChanged 25 SP:Iteration 35Q (258.170271 sec): 3 clusters Score: Raw -446393.195392 + Penalty 1959.818596 = -444433.376796 nChanged 14 SP:Iteration 36Q (258.322446 sec): 3 clusters Score: Raw -446395.921526 + Penalty 1959.818596 = -444436.102930 nChanged 13 SP:Iteration 37Q (258.471039 sec): 3 clusters Score: Raw -446398.172723 + Penalty 1959.818596 = -444438.354126 nChanged 13 SP:Iteration 38Q (258.573736 sec): 3 clusters Score: Raw -446399.948057 + Penalty 1959.818596 = -444440.129461 nChanged 10 SP:Iteration 39Q (258.695350 sec): 3 clusters Score: Raw -446400.718106 + Penalty 1959.818596 = -444440.899510 nChanged 3 SP:Iteration 40F (258.837030 sec): 3 clusters Score: Raw -446400.873498 + Penalty 1959.818596 = -444441.054902 nChanged 2 SP:Iteration 41Q (258.983194 sec): 3 clusters Score: Raw -446400.963188 + Penalty 1959.818596 = -444441.144591 nChanged 0 SP:Iteration 42F (259.101186 sec): 3 clusters Score: Raw -446400.963188 + Penalty 1959.818596 = -444441.144591 nChanged 0 Score: Raw -1958665.951708 + Penalty 3345.979225 = -1955319.972483 Splitting cluster 1 changes total score from -1947407.085855 to -1955319.972483 So it's getting split into cluster 3. Trying to split cluster 2 (29641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (259.515442 sec): 2 clusters Score: Raw -1537047.089133 + Penalty 1081.175951 = -1535965.913182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (259.698847 sec): 3 clusters Score: Raw -1518524.775523 + Penalty 2162.351902 = -1516362.423621 nChanged 13943 SP:Iteration 1F (259.915001 sec): 3 clusters Score: Raw -1531508.243736 + Penalty 2162.351902 = -1529345.891834 nChanged 3781 SP:Iteration 2F (260.072724 sec): 3 clusters Score: Raw -1537575.650641 + Penalty 2162.351902 = -1535413.298739 nChanged 3734 SP:Iteration 3F (260.283394 sec): 3 clusters Score: Raw -1541954.290311 + Penalty 2162.351902 = -1539791.938410 nChanged 2434 SP:Iteration 4F (260.452949 sec): 3 clusters Score: Raw -1543769.310446 + Penalty 2162.351902 = -1541606.958544 nChanged 1337 SP:Iteration 5Q (260.643910 sec): 3 clusters Score: Raw -1544434.025124 + Penalty 2162.351902 = -1542271.673223 nChanged 823 SP:Iteration 6Q (260.843223 sec): 3 clusters Score: Raw -1544780.815254 + Penalty 2162.351902 = -1542618.463353 nChanged 597 SP:Iteration 7Q (261.037543 sec): 3 clusters Score: Raw -1545086.066194 + Penalty 2162.351902 = -1542923.714293 nChanged 535 SP:Iteration 8Q (261.233109 sec): 3 clusters Score: Raw -1545506.761937 + Penalty 2162.351902 = -1543344.410036 nChanged 632 SP:Iteration 9Q (261.389386 sec): 3 clusters Score: Raw -1546361.199459 + Penalty 2162.351902 = -1544198.847557 nChanged 827 SP:Iteration 10Q (261.576783 sec): 3 clusters Score: Raw -1547694.195297 + Penalty 2162.351902 = -1545531.843396 nChanged 857 SP:Iteration 11Q (261.792233 sec): 3 clusters Score: Raw -1548594.321266 + Penalty 2162.351902 = -1546431.969364 nChanged 700 SP:Iteration 12Q (262.008162 sec): 3 clusters Score: Raw -1549077.772736 + Penalty 2162.351902 = -1546915.420835 nChanged 527 SP:Iteration 13Q (262.203949 sec): 3 clusters Score: Raw -1549360.591757 + Penalty 2162.351902 = -1547198.239856 nChanged 414 SP:Iteration 14Q (262.381540 sec): 3 clusters Score: Raw -1549551.941284 + Penalty 2162.351902 = -1547389.589382 nChanged 323 SP:Iteration 15Q (262.522537 sec): 3 clusters Score: Raw -1549667.025314 + Penalty 2162.351902 = -1547504.673412 nChanged 242 SP:Iteration 16Q (262.699199 sec): 3 clusters Score: Raw -1549740.480876 + Penalty 2162.351902 = -1547578.128974 nChanged 197 SP:Iteration 17Q (262.880610 sec): 3 clusters Score: Raw -1549786.639153 + Penalty 2162.351902 = -1547624.287252 nChanged 146 SP:Iteration 18Q (263.078440 sec): 3 clusters Score: Raw -1549816.825694 + Penalty 2162.351902 = -1547654.473793 nChanged 117 SP:Iteration 19Q (263.237379 sec): 3 clusters Score: Raw -1549838.998333 + Penalty 2162.351902 = -1547676.646432 nChanged 91 SP:Iteration 20F (263.446698 sec): 3 clusters Score: Raw -1549857.732121 + Penalty 2162.351902 = -1547695.380219 nChanged 73 SP:Iteration 21Q (263.629847 sec): 3 clusters Score: Raw -1549866.763149 + Penalty 2162.351902 = -1547704.411248 nChanged 45 SP:Iteration 22Q (263.796814 sec): 3 clusters Score: Raw -1549871.004817 + Penalty 2162.351902 = -1547708.652916 nChanged 36 SP:Iteration 23Q (263.989505 sec): 3 clusters Score: Raw -1549873.148846 + Penalty 2162.351902 = -1547710.796944 nChanged 23 SP:Iteration 24Q (264.163099 sec): 3 clusters Score: Raw -1549874.643800 + Penalty 2162.351902 = -1547712.291899 nChanged 25 SP:Iteration 25Q (264.373794 sec): 3 clusters Score: Raw -1549876.242460 + Penalty 2162.351902 = -1547713.890558 nChanged 23 SP:Iteration 26Q (264.553972 sec): 3 clusters Score: Raw -1549877.256538 + Penalty 2162.351902 = -1547714.904636 nChanged 17 SP:Iteration 27Q (264.771801 sec): 3 clusters Score: Raw -1549877.921205 + Penalty 2162.351902 = -1547715.569304 nChanged 9 SP:Iteration 28Q (264.943593 sec): 3 clusters Score: Raw -1549878.247950 + Penalty 2162.351902 = -1547715.896048 nChanged 9 SP:Iteration 29Q (265.116183 sec): 3 clusters Score: Raw -1549878.568030 + Penalty 2162.351902 = -1547716.216128 nChanged 4 SP:Iteration 30Q (265.324671 sec): 3 clusters Score: Raw -1549878.626656 + Penalty 2162.351902 = -1547716.274754 nChanged 2 SP:Iteration 31Q (265.507760 sec): 3 clusters Score: Raw -1549878.654929 + Penalty 2162.351902 = -1547716.303028 nChanged 1 SP:Iteration 32Q (265.705995 sec): 3 clusters Score: Raw -1549878.669160 + Penalty 2162.351902 = -1547716.317259 nChanged 2 SP:Iteration 33Q (265.885732 sec): 3 clusters Score: Raw -1549878.758126 + Penalty 2162.351902 = -1547716.406224 nChanged 2 SP:Iteration 34Q (266.082361 sec): 3 clusters Score: Raw -1549878.929925 + Penalty 2162.351902 = -1547716.578024 nChanged 2 SP:Iteration 35Q (266.261135 sec): 3 clusters Score: Raw -1549878.978284 + Penalty 2162.351902 = -1547716.626382 nChanged 2 SP:Iteration 36Q (266.480653 sec): 3 clusters Score: Raw -1549879.010029 + Penalty 2162.351902 = -1547716.658127 nChanged 2 SP:Iteration 37Q (266.648956 sec): 3 clusters Score: Raw -1549879.080555 + Penalty 2162.351902 = -1547716.728653 nChanged 1 SP:Iteration 38Q (266.839202 sec): 3 clusters Score: Raw -1549879.143060 + Penalty 2162.351902 = -1547716.791158 nChanged 0 SP:Iteration 39F (267.036673 sec): 3 clusters Score: Raw -1549879.143060 + Penalty 2162.351902 = -1547716.791158 nChanged 0 Score: Raw -1971498.005635 + Penalty 4461.305634 = -1967036.700001 Splitting cluster 2 changes total score from -1947407.085855 to -1967036.700001 So it's getting split into cluster 4. Iteration 20F (267.854180 sec): 5 clusters Score: Raw -1973264.355929 + Penalty 4461.305634 = -1968803.050295 nChanged 1322 Iteration 21Q (268.220161 sec): 5 clusters Score: Raw -1974376.441282 + Penalty 4461.305634 = -1969915.135648 nChanged 686 Iteration 22Q (268.546088 sec): 5 clusters Score: Raw -1974793.162097 + Penalty 4461.305634 = -1970331.856464 nChanged 505 Iteration 23Q (268.890481 sec): 5 clusters Score: Raw -1975004.687752 + Penalty 4461.305634 = -1970543.382119 nChanged 398 Iteration 24Q (269.229930 sec): 5 clusters Score: Raw -1975139.396525 + Penalty 4461.305634 = -1970678.090891 nChanged 302 Iteration 25Q (269.561798 sec): 5 clusters Score: Raw -1975220.521420 + Penalty 4461.305634 = -1970759.215786 nChanged 217 Iteration 26Q (269.902840 sec): 5 clusters Score: Raw -1975259.881850 + Penalty 4461.305634 = -1970798.576217 nChanged 165 Iteration 27Q (270.223194 sec): 5 clusters Score: Raw -1975289.901067 + Penalty 4461.305634 = -1970828.595434 nChanged 148 Iteration 28Q (270.598349 sec): 5 clusters Score: Raw -1975310.577351 + Penalty 4461.305634 = -1970849.271718 nChanged 114 Iteration 29Q (270.958801 sec): 5 clusters Score: Raw -1975325.139011 + Penalty 4461.305634 = -1970863.833377 nChanged 94 Iteration 30Q (271.317166 sec): 5 clusters Score: Raw -1975338.927138 + Penalty 4461.305634 = -1970877.621504 nChanged 91 Iteration 31Q (271.704420 sec): 5 clusters Score: Raw -1975349.565766 + Penalty 4461.305634 = -1970888.260132 nChanged 81 Iteration 32Q (272.065060 sec): 5 clusters Score: Raw -1975358.546307 + Penalty 4461.305634 = -1970897.240674 nChanged 73 Iteration 33Q (272.374398 sec): 5 clusters Score: Raw -1975366.613746 + Penalty 4461.305634 = -1970905.308113 nChanged 58 Iteration 34Q (272.728024 sec): 5 clusters Score: Raw -1975371.979498 + Penalty 4461.305634 = -1970910.673865 nChanged 57 Iteration 35Q (273.050474 sec): 5 clusters Score: Raw -1975381.223009 + Penalty 4461.305634 = -1970919.917376 nChanged 37 Iteration 36Q (273.396581 sec): 5 clusters Score: Raw -1975386.136964 + Penalty 4461.305634 = -1970924.831331 nChanged 39 Iteration 37Q (273.694607 sec): 5 clusters Score: Raw -1975391.563443 + Penalty 4461.305634 = -1970930.257809 nChanged 36 Iteration 38Q (274.042462 sec): 5 clusters Score: Raw -1975395.256791 + Penalty 4461.305634 = -1970933.951157 nChanged 35 Iteration 39Q (274.375922 sec): 5 clusters Score: Raw -1975399.343338 + Penalty 4461.305634 = -1970938.037704 nChanged 39 Iteration 40F (274.722016 sec): 5 clusters Score: Raw -1975452.091961 + Penalty 4461.305634 = -1970990.786327 nChanged 81 Iteration 41Q (275.086940 sec): 5 clusters Score: Raw -1975489.270180 + Penalty 4461.305634 = -1971027.964547 nChanged 105 Iteration 42Q (275.446699 sec): 5 clusters Score: Raw -1975514.798527 + Penalty 4461.305634 = -1971053.492894 nChanged 85 Iteration 43Q (275.815491 sec): 5 clusters Score: Raw -1975534.083467 + Penalty 4461.305634 = -1971072.777833 nChanged 89 Iteration 44Q (276.215537 sec): 5 clusters Score: Raw -1975556.108298 + Penalty 4461.305634 = -1971094.802664 nChanged 82 Iteration 45Q (276.558047 sec): 5 clusters Score: Raw -1975575.358223 + Penalty 4461.305634 = -1971114.052590 nChanged 76 Iteration 46Q (276.907700 sec): 5 clusters Score: Raw -1975588.015124 + Penalty 4461.305634 = -1971126.709490 nChanged 67 Iteration 47Q (277.253291 sec): 5 clusters Score: Raw -1975599.008133 + Penalty 4461.305634 = -1971137.702499 nChanged 51 Iteration 48Q (277.627191 sec): 5 clusters Score: Raw -1975605.497203 + Penalty 4461.305634 = -1971144.191569 nChanged 49 Iteration 49Q (277.939834 sec): 5 clusters Score: Raw -1975611.915150 + Penalty 4461.305634 = -1971150.609517 nChanged 51 Iteration 50Q (278.258706 sec): 5 clusters Score: Raw -1975623.414751 + Penalty 4461.305634 = -1971162.109118 nChanged 59 Iteration 51Q (278.622065 sec): 5 clusters Score: Raw -1975631.366626 + Penalty 4461.305634 = -1971170.060993 nChanged 60 Iteration 52Q (278.987368 sec): 5 clusters Score: Raw -1975636.931758 + Penalty 4461.305634 = -1971175.626125 nChanged 49 Iteration 53Q (279.337031 sec): 5 clusters Score: Raw -1975640.271929 + Penalty 4461.305634 = -1971178.966295 nChanged 36 Iteration 54Q (279.675041 sec): 5 clusters Score: Raw -1975643.327627 + Penalty 4461.305634 = -1971182.021993 nChanged 38 Iteration 55Q (280.034231 sec): 5 clusters Score: Raw -1975645.884072 + Penalty 4461.305634 = -1971184.578439 nChanged 40 Iteration 56Q (280.398477 sec): 5 clusters Score: Raw -1975649.020220 + Penalty 4461.305634 = -1971187.714586 nChanged 33 Iteration 57Q (280.724289 sec): 5 clusters Score: Raw -1975651.535415 + Penalty 4461.305634 = -1971190.229781 nChanged 26 Iteration 58Q (281.074869 sec): 5 clusters Score: Raw -1975653.421360 + Penalty 4461.305634 = -1971192.115726 nChanged 23 Writing temp clu file Because OldScore, -1971190.229781, is greater than current (better) Score,-1971192.115726 Compute initial score before splitting: Score: Raw -1975653.421360 + Penalty 4461.305634 = -1971192.115726 Trying to split cluster 1 (6277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (281.195475 sec): 2 clusters Score: Raw -267383.023192 + Penalty 918.187981 = -266464.835211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (281.291651 sec): 3 clusters Score: Raw -263961.484407 + Penalty 1836.375962 = -262125.108445 nChanged 2747 SP:Iteration 1F (281.396753 sec): 3 clusters Score: Raw -266423.334158 + Penalty 1836.375962 = -264586.958196 nChanged 727 SP:Iteration 2F (281.535296 sec): 3 clusters Score: Raw -267521.820221 + Penalty 1836.375962 = -265685.444259 nChanged 618 SP:Iteration 3F (281.662844 sec): 3 clusters Score: Raw -268362.638351 + Penalty 1836.375962 = -266526.262389 nChanged 466 SP:Iteration 4F (281.804928 sec): 3 clusters Score: Raw -268964.343761 + Penalty 1836.375962 = -267127.967799 nChanged 339 SP:Iteration 5F (281.911383 sec): 3 clusters Score: Raw -269396.318992 + Penalty 1836.375962 = -267559.943030 nChanged 267 SP:Iteration 6Q (282.028033 sec): 3 clusters Score: Raw -269658.615800 + Penalty 1836.375962 = -267822.239838 nChanged 199 SP:Iteration 7Q (282.128027 sec): 3 clusters Score: Raw -269821.498374 + Penalty 1836.375962 = -267985.122412 nChanged 141 SP:Iteration 8Q (282.225147 sec): 3 clusters Score: Raw -269904.741093 + Penalty 1836.375962 = -268068.365131 nChanged 81 SP:Iteration 9Q (282.321940 sec): 3 clusters Score: Raw -269954.347082 + Penalty 1836.375962 = -268117.971120 nChanged 68 SP:Iteration 10Q (282.404299 sec): 3 clusters Score: Raw -269994.179763 + Penalty 1836.375962 = -268157.803801 nChanged 53 SP:Iteration 11Q (282.516143 sec): 3 clusters Score: Raw -270016.010083 + Penalty 1836.375962 = -268179.634121 nChanged 36 SP:Iteration 12Q (282.594256 sec): 3 clusters Score: Raw -270026.785344 + Penalty 1836.375962 = -268190.409382 nChanged 29 SP:Iteration 13Q (282.686568 sec): 3 clusters Score: Raw -270031.384002 + Penalty 1836.375962 = -268195.008040 nChanged 16 SP:Iteration 14Q (282.787812 sec): 3 clusters Score: Raw -270033.812086 + Penalty 1836.375962 = -268197.436124 nChanged 8 SP:Iteration 15Q (282.884316 sec): 3 clusters Score: Raw -270035.280525 + Penalty 1836.375962 = -268198.904563 nChanged 6 SP:Iteration 16Q (282.977774 sec): 3 clusters Score: Raw -270036.518477 + Penalty 1836.375962 = -268200.142515 nChanged 5 SP:Iteration 17Q (283.102590 sec): 3 clusters Score: Raw -270037.950912 + Penalty 1836.375962 = -268201.574950 nChanged 4 SP:Iteration 18Q (283.207644 sec): 3 clusters Score: Raw -270038.622073 + Penalty 1836.375962 = -268202.246110 nChanged 0 SP:Iteration 19F (283.313219 sec): 3 clusters Score: Raw -270038.622073 + Penalty 1836.375962 = -268202.246110 nChanged 0 Score: Raw -1978310.157525 + Penalty 5576.632042 = -1972733.525483 Splitting cluster 1 changes total score from -1971192.115726 to -1972733.525483 So it's getting split into cluster 5. Trying to split cluster 2 (18369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (283.881539 sec): 2 clusters Score: Raw -1004086.155709 + Penalty 1030.934073 = -1003055.221637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (284.013977 sec): 3 clusters Score: Raw -992930.388823 + Penalty 2061.868145 = -990868.520677 nChanged 8485 SP:Iteration 1F (284.178313 sec): 3 clusters Score: Raw -999432.160582 + Penalty 2061.868145 = -997370.292437 nChanged 1904 SP:Iteration 2F (284.309684 sec): 3 clusters Score: Raw -1001300.509514 + Penalty 2061.868145 = -999238.641369 nChanged 1763 SP:Iteration 3F (284.459152 sec): 3 clusters Score: Raw -1002590.163178 + Penalty 2061.868145 = -1000528.295033 nChanged 1329 SP:Iteration 4F (284.579574 sec): 3 clusters Score: Raw -1003407.231834 + Penalty 2061.868145 = -1001345.363688 nChanged 961 SP:Iteration 5F (284.712236 sec): 3 clusters Score: Raw -1003904.829200 + Penalty 2061.868145 = -1001842.961055 nChanged 642 SP:Iteration 6Q (284.836384 sec): 3 clusters Score: Raw -1004181.640528 + Penalty 2061.868145 = -1002119.772383 nChanged 523 SP:Iteration 7Q (284.960641 sec): 3 clusters Score: Raw -1004385.929873 + Penalty 2061.868145 = -1002324.061728 nChanged 441 SP:Iteration 8Q (285.115199 sec): 3 clusters Score: Raw -1004539.952172 + Penalty 2061.868145 = -1002478.084027 nChanged 355 SP:Iteration 9Q (285.251631 sec): 3 clusters Score: Raw -1004657.631999 + Penalty 2061.868145 = -1002595.763853 nChanged 314 SP:Iteration 10Q (285.410688 sec): 3 clusters Score: Raw -1004760.489884 + Penalty 2061.868145 = -1002698.621738 nChanged 254 SP:Iteration 11Q (285.530531 sec): 3 clusters Score: Raw -1004839.866480 + Penalty 2061.868145 = -1002777.998335 nChanged 230 SP:Iteration 12Q (285.681563 sec): 3 clusters Score: Raw -1004922.658365 + Penalty 2061.868145 = -1002860.790219 nChanged 241 SP:Iteration 13Q (285.823972 sec): 3 clusters Score: Raw -1005014.361355 + Penalty 2061.868145 = -1002952.493210 nChanged 217 SP:Iteration 14Q (285.958299 sec): 3 clusters Score: Raw -1005099.620000 + Penalty 2061.868145 = -1003037.751854 nChanged 218 SP:Iteration 15Q (286.092824 sec): 3 clusters Score: Raw -1005188.570885 + Penalty 2061.868145 = -1003126.702740 nChanged 192 SP:Iteration 16Q (286.235295 sec): 3 clusters Score: Raw -1005268.197093 + Penalty 2061.868145 = -1003206.328948 nChanged 173 SP:Iteration 17Q (286.373715 sec): 3 clusters Score: Raw -1005328.691857 + Penalty 2061.868145 = -1003266.823712 nChanged 144 SP:Iteration 18Q (286.525078 sec): 3 clusters Score: Raw -1005370.601679 + Penalty 2061.868145 = -1003308.733534 nChanged 117 SP:Iteration 19Q (286.661982 sec): 3 clusters Score: Raw -1005406.658638 + Penalty 2061.868145 = -1003344.790492 nChanged 113 SP:Iteration 20F (286.812800 sec): 3 clusters Score: Raw -1005454.779531 + Penalty 2061.868145 = -1003392.911386 nChanged 126 SP:Iteration 21Q (286.959564 sec): 3 clusters Score: Raw -1005516.488569 + Penalty 2061.868145 = -1003454.620424 nChanged 151 SP:Iteration 22Q (287.078452 sec): 3 clusters Score: Raw -1005598.626810 + Penalty 2061.868145 = -1003536.758665 nChanged 147 SP:Iteration 23Q (287.225768 sec): 3 clusters Score: Raw -1005673.838525 + Penalty 2061.868145 = -1003611.970380 nChanged 142 SP:Iteration 24Q (287.351844 sec): 3 clusters Score: Raw -1005748.677081 + Penalty 2061.868145 = -1003686.808935 nChanged 121 SP:Iteration 25Q (287.474586 sec): 3 clusters Score: Raw -1005809.203675 + Penalty 2061.868145 = -1003747.335530 nChanged 95 SP:Iteration 26Q (287.592551 sec): 3 clusters Score: Raw -1005846.773705 + Penalty 2061.868145 = -1003784.905559 nChanged 82 SP:Iteration 27Q (287.726420 sec): 3 clusters Score: Raw -1005868.785333 + Penalty 2061.868145 = -1003806.917187 nChanged 71 SP:Iteration 28Q (287.860311 sec): 3 clusters Score: Raw -1005887.971709 + Penalty 2061.868145 = -1003826.103564 nChanged 49 SP:Iteration 29Q (288.011273 sec): 3 clusters Score: Raw -1005901.207549 + Penalty 2061.868145 = -1003839.339404 nChanged 47 SP:Iteration 30Q (288.141872 sec): 3 clusters Score: Raw -1005914.322553 + Penalty 2061.868145 = -1003852.454407 nChanged 33 SP:Iteration 31Q (288.275042 sec): 3 clusters Score: Raw -1005922.009228 + Penalty 2061.868145 = -1003860.141083 nChanged 29 SP:Iteration 32Q (288.411285 sec): 3 clusters Score: Raw -1005928.870712 + Penalty 2061.868145 = -1003867.002566 nChanged 23 SP:Iteration 33Q (288.541325 sec): 3 clusters Score: Raw -1005932.202375 + Penalty 2061.868145 = -1003870.334229 nChanged 20 SP:Iteration 34Q (288.691228 sec): 3 clusters Score: Raw -1005936.037903 + Penalty 2061.868145 = -1003874.169758 nChanged 21 SP:Iteration 35Q (288.827087 sec): 3 clusters Score: Raw -1005939.899618 + Penalty 2061.868145 = -1003878.031473 nChanged 17 SP:Iteration 36Q (288.949059 sec): 3 clusters Score: Raw -1005942.211403 + Penalty 2061.868145 = -1003880.343257 nChanged 11 SP:Iteration 37Q (289.100764 sec): 3 clusters Score: Raw -1005943.480133 + Penalty 2061.868145 = -1003881.611987 nChanged 12 SP:Iteration 38Q (289.235435 sec): 3 clusters Score: Raw -1005945.102413 + Penalty 2061.868145 = -1003883.234268 nChanged 16 SP:Iteration 39Q (289.371515 sec): 3 clusters Score: Raw -1005946.167560 + Penalty 2061.868145 = -1003884.299415 nChanged 5 SP:Iteration 40F (289.520947 sec): 3 clusters Score: Raw -1005946.477833 + Penalty 2061.868145 = -1003884.609688 nChanged 3 SP:Iteration 41Q (289.648270 sec): 3 clusters Score: Raw -1005946.594169 + Penalty 2061.868145 = -1003884.726023 nChanged 3 SP:Iteration 42Q (289.785159 sec): 3 clusters Score: Raw -1005946.771877 + Penalty 2061.868145 = -1003884.903732 nChanged 6 SP:Iteration 43Q (289.938441 sec): 3 clusters Score: Raw -1005947.105554 + Penalty 2061.868145 = -1003885.237409 nChanged 4 SP:Iteration 44Q (290.064371 sec): 3 clusters Score: Raw -1005947.709028 + Penalty 2061.868145 = -1003885.840882 nChanged 8 SP:Iteration 45Q (290.207784 sec): 3 clusters Score: Raw -1005948.116342 + Penalty 2061.868145 = -1003886.248197 nChanged 2 SP:Iteration 46Q (290.334767 sec): 3 clusters Score: Raw -1005948.184848 + Penalty 2061.868145 = -1003886.316703 nChanged 1 SP:Iteration 47Q (290.475357 sec): 3 clusters Score: Raw -1005948.253205 + Penalty 2061.868145 = -1003886.385059 nChanged 0 SP:Iteration 48F (290.611870 sec): 3 clusters Score: Raw -1005948.253205 + Penalty 2061.868145 = -1003886.385059 nChanged 0 Score: Raw -1980172.255020 + Penalty 6691.958450 = -1973480.296570 Splitting cluster 2 changes total score from -1971192.115726 to -1973480.296570 So it's getting split into cluster 6. Trying to split cluster 3 (4104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (291.193103 sec): 2 clusters Score: Raw -150046.225903 + Penalty 873.570326 = -149172.655578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (291.302091 sec): 3 clusters Score: Raw -147873.094457 + Penalty 1747.140651 = -146125.953806 nChanged 1796 SP:Iteration 1F (291.407619 sec): 3 clusters Score: Raw -149819.940831 + Penalty 1747.140651 = -148072.800180 nChanged 586 SP:Iteration 2F (291.508863 sec): 3 clusters Score: Raw -150766.760526 + Penalty 1747.140651 = -149019.619875 nChanged 374 SP:Iteration 3F (291.647213 sec): 3 clusters Score: Raw -151384.957418 + Penalty 1747.140651 = -149637.816767 nChanged 289 SP:Iteration 4F (291.764143 sec): 3 clusters Score: Raw -151854.224836 + Penalty 1747.140651 = -150107.084185 nChanged 231 SP:Iteration 5F (291.858543 sec): 3 clusters Score: Raw -152282.220253 + Penalty 1747.140651 = -150535.079601 nChanged 219 SP:Iteration 6F (291.992837 sec): 3 clusters Score: Raw -152640.224272 + Penalty 1747.140651 = -150893.083620 nChanged 174 SP:Iteration 7Q (292.071081 sec): 3 clusters Score: Raw -152928.648802 + Penalty 1747.140651 = -151181.508150 nChanged 166 SP:Iteration 8Q (292.176688 sec): 3 clusters Score: Raw -153092.501143 + Penalty 1747.140651 = -151345.360492 nChanged 99 SP:Iteration 9Q (292.282645 sec): 3 clusters Score: Raw -153152.056971 + Penalty 1747.140651 = -151404.916320 nChanged 50 SP:Iteration 10Q (292.382859 sec): 3 clusters Score: Raw -153174.545248 + Penalty 1747.140651 = -151427.404597 nChanged 30 SP:Iteration 11Q (292.481324 sec): 3 clusters Score: Raw -153191.403717 + Penalty 1747.140651 = -151444.263066 nChanged 29 SP:Iteration 12Q (292.615749 sec): 3 clusters Score: Raw -153209.152838 + Penalty 1747.140651 = -151462.012187 nChanged 21 SP:Iteration 13Q (292.712812 sec): 3 clusters Score: Raw -153220.875369 + Penalty 1747.140651 = -151473.734717 nChanged 12 SP:Iteration 14Q (292.812089 sec): 3 clusters Score: Raw -153226.057474 + Penalty 1747.140651 = -151478.916822 nChanged 10 SP:Iteration 15Q (292.917258 sec): 3 clusters Score: Raw -153230.773369 + Penalty 1747.140651 = -151483.632718 nChanged 11 SP:Iteration 16Q (293.023230 sec): 3 clusters Score: Raw -153234.305846 + Penalty 1747.140651 = -151487.165195 nChanged 6 SP:Iteration 17Q (293.127536 sec): 3 clusters Score: Raw -153235.458944 + Penalty 1747.140651 = -151488.318293 nChanged 5 SP:Iteration 18Q (293.223650 sec): 3 clusters Score: Raw -153236.683034 + Penalty 1747.140651 = -151489.542383 nChanged 3 SP:Iteration 19Q (293.358583 sec): 3 clusters Score: Raw -153237.599973 + Penalty 1747.140651 = -151490.459322 nChanged 0 SP:Iteration 20F (293.457836 sec): 3 clusters Score: Raw -153242.603601 + Penalty 1747.140651 = -151495.462950 nChanged 5 SP:Iteration 21Q (293.550935 sec): 3 clusters Score: Raw -153256.072598 + Penalty 1747.140651 = -151508.931947 nChanged 13 SP:Iteration 22Q (293.652229 sec): 3 clusters Score: Raw -153263.799102 + Penalty 1747.140651 = -151516.658451 nChanged 15 SP:Iteration 23Q (293.766646 sec): 3 clusters Score: Raw -153272.137110 + Penalty 1747.140651 = -151524.996459 nChanged 14 SP:Iteration 24Q (293.864029 sec): 3 clusters Score: Raw -153277.561172 + Penalty 1747.140651 = -151530.420521 nChanged 7 SP:Iteration 25Q (293.935379 sec): 3 clusters Score: Raw -153279.965511 + Penalty 1747.140651 = -151532.824860 nChanged 6 SP:Iteration 26Q (294.058605 sec): 3 clusters Score: Raw -153281.609909 + Penalty 1747.140651 = -151534.469258 nChanged 6 SP:Iteration 27Q (294.151200 sec): 3 clusters Score: Raw -153284.747093 + Penalty 1747.140651 = -151537.606442 nChanged 5 SP:Iteration 28Q (294.259839 sec): 3 clusters Score: Raw -153285.872126 + Penalty 1747.140651 = -151538.731474 nChanged 1 SP:Iteration 29Q (294.360712 sec): 3 clusters Score: Raw -153285.945371 + Penalty 1747.140651 = -151538.804719 nChanged 0 SP:Iteration 30F (294.457469 sec): 3 clusters Score: Raw -153285.945371 + Penalty 1747.140651 = -151538.804719 nChanged 0 Score: Raw -1983411.974487 + Penalty 7807.284859 = -1975604.689629 Splitting cluster 3 changes total score from -1971192.115726 to -1975604.689629 So it's getting split into cluster 7. Trying to split cluster 4 (12206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (295.103446 sec): 2 clusters Score: Raw -605421.483588 + Penalty 988.016706 = -604433.466882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (295.243115 sec): 3 clusters Score: Raw -598109.651000 + Penalty 1976.033412 = -596133.617588 nChanged 5498 SP:Iteration 1F (295.368063 sec): 3 clusters Score: Raw -601615.066018 + Penalty 1976.033412 = -599639.032606 nChanged 1105 SP:Iteration 2F (295.485970 sec): 3 clusters Score: Raw -602910.195106 + Penalty 1976.033412 = -600934.161694 nChanged 1247 SP:Iteration 3F (295.629544 sec): 3 clusters Score: Raw -604779.691328 + Penalty 1976.033412 = -602803.657916 nChanged 1312 SP:Iteration 4F (295.733003 sec): 3 clusters Score: Raw -606650.048625 + Penalty 1976.033412 = -604674.015213 nChanged 1135 SP:Iteration 5F (295.895877 sec): 3 clusters Score: Raw -608089.293139 + Penalty 1976.033412 = -606113.259727 nChanged 816 SP:Iteration 6F (295.998833 sec): 3 clusters Score: Raw -609188.408820 + Penalty 1976.033412 = -607212.375409 nChanged 582 SP:Iteration 7Q (296.106620 sec): 3 clusters Score: Raw -609968.319564 + Penalty 1976.033412 = -607992.286153 nChanged 426 SP:Iteration 8Q (296.214908 sec): 3 clusters Score: Raw -610364.163634 + Penalty 1976.033412 = -608388.130222 nChanged 250 SP:Iteration 9Q (296.350274 sec): 3 clusters Score: Raw -610489.747736 + Penalty 1976.033412 = -608513.714324 nChanged 132 SP:Iteration 10Q (296.452558 sec): 3 clusters Score: Raw -610528.731216 + Penalty 1976.033412 = -608552.697804 nChanged 80 SP:Iteration 11Q (296.600791 sec): 3 clusters Score: Raw -610552.237830 + Penalty 1976.033412 = -608576.204418 nChanged 62 SP:Iteration 12Q (296.718937 sec): 3 clusters Score: Raw -610566.725953 + Penalty 1976.033412 = -608590.692541 nChanged 44 SP:Iteration 13Q (296.810603 sec): 3 clusters Score: Raw -610573.782706 + Penalty 1976.033412 = -608597.749294 nChanged 29 SP:Iteration 14Q (296.948401 sec): 3 clusters Score: Raw -610576.380409 + Penalty 1976.033412 = -608600.346998 nChanged 14 SP:Iteration 15Q (297.075252 sec): 3 clusters Score: Raw -610578.932028 + Penalty 1976.033412 = -608602.898616 nChanged 15 SP:Iteration 16Q (297.194167 sec): 3 clusters Score: Raw -610581.467385 + Penalty 1976.033412 = -608605.433973 nChanged 9 SP:Iteration 17Q (297.306934 sec): 3 clusters Score: Raw -610582.202687 + Penalty 1976.033412 = -608606.169275 nChanged 7 SP:Iteration 18Q (297.449979 sec): 3 clusters Score: Raw -610582.726626 + Penalty 1976.033412 = -608606.693214 nChanged 7 SP:Iteration 19Q (297.557630 sec): 3 clusters Score: Raw -610583.484233 + Penalty 1976.033412 = -608607.450821 nChanged 5 SP:Iteration 20F (297.674352 sec): 3 clusters Score: Raw -610583.887459 + Penalty 1976.033412 = -608607.854047 nChanged 2 SP:Iteration 21Q (297.785492 sec): 3 clusters Score: Raw -610584.175446 + Penalty 1976.033412 = -608608.142034 nChanged 2 SP:Iteration 22Q (297.910481 sec): 3 clusters Score: Raw -610584.296128 + Penalty 1976.033412 = -608608.262717 nChanged 0 SP:Iteration 23F (298.031300 sec): 3 clusters Score: Raw -610584.296128 + Penalty 1976.033412 = -608608.262717 nChanged 0 Score: Raw -1988574.787027 + Penalty 8922.611267 = -1979652.175760 Splitting cluster 4 changes total score from -1971192.115726 to -1979652.175760 So it's getting split into cluster 8. Iteration 59Q (299.433389 sec): 9 clusters Score: Raw -1990331.033642 + Penalty 8922.611267 = -1981408.422374 nChanged 1766 Iteration 60F (300.086721 sec): 9 clusters Score: Raw -1991385.013934 + Penalty 8922.611267 = -1982462.402667 nChanged 1038 Iteration 61Q (300.762316 sec): 9 clusters Score: Raw -1991772.146878 + Penalty 8922.611267 = -1982849.535611 nChanged 573 Iteration 62Q (301.507160 sec): 9 clusters Score: Raw -1991974.652928 + Penalty 8922.611267 = -1983052.041661 nChanged 403 Iteration 63Q (302.177744 sec): 9 clusters Score: Raw -1992104.299609 + Penalty 8922.611267 = -1983181.688342 nChanged 326 Iteration 64Q (302.803808 sec): 9 clusters Score: Raw -1992194.640238 + Penalty 8922.611267 = -1983272.028971 nChanged 271 Iteration 65Q (303.403154 sec): 9 clusters Score: Raw -1992260.592237 + Penalty 8922.611267 = -1983337.980970 nChanged 206 Iteration 66Q (304.047555 sec): 9 clusters Score: Raw -1992325.098904 + Penalty 8922.611267 = -1983402.487637 nChanged 159 Iteration 67Q (304.639909 sec): 9 clusters Score: Raw -1992387.142162 + Penalty 8922.611267 = -1983464.530895 nChanged 139 Iteration 68Q (305.307773 sec): 9 clusters Score: Raw -1992422.516282 + Penalty 8922.611267 = -1983499.905014 nChanged 105 Iteration 69Q (305.958527 sec): 9 clusters Score: Raw -1992442.998817 + Penalty 8922.611267 = -1983520.387550 nChanged 85 Iteration 70Q (306.556210 sec): 9 clusters Score: Raw -1992462.456213 + Penalty 8922.611267 = -1983539.844946 nChanged 66 Iteration 71Q (307.199536 sec): 9 clusters Score: Raw -1992482.679295 + Penalty 8922.611267 = -1983560.068027 nChanged 65 Iteration 72Q (307.853985 sec): 9 clusters Score: Raw -1992502.595858 + Penalty 8922.611267 = -1983579.984591 nChanged 68 Iteration 73Q (308.510538 sec): 9 clusters Score: Raw -1992527.948756 + Penalty 8922.611267 = -1983605.337489 nChanged 52 Iteration 74Q (309.069483 sec): 9 clusters Score: Raw -1992550.188568 + Penalty 8922.611267 = -1983627.577301 nChanged 45 Iteration 75Q (309.725844 sec): 9 clusters Score: Raw -1992563.427256 + Penalty 8922.611267 = -1983640.815989 nChanged 37 Iteration 76Q (310.385424 sec): 9 clusters Score: Raw -1992571.639584 + Penalty 8922.611267 = -1983649.028317 nChanged 26 Iteration 77Q (311.008173 sec): 9 clusters Score: Raw -1992585.114654 + Penalty 8922.611267 = -1983662.503386 nChanged 34 Iteration 78Q (311.592533 sec): 9 clusters Score: Raw -1992597.412517 + Penalty 8922.611267 = -1983674.801250 nChanged 33 Iteration 79Q (312.181376 sec): 9 clusters Score: Raw -1992608.295621 + Penalty 8922.611267 = -1983685.684354 nChanged 19 Iteration 80F (312.863694 sec): 9 clusters Score: Raw -1992653.947551 + Penalty 8922.611267 = -1983731.336284 nChanged 30 Iteration 81Q (313.469516 sec): 9 clusters Score: Raw -1992682.790654 + Penalty 8922.611267 = -1983760.179387 nChanged 45 Iteration 82Q (314.134345 sec): 9 clusters Score: Raw -1992699.779137 + Penalty 8922.611267 = -1983777.167870 nChanged 42 Iteration 83Q (314.738728 sec): 9 clusters Score: Raw -1992716.525822 + Penalty 8922.611267 = -1983793.914555 nChanged 46 Iteration 84Q (315.343790 sec): 9 clusters Score: Raw -1992736.968013 + Penalty 8922.611267 = -1983814.356746 nChanged 37 Iteration 85Q (315.953958 sec): 9 clusters Score: Raw -1992759.978926 + Penalty 8922.611267 = -1983837.367659 nChanged 42 Iteration 86Q (316.599001 sec): 9 clusters Score: Raw -1992776.175251 + Penalty 8922.611267 = -1983853.563984 nChanged 25 Iteration 87Q (317.287051 sec): 9 clusters Score: Raw -1992782.935377 + Penalty 8922.611267 = -1983860.324110 nChanged 32 Iteration 88Q (317.925641 sec): 9 clusters Score: Raw -1992788.699013 + Penalty 8922.611267 = -1983866.087746 nChanged 32 Iteration 89Q (318.596990 sec): 9 clusters Score: Raw -1992796.829564 + Penalty 8922.611267 = -1983874.218297 nChanged 36 Iteration 90Q (319.243693 sec): 9 clusters Score: Raw -1992805.240932 + Penalty 8922.611267 = -1983882.629665 nChanged 46 Iteration 91Q (319.928881 sec): 9 clusters Score: Raw -1992815.848456 + Penalty 8922.611267 = -1983893.237189 nChanged 40 Iteration 92Q (320.621608 sec): 9 clusters Score: Raw -1992825.285353 + Penalty 8922.611267 = -1983902.674086 nChanged 41 Iteration 93Q (321.221532 sec): 9 clusters Score: Raw -1992832.035592 + Penalty 8922.611267 = -1983909.424325 nChanged 32 Iteration 94Q (321.876749 sec): 9 clusters Score: Raw -1992837.861791 + Penalty 8922.611267 = -1983915.250524 nChanged 37 Iteration 95Q (322.514044 sec): 9 clusters Score: Raw -1992843.952641 + Penalty 8922.611267 = -1983921.341374 nChanged 30 Iteration 96Q (323.117020 sec): 9 clusters Score: Raw -1992849.624676 + Penalty 8922.611267 = -1983927.013408 nChanged 31 Iteration 97Q (323.771820 sec): 9 clusters Score: Raw -1992856.249765 + Penalty 8922.611267 = -1983933.638498 nChanged 32 Iteration 98Q (324.381722 sec): 9 clusters Score: Raw -1992864.537611 + Penalty 8922.611267 = -1983941.926344 nChanged 38 Writing temp clu file Because OldScore, -1983933.638498, is greater than current (better) Score,-1983941.926344 Compute initial score before splitting: Score: Raw -1992864.537611 + Penalty 8922.611267 = -1983941.926344 Trying to split cluster 1 (1861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (324.475174 sec): 2 clusters Score: Raw -82381.026165 + Penalty 790.531272 = -81590.494893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (324.559452 sec): 3 clusters Score: Raw -81578.827228 + Penalty 1581.062544 = -79997.764685 nChanged 698 SP:Iteration 1F (324.641954 sec): 3 clusters Score: Raw -82116.750723 + Penalty 1581.062544 = -80535.688179 nChanged 169 SP:Iteration 2F (324.731998 sec): 3 clusters Score: Raw -82301.048382 + Penalty 1581.062544 = -80719.985838 nChanged 130 SP:Iteration 3F (324.821665 sec): 3 clusters Score: Raw -82416.975577 + Penalty 1581.062544 = -80835.913033 nChanged 80 SP:Iteration 4Q (324.920883 sec): 3 clusters Score: Raw -82475.804398 + Penalty 1581.062544 = -80894.741854 nChanged 58 SP:Iteration 5Q (325.039252 sec): 3 clusters Score: Raw -82517.978948 + Penalty 1581.062544 = -80936.916404 nChanged 56 SP:Iteration 6Q (325.129580 sec): 3 clusters Score: Raw -82567.872445 + Penalty 1581.062544 = -80986.809902 nChanged 58 SP:Iteration 7Q (325.219894 sec): 3 clusters Score: Raw -82609.866636 + Penalty 1581.062544 = -81028.804092 nChanged 45 SP:Iteration 8Q (325.298470 sec): 3 clusters Score: Raw -82640.478226 + Penalty 1581.062544 = -81059.415683 nChanged 45 SP:Iteration 9Q (325.387932 sec): 3 clusters Score: Raw -82670.426953 + Penalty 1581.062544 = -81089.364410 nChanged 34 SP:Iteration 10Q (325.489683 sec): 3 clusters Score: Raw -82698.922976 + Penalty 1581.062544 = -81117.860433 nChanged 37 SP:Iteration 11Q (325.592069 sec): 3 clusters Score: Raw -82732.162721 + Penalty 1581.062544 = -81151.100177 nChanged 34 SP:Iteration 12Q (325.706407 sec): 3 clusters Score: Raw -82763.005369 + Penalty 1581.062544 = -81181.942825 nChanged 42 SP:Iteration 13Q (325.804449 sec): 3 clusters Score: Raw -82801.881714 + Penalty 1581.062544 = -81220.819170 nChanged 32 SP:Iteration 14Q (325.914090 sec): 3 clusters Score: Raw -82832.751355 + Penalty 1581.062544 = -81251.688811 nChanged 41 SP:Iteration 15Q (325.978919 sec): 3 clusters Score: Raw -82873.769431 + Penalty 1581.062544 = -81292.706887 nChanged 36 SP:Iteration 16Q (326.083401 sec): 3 clusters Score: Raw -82912.930421 + Penalty 1581.062544 = -81331.867877 nChanged 33 SP:Iteration 17Q (326.203541 sec): 3 clusters Score: Raw -82935.568890 + Penalty 1581.062544 = -81354.506346 nChanged 23 SP:Iteration 18Q (326.295506 sec): 3 clusters Score: Raw -82959.255841 + Penalty 1581.062544 = -81378.193297 nChanged 26 SP:Iteration 19Q (326.406626 sec): 3 clusters Score: Raw -82986.685682 + Penalty 1581.062544 = -81405.623138 nChanged 25 SP:Iteration 20F (326.507652 sec): 3 clusters Score: Raw -83014.427317 + Penalty 1581.062544 = -81433.364773 nChanged 27 SP:Iteration 21Q (326.613647 sec): 3 clusters Score: Raw -83044.722039 + Penalty 1581.062544 = -81463.659495 nChanged 30 SP:Iteration 22Q (326.691900 sec): 3 clusters Score: Raw -83088.290092 + Penalty 1581.062544 = -81507.227548 nChanged 32 SP:Iteration 23Q (326.777147 sec): 3 clusters Score: Raw -83125.681646 + Penalty 1581.062544 = -81544.619102 nChanged 29 SP:Iteration 24Q (326.846504 sec): 3 clusters Score: Raw -83161.623425 + Penalty 1581.062544 = -81580.560881 nChanged 28 SP:Iteration 25Q (326.935880 sec): 3 clusters Score: Raw -83186.829622 + Penalty 1581.062544 = -81605.767078 nChanged 22 SP:Iteration 26Q (327.026036 sec): 3 clusters Score: Raw -83203.736021 + Penalty 1581.062544 = -81622.673477 nChanged 18 SP:Iteration 27Q (327.120039 sec): 3 clusters Score: Raw -83218.819076 + Penalty 1581.062544 = -81637.756532 nChanged 23 SP:Iteration 28Q (327.232308 sec): 3 clusters Score: Raw -83234.061526 + Penalty 1581.062544 = -81652.998983 nChanged 15 SP:Iteration 29Q (327.347907 sec): 3 clusters Score: Raw -83246.126768 + Penalty 1581.062544 = -81665.064224 nChanged 11 SP:Iteration 30Q (327.465031 sec): 3 clusters Score: Raw -83257.589352 + Penalty 1581.062544 = -81676.526808 nChanged 7 SP:Iteration 31Q (327.561873 sec): 3 clusters Score: Raw -83261.860862 + Penalty 1581.062544 = -81680.798318 nChanged 6 SP:Iteration 32Q (327.658325 sec): 3 clusters Score: Raw -83263.844529 + Penalty 1581.062544 = -81682.781985 nChanged 3 SP:Iteration 33Q (327.764148 sec): 3 clusters Score: Raw -83264.927012 + Penalty 1581.062544 = -81683.864468 nChanged 1 SP:Iteration 34Q (327.869375 sec): 3 clusters Score: Raw -83265.044231 + Penalty 1581.062544 = -81683.981687 nChanged 1 SP:Iteration 35Q (327.972540 sec): 3 clusters Score: Raw -83265.608898 + Penalty 1581.062544 = -81684.546354 nChanged 2 SP:Iteration 36Q (328.096632 sec): 3 clusters Score: Raw -83266.042335 + Penalty 1581.062544 = -81684.979791 nChanged 2 SP:Iteration 37Q (328.187304 sec): 3 clusters Score: Raw -83267.899105 + Penalty 1581.062544 = -81686.836561 nChanged 3 SP:Iteration 38Q (328.292207 sec): 3 clusters Score: Raw -83269.266979 + Penalty 1581.062544 = -81688.204435 nChanged 4 SP:Iteration 39Q (328.399509 sec): 3 clusters Score: Raw -83270.671802 + Penalty 1581.062544 = -81689.609258 nChanged 3 SP:Iteration 40F (328.503140 sec): 3 clusters Score: Raw -83271.418355 + Penalty 1581.062544 = -81690.355812 nChanged 3 SP:Iteration 41Q (328.605788 sec): 3 clusters Score: Raw -83272.497239 + Penalty 1581.062544 = -81691.434695 nChanged 4 SP:Iteration 42Q (328.719409 sec): 3 clusters Score: Raw -83274.501429 + Penalty 1581.062544 = -81693.438885 nChanged 3 SP:Iteration 43Q (328.833503 sec): 3 clusters Score: Raw -83276.648927 + Penalty 1581.062544 = -81695.586383 nChanged 7 SP:Iteration 44Q (328.914434 sec): 3 clusters Score: Raw -83279.754226 + Penalty 1581.062544 = -81698.691682 nChanged 3 SP:Iteration 45Q (329.014394 sec): 3 clusters Score: Raw -83280.648342 + Penalty 1581.062544 = -81699.585799 nChanged 2 SP:Iteration 46Q (329.133008 sec): 3 clusters Score: Raw -83281.248187 + Penalty 1581.062544 = -81700.185643 nChanged 4 SP:Iteration 47Q (329.241483 sec): 3 clusters Score: Raw -83282.890837 + Penalty 1581.062544 = -81701.828293 nChanged 5 SP:Iteration 48Q (329.330988 sec): 3 clusters Score: Raw -83284.774558 + Penalty 1581.062544 = -81703.712014 nChanged 3 SP:Iteration 49Q (329.426564 sec): 3 clusters Score: Raw -83286.119875 + Penalty 1581.062544 = -81705.057332 nChanged 2 SP:Iteration 50Q (329.521339 sec): 3 clusters Score: Raw -83286.732130 + Penalty 1581.062544 = -81705.669586 nChanged 0 SP:Iteration 51F (329.638716 sec): 3 clusters Score: Raw -83286.732130 + Penalty 1581.062544 = -81705.669586 nChanged 0 Score: Raw -1993776.019531 + Penalty 10037.937675 = -1983738.081855 Splitting cluster 1 changes total score from -1983941.926344 to -1983738.081855 So it's not getting split. Trying to split cluster 2 (2569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (330.432470 sec): 2 clusters Score: Raw -141829.066405 + Penalty 824.383560 = -141004.682846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (330.563530 sec): 3 clusters Score: Raw -140544.117225 + Penalty 1648.767119 = -138895.350105 nChanged 1026 SP:Iteration 1F (330.658508 sec): 3 clusters Score: Raw -141202.735479 + Penalty 1648.767119 = -139553.968360 nChanged 240 SP:Iteration 2F (330.766215 sec): 3 clusters Score: Raw -141391.197290 + Penalty 1648.767119 = -139742.430171 nChanged 179 SP:Iteration 3F (330.872981 sec): 3 clusters Score: Raw -141524.891406 + Penalty 1648.767119 = -139876.124287 nChanged 139 SP:Iteration 4F (330.979707 sec): 3 clusters Score: Raw -141621.954118 + Penalty 1648.767119 = -139973.186999 nChanged 106 SP:Iteration 5Q (331.096953 sec): 3 clusters Score: Raw -141700.275840 + Penalty 1648.767119 = -140051.508720 nChanged 73 SP:Iteration 6Q (331.212327 sec): 3 clusters Score: Raw -141755.295563 + Penalty 1648.767119 = -140106.528444 nChanged 65 SP:Iteration 7Q (331.310768 sec): 3 clusters Score: Raw -141797.228003 + Penalty 1648.767119 = -140148.460884 nChanged 56 SP:Iteration 8Q (331.440140 sec): 3 clusters Score: Raw -141835.134516 + Penalty 1648.767119 = -140186.367396 nChanged 44 SP:Iteration 9Q (331.516778 sec): 3 clusters Score: Raw -141865.649901 + Penalty 1648.767119 = -140216.882781 nChanged 38 SP:Iteration 10Q (331.621995 sec): 3 clusters Score: Raw -141892.222502 + Penalty 1648.767119 = -140243.455383 nChanged 39 SP:Iteration 11Q (331.742888 sec): 3 clusters Score: Raw -141914.761136 + Penalty 1648.767119 = -140265.994017 nChanged 35 SP:Iteration 12Q (331.858914 sec): 3 clusters Score: Raw -141933.241066 + Penalty 1648.767119 = -140284.473947 nChanged 29 SP:Iteration 13Q (331.966197 sec): 3 clusters Score: Raw -141948.255038 + Penalty 1648.767119 = -140299.487918 nChanged 24 SP:Iteration 14Q (332.080281 sec): 3 clusters Score: Raw -141957.759951 + Penalty 1648.767119 = -140308.992832 nChanged 18 SP:Iteration 15Q (332.174988 sec): 3 clusters Score: Raw -141965.987122 + Penalty 1648.767119 = -140317.220003 nChanged 10 SP:Iteration 16Q (332.287989 sec): 3 clusters Score: Raw -141968.550593 + Penalty 1648.767119 = -140319.783474 nChanged 5 SP:Iteration 17Q (332.415414 sec): 3 clusters Score: Raw -141969.972565 + Penalty 1648.767119 = -140321.205445 nChanged 1 SP:Iteration 18Q (332.506826 sec): 3 clusters Score: Raw -141970.134219 + Penalty 1648.767119 = -140321.367099 nChanged 0 SP:Iteration 19F (332.597666 sec): 3 clusters Score: Raw -141970.134219 + Penalty 1648.767119 = -140321.367099 nChanged 0 Trying to split cluster 3 (2088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.671129 sec): 2 clusters Score: Raw -70168.233442 + Penalty 802.616005 = -69365.617437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.754454 sec): 3 clusters Score: Raw -69286.474755 + Penalty 1605.232009 = -67681.242745 nChanged 803 SP:Iteration 1F (332.850378 sec): 3 clusters Score: Raw -70197.450412 + Penalty 1605.232009 = -68592.218403 nChanged 246 SP:Iteration 2F (332.942848 sec): 3 clusters Score: Raw -70611.461315 + Penalty 1605.232009 = -69006.229306 nChanged 198 SP:Iteration 3F (333.075169 sec): 3 clusters Score: Raw -70883.080220 + Penalty 1605.232009 = -69277.848211 nChanged 128 SP:Iteration 4F (333.187605 sec): 3 clusters Score: Raw -71044.031691 + Penalty 1605.232009 = -69438.799681 nChanged 91 SP:Iteration 5Q (333.274649 sec): 3 clusters Score: Raw -71145.700249 + Penalty 1605.232009 = -69540.468240 nChanged 74 SP:Iteration 6Q (333.388602 sec): 3 clusters Score: Raw -71256.304130 + Penalty 1605.232009 = -69651.072121 nChanged 68 SP:Iteration 7Q (333.476940 sec): 3 clusters Score: Raw -71362.917552 + Penalty 1605.232009 = -69757.685543 nChanged 52 SP:Iteration 8Q (333.582365 sec): 3 clusters Score: Raw -71415.698857 + Penalty 1605.232009 = -69810.466848 nChanged 37 SP:Iteration 9Q (333.696959 sec): 3 clusters Score: Raw -71455.202447 + Penalty 1605.232009 = -69849.970438 nChanged 32 SP:Iteration 10Q (333.758849 sec): 3 clusters Score: Raw -71491.283992 + Penalty 1605.232009 = -69886.051982 nChanged 22 SP:Iteration 11Q (333.873458 sec): 3 clusters Score: Raw -71503.526648 + Penalty 1605.232009 = -69898.294638 nChanged 10 SP:Iteration 12Q (333.942814 sec): 3 clusters Score: Raw -71507.810623 + Penalty 1605.232009 = -69902.578613 nChanged 11 SP:Iteration 13Q (334.044930 sec): 3 clusters Score: Raw -71511.927936 + Penalty 1605.232009 = -69906.695927 nChanged 8 SP:Iteration 14Q (334.149009 sec): 3 clusters Score: Raw -71513.962056 + Penalty 1605.232009 = -69908.730046 nChanged 4 SP:Iteration 15Q (334.274962 sec): 3 clusters Score: Raw -71514.903177 + Penalty 1605.232009 = -69909.671167 nChanged 5 SP:Iteration 16Q (334.360023 sec): 3 clusters Score: Raw -71516.502457 + Penalty 1605.232009 = -69911.270447 nChanged 2 SP:Iteration 17Q (334.449265 sec): 3 clusters Score: Raw -71516.921160 + Penalty 1605.232009 = -69911.689151 nChanged 2 SP:Iteration 18Q (334.556411 sec): 3 clusters Score: Raw -71517.533598 + Penalty 1605.232009 = -69912.301589 nChanged 3 SP:Iteration 19Q (334.644153 sec): 3 clusters Score: Raw -71518.221724 + Penalty 1605.232009 = -69912.989715 nChanged 1 SP:Iteration 20F (334.757262 sec): 3 clusters Score: Raw -71518.405011 + Penalty 1605.232009 = -69913.173002 nChanged 1 SP:Iteration 21Q (334.854977 sec): 3 clusters Score: Raw -71519.417461 + Penalty 1605.232009 = -69914.185452 nChanged 3 SP:Iteration 22Q (334.964407 sec): 3 clusters Score: Raw -71522.124978 + Penalty 1605.232009 = -69916.892968 nChanged 3 SP:Iteration 23Q (335.069926 sec): 3 clusters Score: Raw -71523.679865 + Penalty 1605.232009 = -69918.447855 nChanged 2 SP:Iteration 24Q (335.181423 sec): 3 clusters Score: Raw -71524.184803 + Penalty 1605.232009 = -69918.952793 nChanged 1 SP:Iteration 25Q (335.315391 sec): 3 clusters Score: Raw -71524.377756 + Penalty 1605.232009 = -69919.145746 nChanged 2 SP:Iteration 26Q (335.390642 sec): 3 clusters Score: Raw -71525.057827 + Penalty 1605.232009 = -69919.825818 nChanged 0 SP:Iteration 27F (335.484634 sec): 3 clusters Score: Raw -71525.057827 + Penalty 1605.232009 = -69919.825818 nChanged 0 Score: Raw -1994227.137951 + Penalty 10037.937675 = -1984189.200276 Splitting cluster 3 changes total score from -1983941.926344 to -1984189.200276 So it's getting split into cluster 9. Trying to split cluster 4 (5872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.371680 sec): 2 clusters Score: Raw -292126.070115 + Penalty 911.184810 = -291214.885305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.473135 sec): 3 clusters Score: Raw -288836.436058 + Penalty 1822.369620 = -287014.066438 nChanged 2605 SP:Iteration 1F (336.590507 sec): 3 clusters Score: Raw -290485.305525 + Penalty 1822.369620 = -288662.935905 nChanged 487 SP:Iteration 2F (336.702695 sec): 3 clusters Score: Raw -290838.706331 + Penalty 1822.369620 = -289016.336711 nChanged 411 SP:Iteration 3F (336.836342 sec): 3 clusters Score: Raw -291155.724798 + Penalty 1822.369620 = -289333.355178 nChanged 378 SP:Iteration 4F (336.930974 sec): 3 clusters Score: Raw -291495.092473 + Penalty 1822.369620 = -289672.722853 nChanged 339 SP:Iteration 5F (337.065043 sec): 3 clusters Score: Raw -291816.622805 + Penalty 1822.369620 = -289994.253185 nChanged 333 SP:Iteration 6F (337.166104 sec): 3 clusters Score: Raw -292078.919852 + Penalty 1822.369620 = -290256.550232 nChanged 298 SP:Iteration 7F (337.273753 sec): 3 clusters Score: Raw -292288.406496 + Penalty 1822.369620 = -290466.036877 nChanged 237 SP:Iteration 8Q (337.365769 sec): 3 clusters Score: Raw -292467.266016 + Penalty 1822.369620 = -290644.896397 nChanged 229 SP:Iteration 9Q (337.493888 sec): 3 clusters Score: Raw -292643.239955 + Penalty 1822.369620 = -290820.870336 nChanged 188 SP:Iteration 10Q (337.613080 sec): 3 clusters Score: Raw -292769.737789 + Penalty 1822.369620 = -290947.368169 nChanged 168 SP:Iteration 11Q (337.729925 sec): 3 clusters Score: Raw -292886.660972 + Penalty 1822.369620 = -291064.291352 nChanged 154 SP:Iteration 12Q (337.832565 sec): 3 clusters Score: Raw -292992.312866 + Penalty 1822.369620 = -291169.943247 nChanged 137 SP:Iteration 13Q (337.930862 sec): 3 clusters Score: Raw -293086.522799 + Penalty 1822.369620 = -291264.153179 nChanged 144 SP:Iteration 14Q (338.042955 sec): 3 clusters Score: Raw -293173.717643 + Penalty 1822.369620 = -291351.348023 nChanged 110 SP:Iteration 15Q (338.154539 sec): 3 clusters Score: Raw -293229.672297 + Penalty 1822.369620 = -291407.302677 nChanged 93 SP:Iteration 16Q (338.266357 sec): 3 clusters Score: Raw -293272.245804 + Penalty 1822.369620 = -291449.876184 nChanged 83 SP:Iteration 17Q (338.378094 sec): 3 clusters Score: Raw -293309.371097 + Penalty 1822.369620 = -291487.001477 nChanged 72 SP:Iteration 18Q (338.502055 sec): 3 clusters Score: Raw -293335.469866 + Penalty 1822.369620 = -291513.100246 nChanged 58 SP:Iteration 19Q (338.592179 sec): 3 clusters Score: Raw -293355.237394 + Penalty 1822.369620 = -291532.867774 nChanged 57 SP:Iteration 20F (338.717859 sec): 3 clusters Score: Raw -293374.442308 + Penalty 1822.369620 = -291552.072688 nChanged 40 SP:Iteration 21Q (338.869960 sec): 3 clusters Score: Raw -293385.590184 + Penalty 1822.369620 = -291563.220564 nChanged 33 SP:Iteration 22Q (338.963440 sec): 3 clusters Score: Raw -293394.024191 + Penalty 1822.369620 = -291571.654571 nChanged 22 SP:Iteration 23Q (339.063416 sec): 3 clusters Score: Raw -293398.593026 + Penalty 1822.369620 = -291576.223406 nChanged 22 SP:Iteration 24Q (339.198822 sec): 3 clusters Score: Raw -293404.002307 + Penalty 1822.369620 = -291581.632687 nChanged 20 SP:Iteration 25Q (339.294761 sec): 3 clusters Score: Raw -293408.154096 + Penalty 1822.369620 = -291585.784477 nChanged 15 SP:Iteration 26Q (339.401593 sec): 3 clusters Score: Raw -293410.196702 + Penalty 1822.369620 = -291587.827082 nChanged 8 SP:Iteration 27Q (339.500767 sec): 3 clusters Score: Raw -293411.429627 + Penalty 1822.369620 = -291589.060007 nChanged 5 SP:Iteration 28Q (339.617404 sec): 3 clusters Score: Raw -293412.225948 + Penalty 1822.369620 = -291589.856329 nChanged 9 SP:Iteration 29Q (339.716762 sec): 3 clusters Score: Raw -293413.987210 + Penalty 1822.369620 = -291591.617591 nChanged 7 SP:Iteration 30Q (339.821179 sec): 3 clusters Score: Raw -293415.196004 + Penalty 1822.369620 = -291592.826384 nChanged 8 SP:Iteration 31Q (339.939584 sec): 3 clusters Score: Raw -293416.967431 + Penalty 1822.369620 = -291594.597812 nChanged 14 SP:Iteration 32Q (340.054216 sec): 3 clusters Score: Raw -293420.534138 + Penalty 1822.369620 = -291598.164518 nChanged 18 SP:Iteration 33Q (340.171748 sec): 3 clusters Score: Raw -293424.446646 + Penalty 1822.369620 = -291602.077026 nChanged 13 SP:Iteration 34Q (340.307625 sec): 3 clusters Score: Raw -293426.316719 + Penalty 1822.369620 = -291603.947100 nChanged 7 SP:Iteration 35Q (340.419498 sec): 3 clusters Score: Raw -293427.501990 + Penalty 1822.369620 = -291605.132370 nChanged 8 SP:Iteration 36Q (340.522063 sec): 3 clusters Score: Raw -293428.925174 + Penalty 1822.369620 = -291606.555554 nChanged 9 SP:Iteration 37Q (340.655705 sec): 3 clusters Score: Raw -293430.699024 + Penalty 1822.369620 = -291608.329404 nChanged 10 SP:Iteration 38Q (340.767265 sec): 3 clusters Score: Raw -293432.584627 + Penalty 1822.369620 = -291610.215007 nChanged 13 SP:Iteration 39Q (340.873500 sec): 3 clusters Score: Raw -293436.074020 + Penalty 1822.369620 = -291613.704400 nChanged 12 SP:Iteration 40F (340.989324 sec): 3 clusters Score: Raw -293438.162863 + Penalty 1822.369620 = -291615.793243 nChanged 5 SP:Iteration 41Q (341.098712 sec): 3 clusters Score: Raw -293438.880742 + Penalty 1822.369620 = -291616.511122 nChanged 3 SP:Iteration 42Q (341.220951 sec): 3 clusters Score: Raw -293439.356070 + Penalty 1822.369620 = -291616.986451 nChanged 6 SP:Iteration 43Q (341.324119 sec): 3 clusters Score: Raw -293440.582750 + Penalty 1822.369620 = -291618.213130 nChanged 6 SP:Iteration 44Q (341.459274 sec): 3 clusters Score: Raw -293441.438405 + Penalty 1822.369620 = -291619.068785 nChanged 3 SP:Iteration 45Q (341.585281 sec): 3 clusters Score: Raw -293441.711179 + Penalty 1822.369620 = -291619.341559 nChanged 1 SP:Iteration 46Q (341.710142 sec): 3 clusters Score: Raw -293441.776584 + Penalty 1822.369620 = -291619.406964 nChanged 2 SP:Iteration 47Q (341.819559 sec): 3 clusters Score: Raw -293441.923428 + Penalty 1822.369620 = -291619.553808 nChanged 2 SP:Iteration 48Q (341.920693 sec): 3 clusters Score: Raw -293442.091560 + Penalty 1822.369620 = -291619.721940 nChanged 0 SP:Iteration 49F (342.028387 sec): 3 clusters Score: Raw -293442.091560 + Penalty 1822.369620 = -291619.721940 nChanged 0 Score: Raw -1995543.159396 + Penalty 11153.264084 = -1984389.895312 Splitting cluster 4 changes total score from -1983941.926344 to -1984389.895312 So it's getting split into cluster 10. Trying to split cluster 5 (5350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (343.064870 sec): 2 clusters Score: Raw -236714.736171 + Penalty 901.409443 = -235813.326728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (343.153755 sec): 3 clusters Score: Raw -233761.553911 + Penalty 1802.818886 = -231958.735025 nChanged 2288 SP:Iteration 1F (343.258940 sec): 3 clusters Score: Raw -235840.525794 + Penalty 1802.818886 = -234037.706908 nChanged 644 SP:Iteration 2F (343.387703 sec): 3 clusters Score: Raw -236776.985830 + Penalty 1802.818886 = -234974.166944 nChanged 560 SP:Iteration 3F (343.487281 sec): 3 clusters Score: Raw -237478.616849 + Penalty 1802.818886 = -235675.797963 nChanged 402 SP:Iteration 4F (343.603827 sec): 3 clusters Score: Raw -237844.060864 + Penalty 1802.818886 = -236041.241977 nChanged 240 SP:Iteration 5Q (343.698611 sec): 3 clusters Score: Raw -238008.656057 + Penalty 1802.818886 = -236205.837171 nChanged 175 SP:Iteration 6Q (343.799493 sec): 3 clusters Score: Raw -238115.253655 + Penalty 1802.818886 = -236312.434768 nChanged 131 SP:Iteration 7Q (343.919673 sec): 3 clusters Score: Raw -238189.824990 + Penalty 1802.818886 = -236387.006103 nChanged 103 SP:Iteration 8Q (344.044412 sec): 3 clusters Score: Raw -238249.643933 + Penalty 1802.818886 = -236446.825046 nChanged 93 SP:Iteration 9Q (344.155899 sec): 3 clusters Score: Raw -238299.158232 + Penalty 1802.818886 = -236496.339346 nChanged 69 SP:Iteration 10Q (344.268986 sec): 3 clusters Score: Raw -238324.469028 + Penalty 1802.818886 = -236521.650142 nChanged 46 SP:Iteration 11Q (344.390380 sec): 3 clusters Score: Raw -238338.565482 + Penalty 1802.818886 = -236535.746596 nChanged 33 SP:Iteration 12Q (344.511301 sec): 3 clusters Score: Raw -238344.867483 + Penalty 1802.818886 = -236542.048596 nChanged 19 SP:Iteration 13Q (344.602862 sec): 3 clusters Score: Raw -238348.832593 + Penalty 1802.818886 = -236546.013707 nChanged 8 SP:Iteration 14Q (344.752730 sec): 3 clusters Score: Raw -238350.709452 + Penalty 1802.818886 = -236547.890565 nChanged 7 SP:Iteration 15Q (344.821317 sec): 3 clusters Score: Raw -238351.709002 + Penalty 1802.818886 = -236548.890116 nChanged 8 SP:Iteration 16Q (344.911218 sec): 3 clusters Score: Raw -238353.533366 + Penalty 1802.818886 = -236550.714479 nChanged 13 SP:Iteration 17Q (345.011509 sec): 3 clusters Score: Raw -238355.394453 + Penalty 1802.818886 = -236552.575567 nChanged 9 SP:Iteration 18Q (345.114301 sec): 3 clusters Score: Raw -238356.983236 + Penalty 1802.818886 = -236554.164350 nChanged 4 SP:Iteration 19Q (345.236652 sec): 3 clusters Score: Raw -238357.330669 + Penalty 1802.818886 = -236554.511782 nChanged 3 SP:Iteration 20F (345.337849 sec): 3 clusters Score: Raw -238357.861113 + Penalty 1802.818886 = -236555.042226 nChanged 5 SP:Iteration 21Q (345.455980 sec): 3 clusters Score: Raw -238358.427184 + Penalty 1802.818886 = -236555.608297 nChanged 3 SP:Iteration 22Q (345.581577 sec): 3 clusters Score: Raw -238358.889031 + Penalty 1802.818886 = -236556.070145 nChanged 1 SP:Iteration 23Q (345.677265 sec): 3 clusters Score: Raw -238359.199349 + Penalty 1802.818886 = -236556.380463 nChanged 5 SP:Iteration 24Q (345.792157 sec): 3 clusters Score: Raw -238359.653415 + Penalty 1802.818886 = -236556.834528 nChanged 0 SP:Iteration 25F (345.922651 sec): 3 clusters Score: Raw -238359.653415 + Penalty 1802.818886 = -236556.834528 nChanged 0 Score: Raw -1997188.076639 + Penalty 12268.590492 = -1984919.486147 Splitting cluster 5 changes total score from -1983941.926344 to -1984919.486147 So it's getting split into cluster 11. Trying to split cluster 6 (15185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (346.994091 sec): 2 clusters Score: Raw -842802.625544 + Penalty 1010.946655 = -841791.678889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.187578 sec): 3 clusters Score: Raw -833485.354141 + Penalty 2021.893309 = -831463.460832 nChanged 6962 SP:Iteration 1F (347.327215 sec): 3 clusters Score: Raw -837442.262523 + Penalty 2021.893309 = -835420.369214 nChanged 904 SP:Iteration 2F (347.479748 sec): 3 clusters Score: Raw -837866.472381 + Penalty 2021.893309 = -835844.579071 nChanged 941 SP:Iteration 3F (347.641486 sec): 3 clusters Score: Raw -838357.383956 + Penalty 2021.893309 = -836335.490647 nChanged 979 SP:Iteration 4F (347.791396 sec): 3 clusters Score: Raw -838970.285587 + Penalty 2021.893309 = -836948.392278 nChanged 1077 SP:Iteration 5F (347.952515 sec): 3 clusters Score: Raw -839784.307175 + Penalty 2021.893309 = -837762.413866 nChanged 1158 SP:Iteration 6F (348.115684 sec): 3 clusters Score: Raw -840704.937270 + Penalty 2021.893309 = -838683.043961 nChanged 1037 SP:Iteration 7F (348.257273 sec): 3 clusters Score: Raw -841458.038877 + Penalty 2021.893309 = -839436.145568 nChanged 789 SP:Iteration 8F (348.403735 sec): 3 clusters Score: Raw -841970.204211 + Penalty 2021.893309 = -839948.310902 nChanged 571 SP:Iteration 9Q (348.565635 sec): 3 clusters Score: Raw -842314.818907 + Penalty 2021.893309 = -840292.925598 nChanged 399 SP:Iteration 10Q (348.709493 sec): 3 clusters Score: Raw -842532.334054 + Penalty 2021.893309 = -840510.440745 nChanged 288 SP:Iteration 11Q (348.831524 sec): 3 clusters Score: Raw -842682.601675 + Penalty 2021.893309 = -840660.708365 nChanged 226 SP:Iteration 12Q (348.965358 sec): 3 clusters Score: Raw -842786.899240 + Penalty 2021.893309 = -840765.005931 nChanged 190 SP:Iteration 13Q (349.109072 sec): 3 clusters Score: Raw -842875.367660 + Penalty 2021.893309 = -840853.474351 nChanged 156 SP:Iteration 14Q (349.228978 sec): 3 clusters Score: Raw -842947.403046 + Penalty 2021.893309 = -840925.509737 nChanged 112 SP:Iteration 15Q (349.363056 sec): 3 clusters Score: Raw -843000.662236 + Penalty 2021.893309 = -840978.768927 nChanged 86 SP:Iteration 16Q (349.495820 sec): 3 clusters Score: Raw -843034.747437 + Penalty 2021.893309 = -841012.854128 nChanged 50 SP:Iteration 17Q (349.603166 sec): 3 clusters Score: Raw -843053.386837 + Penalty 2021.893309 = -841031.493528 nChanged 50 SP:Iteration 18Q (349.734868 sec): 3 clusters Score: Raw -843073.317771 + Penalty 2021.893309 = -841051.424462 nChanged 39 SP:Iteration 19Q (349.875520 sec): 3 clusters Score: Raw -843087.753904 + Penalty 2021.893309 = -841065.860594 nChanged 29 SP:Iteration 20F (350.007960 sec): 3 clusters Score: Raw -843096.142009 + Penalty 2021.893309 = -841074.248700 nChanged 18 SP:Iteration 21Q (350.159203 sec): 3 clusters Score: Raw -843102.785612 + Penalty 2021.893309 = -841080.892303 nChanged 24 SP:Iteration 22Q (350.299881 sec): 3 clusters Score: Raw -843112.992541 + Penalty 2021.893309 = -841091.099232 nChanged 28 SP:Iteration 23Q (350.409715 sec): 3 clusters Score: Raw -843129.300374 + Penalty 2021.893309 = -841107.407064 nChanged 25 SP:Iteration 24Q (350.552468 sec): 3 clusters Score: Raw -843143.251110 + Penalty 2021.893309 = -841121.357801 nChanged 25 SP:Iteration 25Q (350.684025 sec): 3 clusters Score: Raw -843160.661101 + Penalty 2021.893309 = -841138.767791 nChanged 24 SP:Iteration 26Q (350.827911 sec): 3 clusters Score: Raw -843174.729694 + Penalty 2021.893309 = -841152.836384 nChanged 19 SP:Iteration 27Q (350.964515 sec): 3 clusters Score: Raw -843183.723456 + Penalty 2021.893309 = -841161.830147 nChanged 18 SP:Iteration 28Q (351.090458 sec): 3 clusters Score: Raw -843189.971738 + Penalty 2021.893309 = -841168.078428 nChanged 14 SP:Iteration 29Q (351.262078 sec): 3 clusters Score: Raw -843193.587955 + Penalty 2021.893309 = -841171.694646 nChanged 8 SP:Iteration 30Q (351.396875 sec): 3 clusters Score: Raw -843196.562491 + Penalty 2021.893309 = -841174.669182 nChanged 9 SP:Iteration 31Q (351.533406 sec): 3 clusters Score: Raw -843200.079778 + Penalty 2021.893309 = -841178.186468 nChanged 7 SP:Iteration 32Q (351.700200 sec): 3 clusters Score: Raw -843202.478724 + Penalty 2021.893309 = -841180.585415 nChanged 2 SP:Iteration 33Q (351.829851 sec): 3 clusters Score: Raw -843203.861983 + Penalty 2021.893309 = -841181.968674 nChanged 6 SP:Iteration 34Q (351.978583 sec): 3 clusters Score: Raw -843206.033398 + Penalty 2021.893309 = -841184.140089 nChanged 4 SP:Iteration 35Q (352.131163 sec): 3 clusters Score: Raw -843207.129555 + Penalty 2021.893309 = -841185.236246 nChanged 2 SP:Iteration 36Q (352.280668 sec): 3 clusters Score: Raw -843207.576567 + Penalty 2021.893309 = -841185.683257 nChanged 3 SP:Iteration 37Q (352.431344 sec): 3 clusters Score: Raw -843208.302504 + Penalty 2021.893309 = -841186.409194 nChanged 3 SP:Iteration 38Q (352.574451 sec): 3 clusters Score: Raw -843209.747297 + Penalty 2021.893309 = -841187.853988 nChanged 6 SP:Iteration 39Q (352.734335 sec): 3 clusters Score: Raw -843211.866458 + Penalty 2021.893309 = -841189.973148 nChanged 3 SP:Iteration 40F (352.870509 sec): 3 clusters Score: Raw -843213.059092 + Penalty 2021.893309 = -841191.165783 nChanged 1 SP:Iteration 41Q (353.006929 sec): 3 clusters Score: Raw -843213.286705 + Penalty 2021.893309 = -841191.393396 nChanged 1 SP:Iteration 42Q (353.164805 sec): 3 clusters Score: Raw -843213.891950 + Penalty 2021.893309 = -841191.998641 nChanged 2 SP:Iteration 43Q (353.317125 sec): 3 clusters Score: Raw -843214.540577 + Penalty 2021.893309 = -841192.647268 nChanged 0 SP:Iteration 44F (353.456282 sec): 3 clusters Score: Raw -843214.540577 + Penalty 2021.893309 = -841192.647268 nChanged 0 Trying to split cluster 7 (2001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.530823 sec): 2 clusters Score: Raw -84589.820483 + Penalty 798.147245 = -83791.673238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (353.602489 sec): 3 clusters Score: Raw -83695.818625 + Penalty 1596.294490 = -82099.524135 nChanged 788 SP:Iteration 1F (353.706609 sec): 3 clusters Score: Raw -84492.331213 + Penalty 1596.294490 = -82896.036722 nChanged 244 SP:Iteration 2F (353.812640 sec): 3 clusters Score: Raw -84842.562604 + Penalty 1596.294490 = -83246.268114 nChanged 188 SP:Iteration 3F (353.939225 sec): 3 clusters Score: Raw -85056.537724 + Penalty 1596.294490 = -83460.243233 nChanged 106 SP:Iteration 4F (354.014901 sec): 3 clusters Score: Raw -85177.372757 + Penalty 1596.294490 = -83581.078267 nChanged 84 SP:Iteration 5Q (354.134900 sec): 3 clusters Score: Raw -85262.725788 + Penalty 1596.294490 = -83666.431298 nChanged 59 SP:Iteration 6Q (354.243433 sec): 3 clusters Score: Raw -85319.891881 + Penalty 1596.294490 = -83723.597391 nChanged 43 SP:Iteration 7Q (354.319813 sec): 3 clusters Score: Raw -85355.721603 + Penalty 1596.294490 = -83759.427112 nChanged 36 SP:Iteration 8Q (354.420361 sec): 3 clusters Score: Raw -85385.254707 + Penalty 1596.294490 = -83788.960216 nChanged 33 SP:Iteration 9Q (354.530568 sec): 3 clusters Score: Raw -85413.059728 + Penalty 1596.294490 = -83816.765238 nChanged 30 SP:Iteration 10Q (354.621863 sec): 3 clusters Score: Raw -85434.209174 + Penalty 1596.294490 = -83837.914684 nChanged 23 SP:Iteration 11Q (354.707845 sec): 3 clusters Score: Raw -85445.760293 + Penalty 1596.294490 = -83849.465803 nChanged 15 SP:Iteration 12Q (354.835130 sec): 3 clusters Score: Raw -85450.991029 + Penalty 1596.294490 = -83854.696538 nChanged 10 SP:Iteration 13Q (354.903370 sec): 3 clusters Score: Raw -85456.179515 + Penalty 1596.294490 = -83859.885025 nChanged 8 SP:Iteration 14Q (355.009598 sec): 3 clusters Score: Raw -85460.341431 + Penalty 1596.294490 = -83864.046941 nChanged 14 SP:Iteration 15Q (355.107264 sec): 3 clusters Score: Raw -85468.015802 + Penalty 1596.294490 = -83871.721312 nChanged 12 SP:Iteration 16Q (355.195217 sec): 3 clusters Score: Raw -85474.093761 + Penalty 1596.294490 = -83877.799271 nChanged 13 SP:Iteration 17Q (355.298332 sec): 3 clusters Score: Raw -85479.978980 + Penalty 1596.294490 = -83883.684490 nChanged 12 SP:Iteration 18Q (355.390655 sec): 3 clusters Score: Raw -85485.159620 + Penalty 1596.294490 = -83888.865130 nChanged 7 SP:Iteration 19Q (355.491079 sec): 3 clusters Score: Raw -85487.628383 + Penalty 1596.294490 = -83891.333893 nChanged 8 SP:Iteration 20F (355.593562 sec): 3 clusters Score: Raw -85490.523967 + Penalty 1596.294490 = -83894.229477 nChanged 11 SP:Iteration 21Q (355.707040 sec): 3 clusters Score: Raw -85495.253091 + Penalty 1596.294490 = -83898.958601 nChanged 13 SP:Iteration 22Q (355.792433 sec): 3 clusters Score: Raw -85503.910868 + Penalty 1596.294490 = -83907.616378 nChanged 14 SP:Iteration 23Q (355.899114 sec): 3 clusters Score: Raw -85512.815157 + Penalty 1596.294490 = -83916.520667 nChanged 18 SP:Iteration 24Q (356.011027 sec): 3 clusters Score: Raw -85521.537474 + Penalty 1596.294490 = -83925.242984 nChanged 10 SP:Iteration 25Q (356.105289 sec): 3 clusters Score: Raw -85527.024826 + Penalty 1596.294490 = -83930.730335 nChanged 13 SP:Iteration 26Q (356.221963 sec): 3 clusters Score: Raw -85534.290600 + Penalty 1596.294490 = -83937.996110 nChanged 19 SP:Iteration 27Q (356.321740 sec): 3 clusters Score: Raw -85545.659467 + Penalty 1596.294490 = -83949.364977 nChanged 16 SP:Iteration 28Q (356.422875 sec): 3 clusters Score: Raw -85554.711395 + Penalty 1596.294490 = -83958.416904 nChanged 12 SP:Iteration 29Q (356.546075 sec): 3 clusters Score: Raw -85561.463888 + Penalty 1596.294490 = -83965.169398 nChanged 14 SP:Iteration 30Q (356.642358 sec): 3 clusters Score: Raw -85569.629770 + Penalty 1596.294490 = -83973.335280 nChanged 12 SP:Iteration 31Q (356.745816 sec): 3 clusters Score: Raw -85578.817489 + Penalty 1596.294490 = -83982.522999 nChanged 13 SP:Iteration 32Q (356.848685 sec): 3 clusters Score: Raw -85588.191826 + Penalty 1596.294490 = -83991.897336 nChanged 13 SP:Iteration 33Q (356.950484 sec): 3 clusters Score: Raw -85599.311813 + Penalty 1596.294490 = -84003.017323 nChanged 15 SP:Iteration 34Q (357.052338 sec): 3 clusters Score: Raw -85609.862029 + Penalty 1596.294490 = -84013.567538 nChanged 21 SP:Iteration 35Q (357.143425 sec): 3 clusters Score: Raw -85622.727245 + Penalty 1596.294490 = -84026.432754 nChanged 18 SP:Iteration 36Q (357.258068 sec): 3 clusters Score: Raw -85640.146926 + Penalty 1596.294490 = -84043.852435 nChanged 19 SP:Iteration 37Q (357.347294 sec): 3 clusters Score: Raw -85659.363321 + Penalty 1596.294490 = -84063.068831 nChanged 20 SP:Iteration 38Q (357.469522 sec): 3 clusters Score: Raw -85675.933766 + Penalty 1596.294490 = -84079.639275 nChanged 19 SP:Iteration 39Q (357.565465 sec): 3 clusters Score: Raw -85689.536129 + Penalty 1596.294490 = -84093.241639 nChanged 19 SP:Iteration 40F (357.645718 sec): 3 clusters Score: Raw -85703.543640 + Penalty 1596.294490 = -84107.249150 nChanged 13 SP:Iteration 41Q (357.767161 sec): 3 clusters Score: Raw -85710.039581 + Penalty 1596.294490 = -84113.745091 nChanged 9 SP:Iteration 42Q (357.848919 sec): 3 clusters Score: Raw -85715.414025 + Penalty 1596.294490 = -84119.119534 nChanged 5 SP:Iteration 43Q (357.936718 sec): 3 clusters Score: Raw -85717.610754 + Penalty 1596.294490 = -84121.316264 nChanged 4 SP:Iteration 44Q (358.041023 sec): 3 clusters Score: Raw -85719.274507 + Penalty 1596.294490 = -84122.980016 nChanged 5 SP:Iteration 45Q (358.142382 sec): 3 clusters Score: Raw -85720.897226 + Penalty 1596.294490 = -84124.602735 nChanged 4 SP:Iteration 46Q (358.220419 sec): 3 clusters Score: Raw -85722.330766 + Penalty 1596.294490 = -84126.036276 nChanged 3 SP:Iteration 47Q (358.312353 sec): 3 clusters Score: Raw -85723.551069 + Penalty 1596.294490 = -84127.256579 nChanged 0 SP:Iteration 48F (358.419763 sec): 3 clusters Score: Raw -85723.551069 + Penalty 1596.294490 = -84127.256579 nChanged 0 Score: Raw -1998321.807225 + Penalty 13383.916901 = -1984937.890325 Splitting cluster 7 changes total score from -1983941.926344 to -1984937.890325 So it's getting split into cluster 12. Trying to split cluster 8 (6049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.490789 sec): 2 clusters Score: Raw -316766.998729 + Penalty 914.303066 = -315852.695663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.613899 sec): 3 clusters Score: Raw -313368.066843 + Penalty 1828.606132 = -311539.460711 nChanged 2655 SP:Iteration 1F (359.714741 sec): 3 clusters Score: Raw -315297.552504 + Penalty 1828.606132 = -313468.946371 nChanged 545 SP:Iteration 2F (359.817467 sec): 3 clusters Score: Raw -315761.694435 + Penalty 1828.606132 = -313933.088303 nChanged 474 SP:Iteration 3F (359.918286 sec): 3 clusters Score: Raw -316102.549388 + Penalty 1828.606132 = -314273.943256 nChanged 357 SP:Iteration 4F (360.028864 sec): 3 clusters Score: Raw -316306.220449 + Penalty 1828.606132 = -314477.614317 nChanged 264 SP:Iteration 5Q (360.135173 sec): 3 clusters Score: Raw -316439.739446 + Penalty 1828.606132 = -314611.133314 nChanged 198 SP:Iteration 6Q (360.255795 sec): 3 clusters Score: Raw -316524.621360 + Penalty 1828.606132 = -314696.015228 nChanged 172 SP:Iteration 7Q (360.381771 sec): 3 clusters Score: Raw -316608.055492 + Penalty 1828.606132 = -314779.449360 nChanged 159 SP:Iteration 8Q (360.476590 sec): 3 clusters Score: Raw -316677.172345 + Penalty 1828.606132 = -314848.566213 nChanged 145 SP:Iteration 9Q (360.577481 sec): 3 clusters Score: Raw -316732.643087 + Penalty 1828.606132 = -314904.036955 nChanged 117 SP:Iteration 10Q (360.677279 sec): 3 clusters Score: Raw -316778.948913 + Penalty 1828.606132 = -314950.342781 nChanged 96 SP:Iteration 11Q (360.781705 sec): 3 clusters Score: Raw -316817.490524 + Penalty 1828.606132 = -314988.884392 nChanged 101 SP:Iteration 12Q (360.900755 sec): 3 clusters Score: Raw -316861.802774 + Penalty 1828.606132 = -315033.196641 nChanged 101 SP:Iteration 13Q (361.017488 sec): 3 clusters Score: Raw -316906.916641 + Penalty 1828.606132 = -315078.310509 nChanged 94 SP:Iteration 14Q (361.123477 sec): 3 clusters Score: Raw -316945.934251 + Penalty 1828.606132 = -315117.328119 nChanged 80 SP:Iteration 15Q (361.212260 sec): 3 clusters Score: Raw -316975.936933 + Penalty 1828.606132 = -315147.330801 nChanged 66 SP:Iteration 16Q (361.328933 sec): 3 clusters Score: Raw -317005.218210 + Penalty 1828.606132 = -315176.612077 nChanged 66 SP:Iteration 17Q (361.429684 sec): 3 clusters Score: Raw -317032.572330 + Penalty 1828.606132 = -315203.966198 nChanged 63 SP:Iteration 18Q (361.520912 sec): 3 clusters Score: Raw -317053.778055 + Penalty 1828.606132 = -315225.171923 nChanged 56 SP:Iteration 19Q (361.650301 sec): 3 clusters Score: Raw -317073.786653 + Penalty 1828.606132 = -315245.180521 nChanged 44 SP:Iteration 20F (361.732774 sec): 3 clusters Score: Raw -317089.539987 + Penalty 1828.606132 = -315260.933854 nChanged 47 SP:Iteration 21Q (361.853265 sec): 3 clusters Score: Raw -317105.447074 + Penalty 1828.606132 = -315276.840942 nChanged 38 SP:Iteration 22Q (361.962173 sec): 3 clusters Score: Raw -317117.048352 + Penalty 1828.606132 = -315288.442220 nChanged 34 SP:Iteration 23Q (362.061591 sec): 3 clusters Score: Raw -317125.595667 + Penalty 1828.606132 = -315296.989535 nChanged 26 SP:Iteration 24Q (362.166228 sec): 3 clusters Score: Raw -317132.482208 + Penalty 1828.606132 = -315303.876075 nChanged 23 SP:Iteration 25Q (362.292533 sec): 3 clusters Score: Raw -317139.956506 + Penalty 1828.606132 = -315311.350374 nChanged 25 SP:Iteration 26Q (362.423002 sec): 3 clusters Score: Raw -317145.943326 + Penalty 1828.606132 = -315317.337194 nChanged 17 SP:Iteration 27Q (362.522613 sec): 3 clusters Score: Raw -317149.326071 + Penalty 1828.606132 = -315320.719939 nChanged 18 SP:Iteration 28Q (362.620492 sec): 3 clusters Score: Raw -317151.952243 + Penalty 1828.606132 = -315323.346110 nChanged 17 SP:Iteration 29Q (362.726406 sec): 3 clusters Score: Raw -317154.626360 + Penalty 1828.606132 = -315326.020228 nChanged 9 SP:Iteration 30Q (362.868297 sec): 3 clusters Score: Raw -317155.952608 + Penalty 1828.606132 = -315327.346476 nChanged 13 SP:Iteration 31Q (362.976074 sec): 3 clusters Score: Raw -317158.460869 + Penalty 1828.606132 = -315329.854737 nChanged 12 SP:Iteration 32Q (363.079027 sec): 3 clusters Score: Raw -317160.689005 + Penalty 1828.606132 = -315332.082873 nChanged 9 SP:Iteration 33Q (363.190515 sec): 3 clusters Score: Raw -317162.359636 + Penalty 1828.606132 = -315333.753504 nChanged 12 SP:Iteration 34Q (363.312516 sec): 3 clusters Score: Raw -317164.616923 + Penalty 1828.606132 = -315336.010791 nChanged 8 SP:Iteration 35Q (363.421743 sec): 3 clusters Score: Raw -317165.744763 + Penalty 1828.606132 = -315337.138631 nChanged 7 SP:Iteration 36Q (363.522236 sec): 3 clusters Score: Raw -317166.547169 + Penalty 1828.606132 = -315337.941037 nChanged 5 SP:Iteration 37Q (363.602081 sec): 3 clusters Score: Raw -317167.165548 + Penalty 1828.606132 = -315338.559416 nChanged 5 SP:Iteration 38Q (363.702169 sec): 3 clusters Score: Raw -317167.770048 + Penalty 1828.606132 = -315339.163916 nChanged 5 SP:Iteration 39Q (363.795278 sec): 3 clusters Score: Raw -317168.721246 + Penalty 1828.606132 = -315340.115114 nChanged 7 SP:Iteration 40F (363.885521 sec): 3 clusters Score: Raw -317170.297363 + Penalty 1828.606132 = -315341.691231 nChanged 13 SP:Iteration 41Q (364.019281 sec): 3 clusters Score: Raw -317173.375385 + Penalty 1828.606132 = -315344.769252 nChanged 14 SP:Iteration 42Q (364.122335 sec): 3 clusters Score: Raw -317175.839538 + Penalty 1828.606132 = -315347.233406 nChanged 7 SP:Iteration 43Q (364.204671 sec): 3 clusters Score: Raw -317177.115654 + Penalty 1828.606132 = -315348.509522 nChanged 8 SP:Iteration 44Q (364.315847 sec): 3 clusters Score: Raw -317178.580667 + Penalty 1828.606132 = -315349.974535 nChanged 7 SP:Iteration 45Q (364.429408 sec): 3 clusters Score: Raw -317179.792383 + Penalty 1828.606132 = -315351.186251 nChanged 4 SP:Iteration 46Q (364.540498 sec): 3 clusters Score: Raw -317180.647767 + Penalty 1828.606132 = -315352.041634 nChanged 4 SP:Iteration 47Q (364.640190 sec): 3 clusters Score: Raw -317181.252862 + Penalty 1828.606132 = -315352.646730 nChanged 5 SP:Iteration 48Q (364.746478 sec): 3 clusters Score: Raw -317181.800538 + Penalty 1828.606132 = -315353.194406 nChanged 2 SP:Iteration 49Q (364.881775 sec): 3 clusters Score: Raw -317181.983499 + Penalty 1828.606132 = -315353.377367 nChanged 0 SP:Iteration 50F (364.977529 sec): 3 clusters Score: Raw -317181.983499 + Penalty 1828.606132 = -315353.377367 nChanged 0 Iteration 99Q (365.867105 sec): 13 clusters Score: Raw -1999381.845256 + Penalty 13383.916901 = -1985997.928355 nChanged 1383 Iteration 100F (366.818095 sec): 13 clusters Score: Raw -2000338.006467 + Penalty 13383.916901 = -1986954.089567 nChanged 959 Iteration 101Q (367.659757 sec): 13 clusters Score: Raw -2000716.401681 + Penalty 13383.916901 = -1987332.484781 nChanged 566 Iteration 102Q (368.480706 sec): 13 clusters Score: Raw -2000924.058517 + Penalty 13383.916901 = -1987540.141616 nChanged 418 Iteration 103Q (369.293160 sec): 13 clusters Score: Raw -2001066.887925 + Penalty 13383.916901 = -1987682.971024 nChanged 375 Iteration 104Q (370.149077 sec): 13 clusters Score: Raw -2001177.519301 + Penalty 13383.916901 = -1987793.602400 nChanged 300 Iteration 105Q (370.965252 sec): 13 clusters Score: Raw -2001253.261070 + Penalty 13383.916901 = -1987869.344169 nChanged 233 Iteration 106Q (371.749338 sec): 13 clusters Score: Raw -2001308.776302 + Penalty 13383.916901 = -1987924.859402 nChanged 168 Iteration 107Q (372.570490 sec): 13 clusters Score: Raw -2001347.983415 + Penalty 13383.916901 = -1987964.066515 nChanged 128 Iteration 108Q (373.377923 sec): 13 clusters Score: Raw -2001374.239906 + Penalty 13383.916901 = -1987990.323006 nChanged 102 Iteration 109Q (374.225718 sec): 13 clusters Score: Raw -2001394.746124 + Penalty 13383.916901 = -1988010.829223 nChanged 81 Iteration 110Q (375.108853 sec): 13 clusters Score: Raw -2001409.738844 + Penalty 13383.916901 = -1988025.821944 nChanged 76 Iteration 111Q (375.891486 sec): 13 clusters Score: Raw -2001422.231863 + Penalty 13383.916901 = -1988038.314962 nChanged 40 Iteration 112Q (376.666862 sec): 13 clusters Score: Raw -2001430.091370 + Penalty 13383.916901 = -1988046.174470 nChanged 45 Iteration 113Q (377.469504 sec): 13 clusters Score: Raw -2001438.652303 + Penalty 13383.916901 = -1988054.735403 nChanged 40 Iteration 114Q (378.302095 sec): 13 clusters Score: Raw -2001447.045146 + Penalty 13383.916901 = -1988063.128245 nChanged 45 Iteration 115Q (379.102983 sec): 13 clusters Score: Raw -2001457.418853 + Penalty 13383.916901 = -1988073.501952 nChanged 45 Iteration 116Q (379.933610 sec): 13 clusters Score: Raw -2001466.183875 + Penalty 13383.916901 = -1988082.266975 nChanged 25 Iteration 117Q (380.756124 sec): 13 clusters Score: Raw -2001470.219215 + Penalty 13383.916901 = -1988086.302315 nChanged 28 Iteration 118Q (381.562830 sec): 13 clusters Score: Raw -2001475.231386 + Penalty 13383.916901 = -1988091.314486 nChanged 25 Iteration 119Q (382.454724 sec): 13 clusters Score: Raw -2001479.086450 + Penalty 13383.916901 = -1988095.169549 nChanged 18 Iteration 120F (383.454863 sec): 13 clusters Score: Raw -2001482.346754 + Penalty 13383.916901 = -1988098.429854 nChanged 17 Iteration 121Q (384.339626 sec): 13 clusters Score: Raw -2001485.730416 + Penalty 13383.916901 = -1988101.813515 nChanged 7 Iteration 122Q (385.225821 sec): 13 clusters Score: Raw -2001486.924510 + Penalty 13383.916901 = -1988103.007610 nChanged 8 Iteration 123Q (386.126346 sec): 13 clusters Score: Raw -2001487.773650 + Penalty 13383.916901 = -1988103.856749 nChanged 9 Iteration 124Q (386.980499 sec): 13 clusters Score: Raw -2001489.980581 + Penalty 13383.916901 = -1988106.063680 nChanged 8 Iteration 125Q (387.863909 sec): 13 clusters Score: Raw -2001491.857958 + Penalty 13383.916901 = -1988107.941057 nChanged 8 Iteration 126Q (388.723029 sec): 13 clusters Score: Raw -2001492.944305 + Penalty 13383.916901 = -1988109.027404 nChanged 6 Iteration 127Q (389.620516 sec): 13 clusters Score: Raw -2001493.759022 + Penalty 13383.916901 = -1988109.842121 nChanged 7 Iteration 128Q (390.553984 sec): 13 clusters Score: Raw -2001494.474336 + Penalty 13383.916901 = -1988110.557435 nChanged 5 Iteration 129Q (391.407213 sec): 13 clusters Score: Raw -2001494.921357 + Penalty 13383.916901 = -1988111.004457 nChanged 4 Iteration 130Q (392.253539 sec): 13 clusters Score: Raw -2001495.304802 + Penalty 13383.916901 = -1988111.387901 nChanged 2 Iteration 131Q (393.142599 sec): 13 clusters Score: Raw -2001495.501722 + Penalty 13383.916901 = -1988111.584821 nChanged 1 Iteration 132Q (394.012511 sec): 13 clusters Score: Raw -2001495.594120 + Penalty 13383.916901 = -1988111.677220 nChanged 2 Iteration 133Q (394.916508 sec): 13 clusters Score: Raw -2001495.720864 + Penalty 13383.916901 = -1988111.803963 nChanged 3 Iteration 134Q (395.773923 sec): 13 clusters Score: Raw -2001495.875933 + Penalty 13383.916901 = -1988111.959033 nChanged 1 Iteration 135Q (396.688363 sec): 13 clusters Score: Raw -2001495.913117 + Penalty 13383.916901 = -1988111.996216 nChanged 1 Iteration 136Q (397.560453 sec): 13 clusters Score: Raw -2001495.965474 + Penalty 13383.916901 = -1988112.048573 nChanged 0 Iteration 137F (398.500620 sec): 13 clusters Score: Raw -2001495.965474 + Penalty 13383.916901 = -1988112.048573 nChanged 0 Compute initial score before splitting: Score: Raw -2001495.965474 + Penalty 13383.916901 = -1988112.048573 Trying to split cluster 1 (1965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (398.565068 sec): 2 clusters Score: Raw -86766.089060 + Penalty 796.240990 = -85969.848070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (398.718846 sec): 3 clusters Score: Raw -85853.050546 + Penalty 1592.481980 = -84260.568565 nChanged 705 SP:Iteration 1F (398.799629 sec): 3 clusters Score: Raw -86333.360063 + Penalty 1592.481980 = -84740.878083 nChanged 168 SP:Iteration 2F (398.876215 sec): 3 clusters Score: Raw -86478.938222 + Penalty 1592.481980 = -84886.456242 nChanged 138 SP:Iteration 3F (398.952267 sec): 3 clusters Score: Raw -86639.644395 + Penalty 1592.481980 = -85047.162415 nChanged 144 SP:Iteration 4F (399.077337 sec): 3 clusters Score: Raw -86825.672290 + Penalty 1592.481980 = -85233.190310 nChanged 133 SP:Iteration 5F (399.169530 sec): 3 clusters Score: Raw -86959.298838 + Penalty 1592.481980 = -85366.816858 nChanged 98 SP:Iteration 6Q (399.286204 sec): 3 clusters Score: Raw -87038.848831 + Penalty 1592.481980 = -85446.366851 nChanged 64 SP:Iteration 7Q (399.376797 sec): 3 clusters Score: Raw -87098.552987 + Penalty 1592.481980 = -85506.071007 nChanged 65 SP:Iteration 8Q (399.483742 sec): 3 clusters Score: Raw -87155.820616 + Penalty 1592.481980 = -85563.338636 nChanged 47 SP:Iteration 9Q (399.592897 sec): 3 clusters Score: Raw -87188.292836 + Penalty 1592.481980 = -85595.810856 nChanged 33 SP:Iteration 10Q (399.686843 sec): 3 clusters Score: Raw -87215.547864 + Penalty 1592.481980 = -85623.065884 nChanged 27 SP:Iteration 11Q (399.801009 sec): 3 clusters Score: Raw -87235.697360 + Penalty 1592.481980 = -85643.215380 nChanged 28 SP:Iteration 12Q (399.900655 sec): 3 clusters Score: Raw -87252.860246 + Penalty 1592.481980 = -85660.378266 nChanged 21 SP:Iteration 13Q (399.990825 sec): 3 clusters Score: Raw -87263.240044 + Penalty 1592.481980 = -85670.758064 nChanged 20 SP:Iteration 14Q (400.095605 sec): 3 clusters Score: Raw -87275.192284 + Penalty 1592.481980 = -85682.710304 nChanged 23 SP:Iteration 15Q (400.196086 sec): 3 clusters Score: Raw -87288.069640 + Penalty 1592.481980 = -85695.587660 nChanged 15 SP:Iteration 16Q (400.318304 sec): 3 clusters Score: Raw -87296.990796 + Penalty 1592.481980 = -85704.508816 nChanged 12 SP:Iteration 17Q (400.395741 sec): 3 clusters Score: Raw -87308.651334 + Penalty 1592.481980 = -85716.169354 nChanged 15 SP:Iteration 18Q (400.485435 sec): 3 clusters Score: Raw -87320.974507 + Penalty 1592.481980 = -85728.492527 nChanged 14 SP:Iteration 19Q (400.586758 sec): 3 clusters Score: Raw -87328.920916 + Penalty 1592.481980 = -85736.438936 nChanged 11 SP:Iteration 20F (400.690061 sec): 3 clusters Score: Raw -87333.935418 + Penalty 1592.481980 = -85741.453438 nChanged 9 SP:Iteration 21Q (400.776956 sec): 3 clusters Score: Raw -87337.641470 + Penalty 1592.481980 = -85745.159490 nChanged 10 SP:Iteration 22Q (400.884401 sec): 3 clusters Score: Raw -87341.805456 + Penalty 1592.481980 = -85749.323476 nChanged 10 SP:Iteration 23Q (400.992929 sec): 3 clusters Score: Raw -87345.501700 + Penalty 1592.481980 = -85753.019720 nChanged 10 SP:Iteration 24Q (401.094997 sec): 3 clusters Score: Raw -87350.405725 + Penalty 1592.481980 = -85757.923745 nChanged 13 SP:Iteration 25Q (401.191965 sec): 3 clusters Score: Raw -87358.767455 + Penalty 1592.481980 = -85766.285475 nChanged 14 SP:Iteration 26Q (401.288487 sec): 3 clusters Score: Raw -87368.253231 + Penalty 1592.481980 = -85775.771251 nChanged 24 SP:Iteration 27Q (401.383426 sec): 3 clusters Score: Raw -87388.198055 + Penalty 1592.481980 = -85795.716075 nChanged 30 SP:Iteration 28Q (401.492807 sec): 3 clusters Score: Raw -87422.295818 + Penalty 1592.481980 = -85829.813838 nChanged 33 SP:Iteration 29Q (401.589665 sec): 3 clusters Score: Raw -87455.423629 + Penalty 1592.481980 = -85862.941649 nChanged 38 SP:Iteration 30Q (401.710973 sec): 3 clusters Score: Raw -87488.066408 + Penalty 1592.481980 = -85895.584428 nChanged 25 SP:Iteration 31Q (401.786839 sec): 3 clusters Score: Raw -87514.190782 + Penalty 1592.481980 = -85921.708802 nChanged 32 SP:Iteration 32Q (401.921739 sec): 3 clusters Score: Raw -87539.110319 + Penalty 1592.481980 = -85946.628339 nChanged 20 SP:Iteration 33Q (402.006487 sec): 3 clusters Score: Raw -87555.744844 + Penalty 1592.481980 = -85963.262864 nChanged 21 SP:Iteration 34Q (402.113341 sec): 3 clusters Score: Raw -87570.247540 + Penalty 1592.481980 = -85977.765560 nChanged 19 SP:Iteration 35Q (402.211947 sec): 3 clusters Score: Raw -87580.675489 + Penalty 1592.481980 = -85988.193509 nChanged 17 SP:Iteration 36Q (402.318927 sec): 3 clusters Score: Raw -87593.490808 + Penalty 1592.481980 = -86001.008828 nChanged 25 SP:Iteration 37Q (402.417507 sec): 3 clusters Score: Raw -87613.836874 + Penalty 1592.481980 = -86021.354893 nChanged 28 SP:Iteration 38Q (402.523774 sec): 3 clusters Score: Raw -87638.091809 + Penalty 1592.481980 = -86045.609829 nChanged 28 SP:Iteration 39Q (402.613790 sec): 3 clusters Score: Raw -87662.859238 + Penalty 1592.481980 = -86070.377258 nChanged 30 SP:Iteration 40F (402.722101 sec): 3 clusters Score: Raw -87694.823982 + Penalty 1592.481980 = -86102.342002 nChanged 31 SP:Iteration 41Q (402.850293 sec): 3 clusters Score: Raw -87738.152724 + Penalty 1592.481980 = -86145.670744 nChanged 29 SP:Iteration 42Q (402.929044 sec): 3 clusters Score: Raw -87782.232277 + Penalty 1592.481980 = -86189.750297 nChanged 18 SP:Iteration 43Q (403.032756 sec): 3 clusters Score: Raw -87796.294069 + Penalty 1592.481980 = -86203.812089 nChanged 12 SP:Iteration 44Q (403.135594 sec): 3 clusters Score: Raw -87805.907462 + Penalty 1592.481980 = -86213.425482 nChanged 12 SP:Iteration 45Q (403.230908 sec): 3 clusters Score: Raw -87814.842212 + Penalty 1592.481980 = -86222.360232 nChanged 9 SP:Iteration 46Q (403.322421 sec): 3 clusters Score: Raw -87820.928366 + Penalty 1592.481980 = -86228.446386 nChanged 9 SP:Iteration 47Q (403.420490 sec): 3 clusters Score: Raw -87824.495645 + Penalty 1592.481980 = -86232.013665 nChanged 4 SP:Iteration 48Q (403.521678 sec): 3 clusters Score: Raw -87825.768385 + Penalty 1592.481980 = -86233.286404 nChanged 5 SP:Iteration 49Q (403.629900 sec): 3 clusters Score: Raw -87828.870326 + Penalty 1592.481980 = -86236.388346 nChanged 4 SP:Iteration 50Q (403.720876 sec): 3 clusters Score: Raw -87830.357319 + Penalty 1592.481980 = -86237.875339 nChanged 1 SP:Iteration 51Q (403.831330 sec): 3 clusters Score: Raw -87830.432157 + Penalty 1592.481980 = -86237.950177 nChanged 0 SP:Iteration 52F (403.939825 sec): 3 clusters Score: Raw -87830.432157 + Penalty 1592.481980 = -86237.950177 nChanged 0 Score: Raw -2002560.308571 + Penalty 14499.243309 = -1988061.065262 Splitting cluster 1 changes total score from -1988112.048573 to -1988061.065262 So it's not getting split. Trying to split cluster 2 (2570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (405.140721 sec): 2 clusters Score: Raw -142320.496738 + Penalty 824.424424 = -141496.072314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (405.239877 sec): 3 clusters Score: Raw -141035.435940 + Penalty 1648.848847 = -139386.587093 nChanged 1013 SP:Iteration 1F (405.330929 sec): 3 clusters Score: Raw -141662.304534 + Penalty 1648.848847 = -140013.455687 nChanged 231 SP:Iteration 2F (405.416667 sec): 3 clusters Score: Raw -141845.011299 + Penalty 1648.848847 = -140196.162452 nChanged 177 SP:Iteration 3F (405.517200 sec): 3 clusters Score: Raw -141981.870053 + Penalty 1648.848847 = -140333.021205 nChanged 131 SP:Iteration 4F (405.597286 sec): 3 clusters Score: Raw -142069.945889 + Penalty 1648.848847 = -140421.097041 nChanged 102 SP:Iteration 5Q (405.697658 sec): 3 clusters Score: Raw -142133.466820 + Penalty 1648.848847 = -140484.617973 nChanged 85 SP:Iteration 6Q (405.795047 sec): 3 clusters Score: Raw -142200.261106 + Penalty 1648.848847 = -140551.412259 nChanged 80 SP:Iteration 7Q (405.894660 sec): 3 clusters Score: Raw -142242.726417 + Penalty 1648.848847 = -140593.877570 nChanged 64 SP:Iteration 8Q (405.996967 sec): 3 clusters Score: Raw -142283.596992 + Penalty 1648.848847 = -140634.748144 nChanged 57 SP:Iteration 9Q (406.103781 sec): 3 clusters Score: Raw -142313.681057 + Penalty 1648.848847 = -140664.832210 nChanged 60 SP:Iteration 10Q (406.218025 sec): 3 clusters Score: Raw -142353.220931 + Penalty 1648.848847 = -140704.372084 nChanged 57 SP:Iteration 11Q (406.315483 sec): 3 clusters Score: Raw -142397.303370 + Penalty 1648.848847 = -140748.454523 nChanged 46 SP:Iteration 12Q (406.427253 sec): 3 clusters Score: Raw -142426.999056 + Penalty 1648.848847 = -140778.150209 nChanged 46 SP:Iteration 13Q (406.543144 sec): 3 clusters Score: Raw -142456.268120 + Penalty 1648.848847 = -140807.419273 nChanged 45 SP:Iteration 14Q (406.625198 sec): 3 clusters Score: Raw -142489.590521 + Penalty 1648.848847 = -140840.741674 nChanged 51 SP:Iteration 15Q (406.734156 sec): 3 clusters Score: Raw -142529.406720 + Penalty 1648.848847 = -140880.557873 nChanged 56 SP:Iteration 16Q (406.839230 sec): 3 clusters Score: Raw -142586.511856 + Penalty 1648.848847 = -140937.663009 nChanged 67 SP:Iteration 17Q (406.930395 sec): 3 clusters Score: Raw -142642.876815 + Penalty 1648.848847 = -140994.027968 nChanged 58 SP:Iteration 18Q (407.032998 sec): 3 clusters Score: Raw -142689.050416 + Penalty 1648.848847 = -141040.201569 nChanged 54 SP:Iteration 19Q (407.135990 sec): 3 clusters Score: Raw -142732.348971 + Penalty 1648.848847 = -141083.500124 nChanged 54 SP:Iteration 20F (407.230987 sec): 3 clusters Score: Raw -142774.737651 + Penalty 1648.848847 = -141125.888803 nChanged 41 SP:Iteration 21Q (407.307496 sec): 3 clusters Score: Raw -142803.332473 + Penalty 1648.848847 = -141154.483625 nChanged 27 SP:Iteration 22Q (407.400349 sec): 3 clusters Score: Raw -142818.626101 + Penalty 1648.848847 = -141169.777254 nChanged 34 SP:Iteration 23Q (407.504951 sec): 3 clusters Score: Raw -142838.737413 + Penalty 1648.848847 = -141189.888566 nChanged 28 SP:Iteration 24Q (407.609832 sec): 3 clusters Score: Raw -142853.554138 + Penalty 1648.848847 = -141204.705291 nChanged 21 SP:Iteration 25Q (407.698560 sec): 3 clusters Score: Raw -142864.119342 + Penalty 1648.848847 = -141215.270494 nChanged 13 SP:Iteration 26Q (407.800982 sec): 3 clusters Score: Raw -142869.559441 + Penalty 1648.848847 = -141220.710594 nChanged 5 SP:Iteration 27Q (407.909583 sec): 3 clusters Score: Raw -142870.889281 + Penalty 1648.848847 = -141222.040433 nChanged 5 SP:Iteration 28Q (407.980836 sec): 3 clusters Score: Raw -142872.650281 + Penalty 1648.848847 = -141223.801434 nChanged 6 SP:Iteration 29Q (408.083132 sec): 3 clusters Score: Raw -142874.760447 + Penalty 1648.848847 = -141225.911600 nChanged 5 SP:Iteration 30Q (408.176561 sec): 3 clusters Score: Raw -142875.640723 + Penalty 1648.848847 = -141226.791875 nChanged 2 SP:Iteration 31Q (408.261738 sec): 3 clusters Score: Raw -142876.001293 + Penalty 1648.848847 = -141227.152446 nChanged 1 SP:Iteration 32Q (408.376979 sec): 3 clusters Score: Raw -142876.136061 + Penalty 1648.848847 = -141227.287214 nChanged 0 SP:Iteration 33F (408.474351 sec): 3 clusters Score: Raw -142876.136061 + Penalty 1648.848847 = -141227.287214 nChanged 0 Trying to split cluster 3 (826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.530482 sec): 2 clusters Score: Raw -26928.470268 + Penalty 705.242451 = -26223.227817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.648788 sec): 3 clusters Score: Raw -26642.442742 + Penalty 1410.484902 = -25231.957839 nChanged 267 SP:Iteration 1F (408.730510 sec): 3 clusters Score: Raw -26951.987993 + Penalty 1410.484902 = -25541.503091 nChanged 74 SP:Iteration 2F (408.806293 sec): 3 clusters Score: Raw -27030.324223 + Penalty 1410.484902 = -25619.839321 nChanged 55 SP:Iteration 3F (408.903003 sec): 3 clusters Score: Raw -27113.805688 + Penalty 1410.484902 = -25703.320786 nChanged 31 SP:Iteration 4Q (408.981536 sec): 3 clusters Score: Raw -27151.899040 + Penalty 1410.484902 = -25741.414138 nChanged 24 SP:Iteration 5Q (409.076390 sec): 3 clusters Score: Raw -27179.019726 + Penalty 1410.484902 = -25768.534824 nChanged 18 SP:Iteration 6Q (409.183160 sec): 3 clusters Score: Raw -27192.214764 + Penalty 1410.484902 = -25781.729861 nChanged 18 SP:Iteration 7Q (409.274850 sec): 3 clusters Score: Raw -27209.056782 + Penalty 1410.484902 = -25798.571880 nChanged 12 SP:Iteration 8Q (409.389761 sec): 3 clusters Score: Raw -27226.002924 + Penalty 1410.484902 = -25815.518022 nChanged 10 SP:Iteration 9Q (409.452753 sec): 3 clusters Score: Raw -27241.920032 + Penalty 1410.484902 = -25831.435130 nChanged 12 SP:Iteration 10Q (409.557858 sec): 3 clusters Score: Raw -27264.775818 + Penalty 1410.484902 = -25854.290915 nChanged 7 SP:Iteration 11Q (409.648766 sec): 3 clusters Score: Raw -27271.173245 + Penalty 1410.484902 = -25860.688343 nChanged 3 SP:Iteration 12Q (409.730794 sec): 3 clusters Score: Raw -27272.483569 + Penalty 1410.484902 = -25861.998666 nChanged 3 SP:Iteration 13Q (409.831049 sec): 3 clusters Score: Raw -27273.757320 + Penalty 1410.484902 = -25863.272418 nChanged 2 SP:Iteration 14Q (409.932102 sec): 3 clusters Score: Raw -27275.139540 + Penalty 1410.484902 = -25864.654638 nChanged 2 SP:Iteration 15Q (410.018380 sec): 3 clusters Score: Raw -27276.263824 + Penalty 1410.484902 = -25865.778922 nChanged 2 SP:Iteration 16Q (410.124841 sec): 3 clusters Score: Raw -27276.869388 + Penalty 1410.484902 = -25866.384485 nChanged 0 SP:Iteration 17F (410.198154 sec): 3 clusters Score: Raw -27276.869388 + Penalty 1410.484902 = -25866.384485 nChanged 0 Trying to split cluster 4 (2569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.276734 sec): 2 clusters Score: Raw -126891.797597 + Penalty 824.383560 = -126067.414037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.370258 sec): 3 clusters Score: Raw -125597.995699 + Penalty 1648.767119 = -123949.228579 nChanged 1049 SP:Iteration 1F (410.458920 sec): 3 clusters Score: Raw -126299.999563 + Penalty 1648.767119 = -124651.232444 nChanged 237 SP:Iteration 2F (410.581100 sec): 3 clusters Score: Raw -126503.466512 + Penalty 1648.767119 = -124854.699392 nChanged 167 SP:Iteration 3F (410.668038 sec): 3 clusters Score: Raw -126625.799311 + Penalty 1648.767119 = -124977.032191 nChanged 116 SP:Iteration 4Q (410.765048 sec): 3 clusters Score: Raw -126704.123190 + Penalty 1648.767119 = -125055.356071 nChanged 83 SP:Iteration 5Q (410.865919 sec): 3 clusters Score: Raw -126756.287275 + Penalty 1648.767119 = -125107.520156 nChanged 71 SP:Iteration 6Q (410.988370 sec): 3 clusters Score: Raw -126804.063782 + Penalty 1648.767119 = -125155.296663 nChanged 63 SP:Iteration 7Q (411.109205 sec): 3 clusters Score: Raw -126846.392332 + Penalty 1648.767119 = -125197.625213 nChanged 57 SP:Iteration 8Q (411.194156 sec): 3 clusters Score: Raw -126880.613859 + Penalty 1648.767119 = -125231.846739 nChanged 43 SP:Iteration 9Q (411.287114 sec): 3 clusters Score: Raw -126897.103346 + Penalty 1648.767119 = -125248.336226 nChanged 25 SP:Iteration 10Q (411.406329 sec): 3 clusters Score: Raw -126907.827647 + Penalty 1648.767119 = -125259.060527 nChanged 27 SP:Iteration 11Q (411.511739 sec): 3 clusters Score: Raw -126917.154951 + Penalty 1648.767119 = -125268.387832 nChanged 13 SP:Iteration 12Q (411.611948 sec): 3 clusters Score: Raw -126921.015922 + Penalty 1648.767119 = -125272.248803 nChanged 11 SP:Iteration 13Q (411.670338 sec): 3 clusters Score: Raw -126925.699435 + Penalty 1648.767119 = -125276.932316 nChanged 11 SP:Iteration 14Q (411.771736 sec): 3 clusters Score: Raw -126931.053672 + Penalty 1648.767119 = -125282.286553 nChanged 12 SP:Iteration 15Q (411.883688 sec): 3 clusters Score: Raw -126935.159995 + Penalty 1648.767119 = -125286.392876 nChanged 11 SP:Iteration 16Q (411.983711 sec): 3 clusters Score: Raw -126938.837630 + Penalty 1648.767119 = -125290.070510 nChanged 10 SP:Iteration 17Q (412.068605 sec): 3 clusters Score: Raw -126942.622599 + Penalty 1648.767119 = -125293.855480 nChanged 12 SP:Iteration 18Q (412.164979 sec): 3 clusters Score: Raw -126945.667803 + Penalty 1648.767119 = -125296.900683 nChanged 9 SP:Iteration 19Q (412.271706 sec): 3 clusters Score: Raw -126948.936917 + Penalty 1648.767119 = -125300.169797 nChanged 10 SP:Iteration 20F (412.384751 sec): 3 clusters Score: Raw -126952.640063 + Penalty 1648.767119 = -125303.872944 nChanged 5 SP:Iteration 21Q (412.475647 sec): 3 clusters Score: Raw -126953.668754 + Penalty 1648.767119 = -125304.901635 nChanged 6 SP:Iteration 22Q (412.551122 sec): 3 clusters Score: Raw -126954.793527 + Penalty 1648.767119 = -125306.026408 nChanged 5 SP:Iteration 23Q (412.650538 sec): 3 clusters Score: Raw -126955.467858 + Penalty 1648.767119 = -125306.700739 nChanged 3 SP:Iteration 24Q (412.739617 sec): 3 clusters Score: Raw -126956.210053 + Penalty 1648.767119 = -125307.442934 nChanged 2 SP:Iteration 25Q (412.847708 sec): 3 clusters Score: Raw -126956.765929 + Penalty 1648.767119 = -125307.998809 nChanged 0 SP:Iteration 26F (412.965751 sec): 3 clusters Score: Raw -126956.765929 + Penalty 1648.767119 = -125307.998809 nChanged 0 Trying to split cluster 5 (3466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (413.030827 sec): 2 clusters Score: Raw -161815.904778 + Penalty 855.829429 = -160960.075349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (413.136000 sec): 3 clusters Score: Raw -160053.249797 + Penalty 1711.658859 = -158341.590938 nChanged 1403 SP:Iteration 1F (413.235899 sec): 3 clusters Score: Raw -161070.888990 + Penalty 1711.658859 = -159359.230131 nChanged 360 SP:Iteration 2F (413.358440 sec): 3 clusters Score: Raw -161493.307592 + Penalty 1711.658859 = -159781.648734 nChanged 329 SP:Iteration 3F (413.452244 sec): 3 clusters Score: Raw -161891.296135 + Penalty 1711.658859 = -160179.637276 nChanged 284 SP:Iteration 4F (413.542809 sec): 3 clusters Score: Raw -162202.592858 + Penalty 1711.658859 = -160490.934000 nChanged 204 SP:Iteration 5F (413.653404 sec): 3 clusters Score: Raw -162380.100037 + Penalty 1711.658859 = -160668.441178 nChanged 164 SP:Iteration 6Q (413.735594 sec): 3 clusters Score: Raw -162510.257907 + Penalty 1711.658859 = -160798.599048 nChanged 93 SP:Iteration 7Q (413.845869 sec): 3 clusters Score: Raw -162568.890565 + Penalty 1711.658859 = -160857.231706 nChanged 81 SP:Iteration 8Q (413.943781 sec): 3 clusters Score: Raw -162609.224521 + Penalty 1711.658859 = -160897.565662 nChanged 53 SP:Iteration 9Q (414.035646 sec): 3 clusters Score: Raw -162635.745525 + Penalty 1711.658859 = -160924.086666 nChanged 52 SP:Iteration 10Q (414.140876 sec): 3 clusters Score: Raw -162659.892123 + Penalty 1711.658859 = -160948.233264 nChanged 48 SP:Iteration 11Q (414.244888 sec): 3 clusters Score: Raw -162681.630867 + Penalty 1711.658859 = -160969.972008 nChanged 42 SP:Iteration 12Q (414.367648 sec): 3 clusters Score: Raw -162701.879312 + Penalty 1711.658859 = -160990.220453 nChanged 43 SP:Iteration 13Q (414.451852 sec): 3 clusters Score: Raw -162722.922618 + Penalty 1711.658859 = -161011.263759 nChanged 34 SP:Iteration 14Q (414.552786 sec): 3 clusters Score: Raw -162734.844554 + Penalty 1711.658859 = -161023.185696 nChanged 25 SP:Iteration 15Q (414.658208 sec): 3 clusters Score: Raw -162742.908193 + Penalty 1711.658859 = -161031.249335 nChanged 18 SP:Iteration 16Q (414.783183 sec): 3 clusters Score: Raw -162748.725704 + Penalty 1711.658859 = -161037.066845 nChanged 24 SP:Iteration 17Q (414.868874 sec): 3 clusters Score: Raw -162757.571404 + Penalty 1711.658859 = -161045.912545 nChanged 25 SP:Iteration 18Q (414.966804 sec): 3 clusters Score: Raw -162766.019773 + Penalty 1711.658859 = -161054.360914 nChanged 20 SP:Iteration 19Q (415.048992 sec): 3 clusters Score: Raw -162773.649782 + Penalty 1711.658859 = -161061.990923 nChanged 17 SP:Iteration 20F (415.162259 sec): 3 clusters Score: Raw -162783.494413 + Penalty 1711.658859 = -161071.835554 nChanged 25 SP:Iteration 21Q (415.242229 sec): 3 clusters Score: Raw -162797.004458 + Penalty 1711.658859 = -161085.345599 nChanged 37 SP:Iteration 22Q (415.343379 sec): 3 clusters Score: Raw -162821.999652 + Penalty 1711.658859 = -161110.340793 nChanged 43 SP:Iteration 23Q (415.457075 sec): 3 clusters Score: Raw -162846.996395 + Penalty 1711.658859 = -161135.337537 nChanged 34 SP:Iteration 24Q (415.549670 sec): 3 clusters Score: Raw -162861.876191 + Penalty 1711.658859 = -161150.217332 nChanged 25 SP:Iteration 25Q (415.647961 sec): 3 clusters Score: Raw -162870.209245 + Penalty 1711.658859 = -161158.550387 nChanged 19 SP:Iteration 26Q (415.753779 sec): 3 clusters Score: Raw -162877.744653 + Penalty 1711.658859 = -161166.085794 nChanged 19 SP:Iteration 27Q (415.855145 sec): 3 clusters Score: Raw -162884.811879 + Penalty 1711.658859 = -161173.153020 nChanged 20 SP:Iteration 28Q (415.952558 sec): 3 clusters Score: Raw -162891.963126 + Penalty 1711.658859 = -161180.304267 nChanged 20 SP:Iteration 29Q (416.039696 sec): 3 clusters Score: Raw -162903.704777 + Penalty 1711.658859 = -161192.045918 nChanged 21 SP:Iteration 30Q (416.138847 sec): 3 clusters Score: Raw -162909.670513 + Penalty 1711.658859 = -161198.011654 nChanged 11 SP:Iteration 31Q (416.265464 sec): 3 clusters Score: Raw -162912.282565 + Penalty 1711.658859 = -161200.623706 nChanged 10 SP:Iteration 32Q (416.354282 sec): 3 clusters Score: Raw -162914.634220 + Penalty 1711.658859 = -161202.975361 nChanged 12 SP:Iteration 33Q (416.448318 sec): 3 clusters Score: Raw -162917.657084 + Penalty 1711.658859 = -161205.998225 nChanged 13 SP:Iteration 34Q (416.550265 sec): 3 clusters Score: Raw -162921.374113 + Penalty 1711.658859 = -161209.715254 nChanged 9 SP:Iteration 35Q (416.671812 sec): 3 clusters Score: Raw -162924.185669 + Penalty 1711.658859 = -161212.526810 nChanged 7 SP:Iteration 36Q (416.790669 sec): 3 clusters Score: Raw -162925.676358 + Penalty 1711.658859 = -161214.017499 nChanged 7 SP:Iteration 37Q (416.875479 sec): 3 clusters Score: Raw -162927.852950 + Penalty 1711.658859 = -161216.194091 nChanged 3 SP:Iteration 38Q (416.975949 sec): 3 clusters Score: Raw -162928.780678 + Penalty 1711.658859 = -161217.121819 nChanged 2 SP:Iteration 39Q (417.101035 sec): 3 clusters Score: Raw -162929.058995 + Penalty 1711.658859 = -161217.400136 nChanged 4 SP:Iteration 40F (417.207721 sec): 3 clusters Score: Raw -162929.688269 + Penalty 1711.658859 = -161218.029410 nChanged 0 Score: Raw -2002609.748965 + Penalty 14499.243309 = -1988110.505656 Splitting cluster 5 changes total score from -1988112.048573 to -1988110.505656 So it's not getting split. Trying to split cluster 6 (14115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (418.404575 sec): 2 clusters Score: Raw -789488.269434 + Penalty 1003.274301 = -788484.995133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (418.543559 sec): 3 clusters Score: Raw -780997.489636 + Penalty 2006.548602 = -778990.941034 nChanged 6366 SP:Iteration 1F (418.688120 sec): 3 clusters Score: Raw -785074.603030 + Penalty 2006.548602 = -783068.054428 nChanged 1161 SP:Iteration 2F (418.798296 sec): 3 clusters Score: Raw -785794.796941 + Penalty 2006.548602 = -783788.248339 nChanged 1053 SP:Iteration 3F (418.957435 sec): 3 clusters Score: Raw -786443.145448 + Penalty 2006.548602 = -784436.596846 nChanged 881 SP:Iteration 4F (419.098531 sec): 3 clusters Score: Raw -786980.903538 + Penalty 2006.548602 = -784974.354936 nChanged 737 SP:Iteration 5F (419.232455 sec): 3 clusters Score: Raw -787374.557747 + Penalty 2006.548602 = -785368.009146 nChanged 589 SP:Iteration 6Q (419.354547 sec): 3 clusters Score: Raw -787652.435385 + Penalty 2006.548602 = -785645.886784 nChanged 478 SP:Iteration 7Q (419.476170 sec): 3 clusters Score: Raw -787851.640638 + Penalty 2006.548602 = -785845.092037 nChanged 404 SP:Iteration 8Q (419.584469 sec): 3 clusters Score: Raw -788012.010265 + Penalty 2006.548602 = -786005.461664 nChanged 316 SP:Iteration 9Q (419.714579 sec): 3 clusters Score: Raw -788126.743761 + Penalty 2006.548602 = -786120.195159 nChanged 272 SP:Iteration 10Q (419.859350 sec): 3 clusters Score: Raw -788218.168838 + Penalty 2006.548602 = -786211.620237 nChanged 246 SP:Iteration 11Q (420.019890 sec): 3 clusters Score: Raw -788291.375821 + Penalty 2006.548602 = -786284.827219 nChanged 209 SP:Iteration 12Q (420.150118 sec): 3 clusters Score: Raw -788350.498522 + Penalty 2006.548602 = -786343.949921 nChanged 188 SP:Iteration 13Q (420.297847 sec): 3 clusters Score: Raw -788400.357009 + Penalty 2006.548602 = -786393.808407 nChanged 165 SP:Iteration 14Q (420.416807 sec): 3 clusters Score: Raw -788438.846730 + Penalty 2006.548602 = -786432.298128 nChanged 150 SP:Iteration 15Q (420.540066 sec): 3 clusters Score: Raw -788468.419772 + Penalty 2006.548602 = -786461.871171 nChanged 115 SP:Iteration 16Q (420.671812 sec): 3 clusters Score: Raw -788491.693073 + Penalty 2006.548602 = -786485.144471 nChanged 103 SP:Iteration 17Q (420.818369 sec): 3 clusters Score: Raw -788509.167611 + Penalty 2006.548602 = -786502.619009 nChanged 101 SP:Iteration 18Q (420.917947 sec): 3 clusters Score: Raw -788531.280416 + Penalty 2006.548602 = -786524.731814 nChanged 107 SP:Iteration 19Q (421.063152 sec): 3 clusters Score: Raw -788555.552126 + Penalty 2006.548602 = -786549.003524 nChanged 109 SP:Iteration 20F (421.194332 sec): 3 clusters Score: Raw -788578.539889 + Penalty 2006.548602 = -786571.991287 nChanged 107 SP:Iteration 21Q (421.319730 sec): 3 clusters Score: Raw -788600.049737 + Penalty 2006.548602 = -786593.501136 nChanged 100 SP:Iteration 22Q (421.473362 sec): 3 clusters Score: Raw -788619.557107 + Penalty 2006.548602 = -786613.008505 nChanged 98 SP:Iteration 23Q (421.587692 sec): 3 clusters Score: Raw -788637.660331 + Penalty 2006.548602 = -786631.111729 nChanged 80 SP:Iteration 24Q (421.730732 sec): 3 clusters Score: Raw -788653.611225 + Penalty 2006.548602 = -786647.062623 nChanged 92 SP:Iteration 25Q (421.881351 sec): 3 clusters Score: Raw -788671.262527 + Penalty 2006.548602 = -786664.713926 nChanged 95 SP:Iteration 26Q (421.983635 sec): 3 clusters Score: Raw -788691.646395 + Penalty 2006.548602 = -786685.097794 nChanged 86 SP:Iteration 27Q (422.136094 sec): 3 clusters Score: Raw -788711.713460 + Penalty 2006.548602 = -786705.164859 nChanged 102 SP:Iteration 28Q (422.251276 sec): 3 clusters Score: Raw -788730.669582 + Penalty 2006.548602 = -786724.120980 nChanged 95 SP:Iteration 29Q (422.381227 sec): 3 clusters Score: Raw -788750.313954 + Penalty 2006.548602 = -786743.765352 nChanged 88 SP:Iteration 30Q (422.520078 sec): 3 clusters Score: Raw -788769.933750 + Penalty 2006.548602 = -786763.385148 nChanged 97 SP:Iteration 31Q (422.641437 sec): 3 clusters Score: Raw -788793.483874 + Penalty 2006.548602 = -786786.935272 nChanged 100 SP:Iteration 32Q (422.779863 sec): 3 clusters Score: Raw -788822.055180 + Penalty 2006.548602 = -786815.506579 nChanged 110 SP:Iteration 33Q (422.910569 sec): 3 clusters Score: Raw -788847.646831 + Penalty 2006.548602 = -786841.098230 nChanged 98 SP:Iteration 34Q (423.034496 sec): 3 clusters Score: Raw -788868.467913 + Penalty 2006.548602 = -786861.919312 nChanged 97 SP:Iteration 35Q (423.169453 sec): 3 clusters Score: Raw -788888.913340 + Penalty 2006.548602 = -786882.364738 nChanged 86 SP:Iteration 36Q (423.283623 sec): 3 clusters Score: Raw -788906.177830 + Penalty 2006.548602 = -786899.629229 nChanged 89 SP:Iteration 37Q (423.415116 sec): 3 clusters Score: Raw -788922.046644 + Penalty 2006.548602 = -786915.498042 nChanged 83 SP:Iteration 38Q (423.538199 sec): 3 clusters Score: Raw -788939.432578 + Penalty 2006.548602 = -786932.883977 nChanged 91 SP:Iteration 39Q (423.668688 sec): 3 clusters Score: Raw -788958.199887 + Penalty 2006.548602 = -786951.651285 nChanged 92 SP:Iteration 40F (423.810208 sec): 3 clusters Score: Raw -788979.612253 + Penalty 2006.548602 = -786973.063652 nChanged 98 SP:Iteration 41Q (423.949159 sec): 3 clusters Score: Raw -789004.783632 + Penalty 2006.548602 = -786998.235031 nChanged 106 SP:Iteration 42Q (424.093180 sec): 3 clusters Score: Raw -789036.181278 + Penalty 2006.548602 = -787029.632677 nChanged 114 SP:Iteration 43Q (424.188408 sec): 3 clusters Score: Raw -789065.729930 + Penalty 2006.548602 = -787059.181328 nChanged 98 SP:Iteration 44Q (424.350603 sec): 3 clusters Score: Raw -789092.824966 + Penalty 2006.548602 = -787086.276365 nChanged 100 SP:Iteration 45Q (424.463944 sec): 3 clusters Score: Raw -789118.053716 + Penalty 2006.548602 = -787111.505115 nChanged 96 SP:Iteration 46Q (424.592269 sec): 3 clusters Score: Raw -789139.686641 + Penalty 2006.548602 = -787133.138040 nChanged 87 SP:Iteration 47Q (424.712666 sec): 3 clusters Score: Raw -789162.086051 + Penalty 2006.548602 = -787155.537450 nChanged 90 SP:Iteration 48Q (424.834996 sec): 3 clusters Score: Raw -789185.347397 + Penalty 2006.548602 = -787178.798795 nChanged 86 SP:Iteration 49Q (424.966885 sec): 3 clusters Score: Raw -789205.886707 + Penalty 2006.548602 = -787199.338106 nChanged 95 SP:Iteration 50Q (425.112175 sec): 3 clusters Score: Raw -789228.708058 + Penalty 2006.548602 = -787222.159456 nChanged 86 SP:Iteration 51Q (425.241122 sec): 3 clusters Score: Raw -789251.023720 + Penalty 2006.548602 = -787244.475119 nChanged 102 SP:Iteration 52Q (425.400003 sec): 3 clusters Score: Raw -789276.559672 + Penalty 2006.548602 = -787270.011070 nChanged 89 SP:Iteration 53Q (425.508058 sec): 3 clusters Score: Raw -789301.603247 + Penalty 2006.548602 = -787295.054646 nChanged 98 SP:Iteration 54Q (425.658059 sec): 3 clusters Score: Raw -789338.375125 + Penalty 2006.548602 = -787331.826524 nChanged 113 SP:Iteration 55Q (425.791326 sec): 3 clusters Score: Raw -789381.017063 + Penalty 2006.548602 = -787374.468462 nChanged 118 SP:Iteration 56Q (425.892695 sec): 3 clusters Score: Raw -789429.174211 + Penalty 2006.548602 = -787422.625609 nChanged 121 SP:Iteration 57Q (426.041521 sec): 3 clusters Score: Raw -789473.009755 + Penalty 2006.548602 = -787466.461153 nChanged 119 SP:Iteration 58Q (426.145267 sec): 3 clusters Score: Raw -789521.739443 + Penalty 2006.548602 = -787515.190841 nChanged 132 SP:Iteration 59Q (426.262372 sec): 3 clusters Score: Raw -789579.860373 + Penalty 2006.548602 = -787573.311772 nChanged 130 SP:Iteration 60F (426.428911 sec): 3 clusters Score: Raw -789638.627318 + Penalty 2006.548602 = -787632.078717 nChanged 132 SP:Iteration 61Q (426.530208 sec): 3 clusters Score: Raw -789697.099279 + Penalty 2006.548602 = -787690.550678 nChanged 128 SP:Iteration 62Q (426.679464 sec): 3 clusters Score: Raw -789750.095400 + Penalty 2006.548602 = -787743.546798 nChanged 105 SP:Iteration 63Q (426.793784 sec): 3 clusters Score: Raw -789801.341750 + Penalty 2006.548602 = -787794.793148 nChanged 106 SP:Iteration 64Q (426.911026 sec): 3 clusters Score: Raw -789854.194523 + Penalty 2006.548602 = -787847.645921 nChanged 90 SP:Iteration 65Q (427.032756 sec): 3 clusters Score: Raw -789896.423039 + Penalty 2006.548602 = -787889.874438 nChanged 88 SP:Iteration 66Q (427.192733 sec): 3 clusters Score: Raw -789938.389534 + Penalty 2006.548602 = -787931.840932 nChanged 80 SP:Iteration 67Q (427.318081 sec): 3 clusters Score: Raw -789975.359038 + Penalty 2006.548602 = -787968.810436 nChanged 79 SP:Iteration 68Q (427.445003 sec): 3 clusters Score: Raw -790003.474920 + Penalty 2006.548602 = -787996.926318 nChanged 58 SP:Iteration 69Q (427.550345 sec): 3 clusters Score: Raw -790023.645626 + Penalty 2006.548602 = -788017.097025 nChanged 48 SP:Iteration 70Q (427.714546 sec): 3 clusters Score: Raw -790041.682909 + Penalty 2006.548602 = -788035.134307 nChanged 43 SP:Iteration 71Q (427.856311 sec): 3 clusters Score: Raw -790058.840516 + Penalty 2006.548602 = -788052.291914 nChanged 45 SP:Iteration 72Q (427.946609 sec): 3 clusters Score: Raw -790075.997311 + Penalty 2006.548602 = -788069.448709 nChanged 35 SP:Iteration 73Q (428.068900 sec): 3 clusters Score: Raw -790090.748140 + Penalty 2006.548602 = -788084.199538 nChanged 28 SP:Iteration 74Q (428.200406 sec): 3 clusters Score: Raw -790101.222206 + Penalty 2006.548602 = -788094.673605 nChanged 24 SP:Iteration 75Q (428.299052 sec): 3 clusters Score: Raw -790106.460767 + Penalty 2006.548602 = -788099.912165 nChanged 10 SP:Iteration 76Q (428.414795 sec): 3 clusters Score: Raw -790108.835276 + Penalty 2006.548602 = -788102.286674 nChanged 6 SP:Iteration 77Q (428.542533 sec): 3 clusters Score: Raw -790110.107871 + Penalty 2006.548602 = -788103.559269 nChanged 9 SP:Iteration 78Q (428.640405 sec): 3 clusters Score: Raw -790112.481622 + Penalty 2006.548602 = -788105.933021 nChanged 10 SP:Iteration 79Q (428.759651 sec): 3 clusters Score: Raw -790115.045634 + Penalty 2006.548602 = -788108.497032 nChanged 13 SP:Iteration 80F (428.901681 sec): 3 clusters Score: Raw -790119.795156 + Penalty 2006.548602 = -788113.246554 nChanged 11 SP:Iteration 81Q (429.025552 sec): 3 clusters Score: Raw -790122.216704 + Penalty 2006.548602 = -788115.668102 nChanged 7 SP:Iteration 82Q (429.143145 sec): 3 clusters Score: Raw -790124.106286 + Penalty 2006.548602 = -788117.557685 nChanged 10 SP:Iteration 83Q (429.266661 sec): 3 clusters Score: Raw -790126.814569 + Penalty 2006.548602 = -788120.265967 nChanged 4 SP:Iteration 84Q (429.378685 sec): 3 clusters Score: Raw -790127.210981 + Penalty 2006.548602 = -788120.662379 nChanged 3 SP:Iteration 85Q (429.492352 sec): 3 clusters Score: Raw -790127.934666 + Penalty 2006.548602 = -788121.386064 nChanged 4 SP:Iteration 86Q (429.617512 sec): 3 clusters Score: Raw -790128.897925 + Penalty 2006.548602 = -788122.349323 nChanged 2 SP:Iteration 87Q (429.753469 sec): 3 clusters Score: Raw -790129.517892 + Penalty 2006.548602 = -788122.969291 nChanged 7 SP:Iteration 88Q (429.863562 sec): 3 clusters Score: Raw -790131.415301 + Penalty 2006.548602 = -788124.866699 nChanged 4 SP:Iteration 89Q (429.982495 sec): 3 clusters Score: Raw -790132.476279 + Penalty 2006.548602 = -788125.927677 nChanged 4 SP:Iteration 90Q (430.118011 sec): 3 clusters Score: Raw -790133.429848 + Penalty 2006.548602 = -788126.881247 nChanged 0 SP:Iteration 91F (430.251611 sec): 3 clusters Score: Raw -790133.429848 + Penalty 2006.548602 = -788126.881247 nChanged 0 Trying to split cluster 7 (1007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.321887 sec): 2 clusters Score: Raw -41736.748285 + Penalty 726.046744 = -41010.701541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.407134 sec): 3 clusters Score: Raw -41380.247073 + Penalty 1452.093487 = -39928.153586 nChanged 343 SP:Iteration 1F (430.496157 sec): 3 clusters Score: Raw -41747.631670 + Penalty 1452.093487 = -40295.538183 nChanged 102 SP:Iteration 2F (430.589755 sec): 3 clusters Score: Raw -41928.477704 + Penalty 1452.093487 = -40476.384216 nChanged 77 SP:Iteration 3F (430.686357 sec): 3 clusters Score: Raw -42051.537404 + Penalty 1452.093487 = -40599.443916 nChanged 67 SP:Iteration 4F (430.791398 sec): 3 clusters Score: Raw -42133.451521 + Penalty 1452.093487 = -40681.358034 nChanged 46 SP:Iteration 5Q (430.876367 sec): 3 clusters Score: Raw -42195.387236 + Penalty 1452.093487 = -40743.293748 nChanged 37 SP:Iteration 6Q (430.956029 sec): 3 clusters Score: Raw -42241.268656 + Penalty 1452.093487 = -40789.175169 nChanged 23 SP:Iteration 7Q (431.060881 sec): 3 clusters Score: Raw -42272.440674 + Penalty 1452.093487 = -40820.347187 nChanged 18 SP:Iteration 8Q (431.150493 sec): 3 clusters Score: Raw -42288.547750 + Penalty 1452.093487 = -40836.454263 nChanged 12 SP:Iteration 9Q (431.244687 sec): 3 clusters Score: Raw -42297.959811 + Penalty 1452.093487 = -40845.866323 nChanged 6 SP:Iteration 10Q (431.334286 sec): 3 clusters Score: Raw -42304.569744 + Penalty 1452.093487 = -40852.476256 nChanged 6 SP:Iteration 11Q (431.435772 sec): 3 clusters Score: Raw -42313.540558 + Penalty 1452.093487 = -40861.447070 nChanged 10 SP:Iteration 12Q (431.537706 sec): 3 clusters Score: Raw -42320.335529 + Penalty 1452.093487 = -40868.242041 nChanged 5 SP:Iteration 13Q (431.626863 sec): 3 clusters Score: Raw -42324.981191 + Penalty 1452.093487 = -40872.887704 nChanged 6 SP:Iteration 14Q (431.697731 sec): 3 clusters Score: Raw -42331.235165 + Penalty 1452.093487 = -40879.141677 nChanged 5 SP:Iteration 15Q (431.800429 sec): 3 clusters Score: Raw -42334.275688 + Penalty 1452.093487 = -40882.182200 nChanged 2 SP:Iteration 16Q (431.911591 sec): 3 clusters Score: Raw -42335.579693 + Penalty 1452.093487 = -40883.486206 nChanged 0 SP:Iteration 17F (431.992889 sec): 3 clusters Score: Raw -42335.579693 + Penalty 1452.093487 = -40883.486206 nChanged 0 Trying to split cluster 8 (5771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.060542 sec): 2 clusters Score: Raw -303785.362085 + Penalty 909.363069 = -302875.999016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.180060 sec): 3 clusters Score: Raw -300504.947750 + Penalty 1818.726137 = -298686.221612 nChanged 2472 SP:Iteration 1F (432.292908 sec): 3 clusters Score: Raw -302364.532553 + Penalty 1818.726137 = -300545.806416 nChanged 547 SP:Iteration 2F (432.403202 sec): 3 clusters Score: Raw -302900.399169 + Penalty 1818.726137 = -301081.673031 nChanged 494 SP:Iteration 3F (432.501675 sec): 3 clusters Score: Raw -303383.160571 + Penalty 1818.726137 = -301564.434433 nChanged 429 SP:Iteration 4F (432.616894 sec): 3 clusters Score: Raw -303743.874918 + Penalty 1818.726137 = -301925.148781 nChanged 342 SP:Iteration 5F (432.735329 sec): 3 clusters Score: Raw -303963.749559 + Penalty 1818.726137 = -302145.023421 nChanged 245 SP:Iteration 6Q (432.849603 sec): 3 clusters Score: Raw -304084.220945 + Penalty 1818.726137 = -302265.494807 nChanged 165 SP:Iteration 7Q (432.950085 sec): 3 clusters Score: Raw -304157.832809 + Penalty 1818.726137 = -302339.106672 nChanged 123 SP:Iteration 8Q (433.080154 sec): 3 clusters Score: Raw -304205.639718 + Penalty 1818.726137 = -302386.913580 nChanged 87 SP:Iteration 9Q (433.172735 sec): 3 clusters Score: Raw -304235.642762 + Penalty 1818.726137 = -302416.916625 nChanged 72 SP:Iteration 10Q (433.282475 sec): 3 clusters Score: Raw -304258.848121 + Penalty 1818.726137 = -302440.121984 nChanged 59 SP:Iteration 11Q (433.393812 sec): 3 clusters Score: Raw -304274.274966 + Penalty 1818.726137 = -302455.548828 nChanged 51 SP:Iteration 12Q (433.508915 sec): 3 clusters Score: Raw -304290.054923 + Penalty 1818.726137 = -302471.328785 nChanged 50 SP:Iteration 13Q (433.629474 sec): 3 clusters Score: Raw -304303.257064 + Penalty 1818.726137 = -302484.530927 nChanged 44 SP:Iteration 14Q (433.724847 sec): 3 clusters Score: Raw -304312.843801 + Penalty 1818.726137 = -302494.117663 nChanged 34 SP:Iteration 15Q (433.836997 sec): 3 clusters Score: Raw -304324.072529 + Penalty 1818.726137 = -302505.346392 nChanged 46 SP:Iteration 16Q (433.965501 sec): 3 clusters Score: Raw -304340.000047 + Penalty 1818.726137 = -302521.273910 nChanged 54 SP:Iteration 17Q (434.060032 sec): 3 clusters Score: Raw -304357.303876 + Penalty 1818.726137 = -302538.577739 nChanged 50 SP:Iteration 18Q (434.165227 sec): 3 clusters Score: Raw -304370.116613 + Penalty 1818.726137 = -302551.390475 nChanged 45 SP:Iteration 19Q (434.281476 sec): 3 clusters Score: Raw -304389.265551 + Penalty 1818.726137 = -302570.539413 nChanged 62 SP:Iteration 20F (434.385273 sec): 3 clusters Score: Raw -304414.740208 + Penalty 1818.726137 = -302596.014070 nChanged 55 SP:Iteration 21Q (434.513321 sec): 3 clusters Score: Raw -304449.453932 + Penalty 1818.726137 = -302630.727795 nChanged 76 SP:Iteration 22Q (434.596225 sec): 3 clusters Score: Raw -304505.375996 + Penalty 1818.726137 = -302686.649858 nChanged 76 SP:Iteration 23Q (434.706523 sec): 3 clusters Score: Raw -304549.655565 + Penalty 1818.726137 = -302730.929427 nChanged 76 SP:Iteration 24Q (434.837680 sec): 3 clusters Score: Raw -304589.689230 + Penalty 1818.726137 = -302770.963093 nChanged 58 SP:Iteration 25Q (434.942938 sec): 3 clusters Score: Raw -304622.117970 + Penalty 1818.726137 = -302803.391832 nChanged 68 SP:Iteration 26Q (435.045386 sec): 3 clusters Score: Raw -304658.646974 + Penalty 1818.726137 = -302839.920836 nChanged 65 SP:Iteration 27Q (435.152515 sec): 3 clusters Score: Raw -304692.542994 + Penalty 1818.726137 = -302873.816856 nChanged 65 SP:Iteration 28Q (435.256362 sec): 3 clusters Score: Raw -304721.639443 + Penalty 1818.726137 = -302902.913305 nChanged 46 SP:Iteration 29Q (435.362849 sec): 3 clusters Score: Raw -304736.044852 + Penalty 1818.726137 = -302917.318714 nChanged 33 SP:Iteration 30Q (435.469745 sec): 3 clusters Score: Raw -304743.570165 + Penalty 1818.726137 = -302924.844027 nChanged 19 SP:Iteration 31Q (435.585692 sec): 3 clusters Score: Raw -304747.634198 + Penalty 1818.726137 = -302928.908060 nChanged 14 SP:Iteration 32Q (435.702597 sec): 3 clusters Score: Raw -304749.988037 + Penalty 1818.726137 = -302931.261900 nChanged 11 SP:Iteration 33Q (435.804032 sec): 3 clusters Score: Raw -304752.391992 + Penalty 1818.726137 = -302933.665855 nChanged 16 SP:Iteration 34Q (435.907711 sec): 3 clusters Score: Raw -304754.757966 + Penalty 1818.726137 = -302936.031828 nChanged 8 SP:Iteration 35Q (436.002653 sec): 3 clusters Score: Raw -304756.963802 + Penalty 1818.726137 = -302938.237665 nChanged 12 SP:Iteration 36Q (436.101530 sec): 3 clusters Score: Raw -304760.267122 + Penalty 1818.726137 = -302941.540984 nChanged 12 SP:Iteration 37Q (436.209176 sec): 3 clusters Score: Raw -304762.059570 + Penalty 1818.726137 = -302943.333432 nChanged 6 SP:Iteration 38Q (436.316103 sec): 3 clusters Score: Raw -304762.951418 + Penalty 1818.726137 = -302944.225281 nChanged 4 SP:Iteration 39Q (436.434182 sec): 3 clusters Score: Raw -304763.557488 + Penalty 1818.726137 = -302944.831351 nChanged 7 SP:Iteration 40F (436.525944 sec): 3 clusters Score: Raw -304764.818829 + Penalty 1818.726137 = -302946.092691 nChanged 4 SP:Iteration 41Q (436.650955 sec): 3 clusters Score: Raw -304765.328310 + Penalty 1818.726137 = -302946.602172 nChanged 4 SP:Iteration 42Q (436.762926 sec): 3 clusters Score: Raw -304765.685210 + Penalty 1818.726137 = -302946.959073 nChanged 2 SP:Iteration 43Q (436.858146 sec): 3 clusters Score: Raw -304765.913532 + Penalty 1818.726137 = -302947.187394 nChanged 3 SP:Iteration 44Q (436.947995 sec): 3 clusters Score: Raw -304766.442765 + Penalty 1818.726137 = -302947.716628 nChanged 2 SP:Iteration 45Q (437.094736 sec): 3 clusters Score: Raw -304766.576950 + Penalty 1818.726137 = -302947.850812 nChanged 1 SP:Iteration 46Q (437.183175 sec): 3 clusters Score: Raw -304766.690428 + Penalty 1818.726137 = -302947.964290 nChanged 1 SP:Iteration 47Q (437.286170 sec): 3 clusters Score: Raw -304766.813715 + Penalty 1818.726137 = -302948.087578 nChanged 1 SP:Iteration 48Q (437.382528 sec): 3 clusters Score: Raw -304767.059782 + Penalty 1818.726137 = -302948.333645 nChanged 2 SP:Iteration 49Q (437.485983 sec): 3 clusters Score: Raw -304767.262147 + Penalty 1818.726137 = -302948.536010 nChanged 2 SP:Iteration 50Q (437.597008 sec): 3 clusters Score: Raw -304767.756969 + Penalty 1818.726137 = -302949.030832 nChanged 2 SP:Iteration 51Q (437.718703 sec): 3 clusters Score: Raw -304768.142708 + Penalty 1818.726137 = -302949.416571 nChanged 4 SP:Iteration 52Q (437.799022 sec): 3 clusters Score: Raw -304768.613243 + Penalty 1818.726137 = -302949.887105 nChanged 4 SP:Iteration 53Q (437.936664 sec): 3 clusters Score: Raw -304769.487538 + Penalty 1818.726137 = -302950.761401 nChanged 4 SP:Iteration 54Q (438.024867 sec): 3 clusters Score: Raw -304770.060973 + Penalty 1818.726137 = -302951.334836 nChanged 2 SP:Iteration 55Q (438.128219 sec): 3 clusters Score: Raw -304770.171693 + Penalty 1818.726137 = -302951.445556 nChanged 1 SP:Iteration 56Q (438.243011 sec): 3 clusters Score: Raw -304770.230623 + Penalty 1818.726137 = -302951.504485 nChanged 1 SP:Iteration 57Q (438.367574 sec): 3 clusters Score: Raw -304770.419037 + Penalty 1818.726137 = -302951.692899 nChanged 1 SP:Iteration 58Q (438.460328 sec): 3 clusters Score: Raw -304770.547796 + Penalty 1818.726137 = -302951.821659 nChanged 1 SP:Iteration 59Q (438.571394 sec): 3 clusters Score: Raw -304770.647763 + Penalty 1818.726137 = -302951.921625 nChanged 1 SP:Iteration 60F (438.696384 sec): 3 clusters Score: Raw -304770.758922 + Penalty 1818.726137 = -302952.032784 nChanged 1 SP:Iteration 61Q (438.786853 sec): 3 clusters Score: Raw -304770.872186 + Penalty 1818.726137 = -302952.146049 nChanged 2 SP:Iteration 62Q (438.890692 sec): 3 clusters Score: Raw -304771.015585 + Penalty 1818.726137 = -302952.289448 nChanged 1 SP:Iteration 63Q (439.020130 sec): 3 clusters Score: Raw -304771.097366 + Penalty 1818.726137 = -302952.371229 nChanged 1 SP:Iteration 64Q (439.101679 sec): 3 clusters Score: Raw -304771.152468 + Penalty 1818.726137 = -302952.426330 nChanged 1 SP:Iteration 65Q (439.205999 sec): 3 clusters Score: Raw -304771.266337 + Penalty 1818.726137 = -302952.540199 nChanged 2 SP:Iteration 66Q (439.320587 sec): 3 clusters Score: Raw -304771.440359 + Penalty 1818.726137 = -302952.714221 nChanged 1 SP:Iteration 67Q (439.435422 sec): 3 clusters Score: Raw -304771.589484 + Penalty 1818.726137 = -302952.863346 nChanged 1 SP:Iteration 68Q (439.543984 sec): 3 clusters Score: Raw -304771.851692 + Penalty 1818.726137 = -302953.125554 nChanged 2 SP:Iteration 69Q (439.635768 sec): 3 clusters Score: Raw -304772.167230 + Penalty 1818.726137 = -302953.441092 nChanged 1 SP:Iteration 70Q (439.738896 sec): 3 clusters Score: Raw -304772.261123 + Penalty 1818.726137 = -302953.534985 nChanged 0 SP:Iteration 71F (439.844503 sec): 3 clusters Score: Raw -304772.261123 + Penalty 1818.726137 = -302953.534985 nChanged 0 Score: Raw -2002482.864512 + Penalty 14499.243309 = -1987983.621203 Splitting cluster 8 changes total score from -1988112.048573 to -1987983.621203 So it's not getting split. Trying to split cluster 9 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (441.033490 sec): 2 clusters Score: Raw -59770.439285 + Penalty 774.599040 = -58995.840245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (441.124503 sec): 3 clusters Score: Raw -59134.260963 + Penalty 1549.198080 = -57585.062884 nChanged 581 SP:Iteration 1F (441.196399 sec): 3 clusters Score: Raw -59715.985769 + Penalty 1549.198080 = -58166.787689 nChanged 180 SP:Iteration 2F (441.289985 sec): 3 clusters Score: Raw -59914.302095 + Penalty 1549.198080 = -58365.104015 nChanged 115 SP:Iteration 3F (441.381872 sec): 3 clusters Score: Raw -60037.820438 + Penalty 1549.198080 = -58488.622358 nChanged 68 SP:Iteration 4Q (441.478347 sec): 3 clusters Score: Raw -60116.560875 + Penalty 1549.198080 = -58567.362795 nChanged 56 SP:Iteration 5Q (441.568502 sec): 3 clusters Score: Raw -60181.647178 + Penalty 1549.198080 = -58632.449098 nChanged 63 SP:Iteration 6Q (441.661015 sec): 3 clusters Score: Raw -60247.428581 + Penalty 1549.198080 = -58698.230501 nChanged 47 SP:Iteration 7Q (441.776517 sec): 3 clusters Score: Raw -60295.301788 + Penalty 1549.198080 = -58746.103708 nChanged 39 SP:Iteration 8Q (441.848186 sec): 3 clusters Score: Raw -60325.217988 + Penalty 1549.198080 = -58776.019908 nChanged 25 SP:Iteration 9Q (441.957753 sec): 3 clusters Score: Raw -60345.715039 + Penalty 1549.198080 = -58796.516959 nChanged 21 SP:Iteration 10Q (442.050248 sec): 3 clusters Score: Raw -60362.878254 + Penalty 1549.198080 = -58813.680175 nChanged 16 SP:Iteration 11Q (442.150128 sec): 3 clusters Score: Raw -60372.794425 + Penalty 1549.198080 = -58823.596345 nChanged 15 SP:Iteration 12Q (442.262700 sec): 3 clusters Score: Raw -60384.821641 + Penalty 1549.198080 = -58835.623562 nChanged 17 SP:Iteration 13Q (442.342171 sec): 3 clusters Score: Raw -60394.827299 + Penalty 1549.198080 = -58845.629219 nChanged 13 SP:Iteration 14Q (442.462392 sec): 3 clusters Score: Raw -60405.834673 + Penalty 1549.198080 = -58856.636593 nChanged 16 SP:Iteration 15Q (442.561386 sec): 3 clusters Score: Raw -60419.406840 + Penalty 1549.198080 = -58870.208761 nChanged 16 SP:Iteration 16Q (442.668947 sec): 3 clusters Score: Raw -60436.354971 + Penalty 1549.198080 = -58887.156891 nChanged 11 SP:Iteration 17Q (442.764510 sec): 3 clusters Score: Raw -60443.270904 + Penalty 1549.198080 = -58894.072824 nChanged 12 SP:Iteration 18Q (442.892929 sec): 3 clusters Score: Raw -60448.647888 + Penalty 1549.198080 = -58899.449808 nChanged 5 SP:Iteration 19Q (442.976083 sec): 3 clusters Score: Raw -60450.517981 + Penalty 1549.198080 = -58901.319901 nChanged 0 SP:Iteration 20F (443.051380 sec): 3 clusters Score: Raw -60452.621673 + Penalty 1549.198080 = -58903.423593 nChanged 1 SP:Iteration 21Q (443.140408 sec): 3 clusters Score: Raw -60454.268958 + Penalty 1549.198080 = -58905.070879 nChanged 2 SP:Iteration 22Q (443.239243 sec): 3 clusters Score: Raw -60454.985180 + Penalty 1549.198080 = -58905.787100 nChanged 1 SP:Iteration 23Q (443.335946 sec): 3 clusters Score: Raw -60455.288974 + Penalty 1549.198080 = -58906.090895 nChanged 0 SP:Iteration 24F (443.436457 sec): 3 clusters Score: Raw -60455.288974 + Penalty 1549.198080 = -58906.090895 nChanged 0 Trying to split cluster 10 (3407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (443.508173 sec): 2 clusters Score: Raw -179983.167407 + Penalty 854.026679 = -179129.140728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (443.624510 sec): 3 clusters Score: Raw -178176.715561 + Penalty 1708.053358 = -176468.662203 nChanged 1442 SP:Iteration 1F (443.737464 sec): 3 clusters Score: Raw -179217.801019 + Penalty 1708.053358 = -177509.747661 nChanged 357 SP:Iteration 2F (443.834682 sec): 3 clusters Score: Raw -179628.682986 + Penalty 1708.053358 = -177920.629628 nChanged 311 SP:Iteration 3F (443.936625 sec): 3 clusters Score: Raw -179985.776848 + Penalty 1708.053358 = -178277.723490 nChanged 235 SP:Iteration 4F (444.024999 sec): 3 clusters Score: Raw -180205.925598 + Penalty 1708.053358 = -178497.872241 nChanged 161 SP:Iteration 5Q (444.126454 sec): 3 clusters Score: Raw -180310.582169 + Penalty 1708.053358 = -178602.528811 nChanged 84 SP:Iteration 6Q (444.214258 sec): 3 clusters Score: Raw -180352.647120 + Penalty 1708.053358 = -178644.593763 nChanged 58 SP:Iteration 7Q (444.320998 sec): 3 clusters Score: Raw -180385.842947 + Penalty 1708.053358 = -178677.789590 nChanged 60 SP:Iteration 8Q (444.419877 sec): 3 clusters Score: Raw -180423.329181 + Penalty 1708.053358 = -178715.275824 nChanged 56 SP:Iteration 9Q (444.547839 sec): 3 clusters Score: Raw -180452.453873 + Penalty 1708.053358 = -178744.400515 nChanged 35 SP:Iteration 10Q (444.641129 sec): 3 clusters Score: Raw -180468.214777 + Penalty 1708.053358 = -178760.161419 nChanged 24 SP:Iteration 11Q (444.744926 sec): 3 clusters Score: Raw -180477.735578 + Penalty 1708.053358 = -178769.682220 nChanged 29 SP:Iteration 12Q (444.867360 sec): 3 clusters Score: Raw -180489.150492 + Penalty 1708.053358 = -178781.097134 nChanged 25 SP:Iteration 13Q (444.949462 sec): 3 clusters Score: Raw -180497.585279 + Penalty 1708.053358 = -178789.531921 nChanged 13 SP:Iteration 14Q (445.050903 sec): 3 clusters Score: Raw -180501.951038 + Penalty 1708.053358 = -178793.897680 nChanged 8 SP:Iteration 15Q (445.153110 sec): 3 clusters Score: Raw -180504.311553 + Penalty 1708.053358 = -178796.258195 nChanged 9 SP:Iteration 16Q (445.268703 sec): 3 clusters Score: Raw -180506.577501 + Penalty 1708.053358 = -178798.524143 nChanged 7 SP:Iteration 17Q (445.376129 sec): 3 clusters Score: Raw -180507.388402 + Penalty 1708.053358 = -178799.335044 nChanged 2 SP:Iteration 18Q (445.505263 sec): 3 clusters Score: Raw -180507.711346 + Penalty 1708.053358 = -178799.657988 nChanged 2 SP:Iteration 19Q (445.585711 sec): 3 clusters Score: Raw -180508.216410 + Penalty 1708.053358 = -178800.163052 nChanged 0 SP:Iteration 20F (445.694031 sec): 3 clusters Score: Raw -180508.216410 + Penalty 1708.053358 = -178800.163052 nChanged 0 Trying to split cluster 11 (2277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (445.760914 sec): 2 clusters Score: Raw -103286.092417 + Penalty 811.714477 = -102474.377940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (445.839179 sec): 3 clusters Score: Raw -102183.234258 + Penalty 1623.428954 = -100559.805304 nChanged 873 SP:Iteration 1F (445.966484 sec): 3 clusters Score: Raw -102778.954332 + Penalty 1623.428954 = -101155.525378 nChanged 228 SP:Iteration 2F (446.063473 sec): 3 clusters Score: Raw -102947.634820 + Penalty 1623.428954 = -101324.205866 nChanged 136 SP:Iteration 3F (446.140942 sec): 3 clusters Score: Raw -103039.829618 + Penalty 1623.428954 = -101416.400664 nChanged 110 SP:Iteration 4Q (446.264803 sec): 3 clusters Score: Raw -103099.899409 + Penalty 1623.428954 = -101476.470455 nChanged 75 SP:Iteration 5Q (446.362515 sec): 3 clusters Score: Raw -103136.283448 + Penalty 1623.428954 = -101512.854495 nChanged 70 SP:Iteration 6Q (446.445194 sec): 3 clusters Score: Raw -103179.891578 + Penalty 1623.428954 = -101556.462624 nChanged 76 SP:Iteration 7Q (446.536858 sec): 3 clusters Score: Raw -103226.402562 + Penalty 1623.428954 = -101602.973608 nChanged 55 SP:Iteration 8Q (446.628515 sec): 3 clusters Score: Raw -103254.243662 + Penalty 1623.428954 = -101630.814708 nChanged 50 SP:Iteration 9Q (446.728498 sec): 3 clusters Score: Raw -103285.612935 + Penalty 1623.428954 = -101662.183981 nChanged 43 SP:Iteration 10Q (446.847769 sec): 3 clusters Score: Raw -103318.354422 + Penalty 1623.428954 = -101694.925468 nChanged 43 SP:Iteration 11Q (446.930169 sec): 3 clusters Score: Raw -103352.376703 + Penalty 1623.428954 = -101728.947750 nChanged 49 SP:Iteration 12Q (447.039751 sec): 3 clusters Score: Raw -103380.672557 + Penalty 1623.428954 = -101757.243603 nChanged 35 SP:Iteration 13Q (447.145712 sec): 3 clusters Score: Raw -103405.880010 + Penalty 1623.428954 = -101782.451056 nChanged 34 SP:Iteration 14Q (447.252219 sec): 3 clusters Score: Raw -103438.396738 + Penalty 1623.428954 = -101814.967784 nChanged 36 SP:Iteration 15Q (447.353508 sec): 3 clusters Score: Raw -103465.073367 + Penalty 1623.428954 = -101841.644413 nChanged 32 SP:Iteration 16Q (447.449848 sec): 3 clusters Score: Raw -103489.047506 + Penalty 1623.428954 = -101865.618552 nChanged 29 SP:Iteration 17Q (447.574576 sec): 3 clusters Score: Raw -103506.923095 + Penalty 1623.428954 = -101883.494141 nChanged 28 SP:Iteration 18Q (447.672628 sec): 3 clusters Score: Raw -103531.752012 + Penalty 1623.428954 = -101908.323058 nChanged 35 SP:Iteration 19Q (447.756278 sec): 3 clusters Score: Raw -103565.392531 + Penalty 1623.428954 = -101941.963577 nChanged 34 SP:Iteration 20F (447.849918 sec): 3 clusters Score: Raw -103592.813793 + Penalty 1623.428954 = -101969.384839 nChanged 27 SP:Iteration 21Q (447.967621 sec): 3 clusters Score: Raw -103606.608930 + Penalty 1623.428954 = -101983.179977 nChanged 15 SP:Iteration 22Q (448.046111 sec): 3 clusters Score: Raw -103614.758462 + Penalty 1623.428954 = -101991.329508 nChanged 19 SP:Iteration 23Q (448.149149 sec): 3 clusters Score: Raw -103624.960166 + Penalty 1623.428954 = -102001.531212 nChanged 16 SP:Iteration 24Q (448.240760 sec): 3 clusters Score: Raw -103630.464470 + Penalty 1623.428954 = -102007.035516 nChanged 11 SP:Iteration 25Q (448.341776 sec): 3 clusters Score: Raw -103634.987982 + Penalty 1623.428954 = -102011.559028 nChanged 7 SP:Iteration 26Q (448.465916 sec): 3 clusters Score: Raw -103636.694555 + Penalty 1623.428954 = -102013.265601 nChanged 6 SP:Iteration 27Q (448.559062 sec): 3 clusters Score: Raw -103638.997916 + Penalty 1623.428954 = -102015.568962 nChanged 10 SP:Iteration 28Q (448.665057 sec): 3 clusters Score: Raw -103643.624249 + Penalty 1623.428954 = -102020.195296 nChanged 12 SP:Iteration 29Q (448.746070 sec): 3 clusters Score: Raw -103648.415101 + Penalty 1623.428954 = -102024.986148 nChanged 8 SP:Iteration 30Q (448.819907 sec): 3 clusters Score: Raw -103650.952827 + Penalty 1623.428954 = -102027.523873 nChanged 5 SP:Iteration 31Q (448.916294 sec): 3 clusters Score: Raw -103653.650431 + Penalty 1623.428954 = -102030.221477 nChanged 8 SP:Iteration 32Q (449.016159 sec): 3 clusters Score: Raw -103657.578321 + Penalty 1623.428954 = -102034.149367 nChanged 7 SP:Iteration 33Q (449.124900 sec): 3 clusters Score: Raw -103660.355472 + Penalty 1623.428954 = -102036.926518 nChanged 3 SP:Iteration 34Q (449.217649 sec): 3 clusters Score: Raw -103661.203099 + Penalty 1623.428954 = -102037.774145 nChanged 2 SP:Iteration 35Q (449.321333 sec): 3 clusters Score: Raw -103661.527052 + Penalty 1623.428954 = -102038.098099 nChanged 1 SP:Iteration 36Q (449.433963 sec): 3 clusters Score: Raw -103662.031495 + Penalty 1623.428954 = -102038.602541 nChanged 0 SP:Iteration 37F (449.533867 sec): 3 clusters Score: Raw -103662.031495 + Penalty 1623.428954 = -102038.602541 nChanged 0 Trying to split cluster 12 (1411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (449.608334 sec): 2 clusters Score: Raw -66177.363660 + Penalty 761.465665 = -65415.897995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (449.696195 sec): 3 clusters Score: Raw -65572.642211 + Penalty 1522.931330 = -64049.710882 nChanged 512 SP:Iteration 1F (449.821970 sec): 3 clusters Score: Raw -65962.346418 + Penalty 1522.931330 = -64439.415088 nChanged 130 SP:Iteration 2F (449.903944 sec): 3 clusters Score: Raw -66102.403876 + Penalty 1522.931330 = -64579.472546 nChanged 89 SP:Iteration 3F (449.999997 sec): 3 clusters Score: Raw -66208.361662 + Penalty 1522.931330 = -64685.430332 nChanged 79 SP:Iteration 4F (450.100791 sec): 3 clusters Score: Raw -66306.267828 + Penalty 1522.931330 = -64783.336498 nChanged 75 SP:Iteration 5F (450.208038 sec): 3 clusters Score: Raw -66403.421151 + Penalty 1522.931330 = -64880.489821 nChanged 71 SP:Iteration 6F (450.322824 sec): 3 clusters Score: Raw -66503.094607 + Penalty 1522.931330 = -64980.163277 nChanged 52 SP:Iteration 7Q (450.431506 sec): 3 clusters Score: Raw -66568.347182 + Penalty 1522.931330 = -65045.415852 nChanged 47 SP:Iteration 8Q (450.566864 sec): 3 clusters Score: Raw -66617.488132 + Penalty 1522.931330 = -65094.556802 nChanged 29 SP:Iteration 9Q (450.675826 sec): 3 clusters Score: Raw -66644.484310 + Penalty 1522.931330 = -65121.552980 nChanged 22 SP:Iteration 10Q (450.745829 sec): 3 clusters Score: Raw -66664.814793 + Penalty 1522.931330 = -65141.883463 nChanged 23 SP:Iteration 11Q (450.847637 sec): 3 clusters Score: Raw -66685.796251 + Penalty 1522.931330 = -65162.864921 nChanged 18 SP:Iteration 12Q (450.928016 sec): 3 clusters Score: Raw -66697.536968 + Penalty 1522.931330 = -65174.605638 nChanged 18 SP:Iteration 13Q (451.036863 sec): 3 clusters Score: Raw -66706.011296 + Penalty 1522.931330 = -65183.079966 nChanged 14 SP:Iteration 14Q (451.101388 sec): 3 clusters Score: Raw -66711.158542 + Penalty 1522.931330 = -65188.227212 nChanged 3 SP:Iteration 15Q (451.209789 sec): 3 clusters Score: Raw -66712.118931 + Penalty 1522.931330 = -65189.187601 nChanged 2 SP:Iteration 16Q (451.298008 sec): 3 clusters Score: Raw -66713.450495 + Penalty 1522.931330 = -65190.519165 nChanged 2 SP:Iteration 17Q (451.389796 sec): 3 clusters Score: Raw -66713.963314 + Penalty 1522.931330 = -65191.031984 nChanged 2 SP:Iteration 18Q (451.478591 sec): 3 clusters Score: Raw -66714.280831 + Penalty 1522.931330 = -65191.349501 nChanged 3 SP:Iteration 19Q (451.592786 sec): 3 clusters Score: Raw -66718.975608 + Penalty 1522.931330 = -65196.044278 nChanged 9 SP:Iteration 20F (451.688523 sec): 3 clusters Score: Raw -66722.105455 + Penalty 1522.931330 = -65199.174125 nChanged 3 SP:Iteration 21Q (451.779182 sec): 3 clusters Score: Raw -66723.599219 + Penalty 1522.931330 = -65200.667889 nChanged 3 SP:Iteration 22Q (451.877715 sec): 3 clusters Score: Raw -66724.394094 + Penalty 1522.931330 = -65201.462764 nChanged 3 SP:Iteration 23Q (451.990364 sec): 3 clusters Score: Raw -66726.443595 + Penalty 1522.931330 = -65203.512265 nChanged 8 SP:Iteration 24Q (452.077053 sec): 3 clusters Score: Raw -66731.125404 + Penalty 1522.931330 = -65208.194075 nChanged 5 SP:Iteration 25Q (452.187576 sec): 3 clusters Score: Raw -66735.453636 + Penalty 1522.931330 = -65212.522306 nChanged 4 SP:Iteration 26Q (452.269569 sec): 3 clusters Score: Raw -66736.971117 + Penalty 1522.931330 = -65214.039787 nChanged 5 SP:Iteration 27Q (452.380915 sec): 3 clusters Score: Raw -66740.167539 + Penalty 1522.931330 = -65217.236210 nChanged 5 SP:Iteration 28Q (452.494386 sec): 3 clusters Score: Raw -66743.130170 + Penalty 1522.931330 = -65220.198840 nChanged 5 SP:Iteration 29Q (452.603109 sec): 3 clusters Score: Raw -66745.064932 + Penalty 1522.931330 = -65222.133602 nChanged 4 SP:Iteration 30Q (452.711347 sec): 3 clusters Score: Raw -66747.048771 + Penalty 1522.931330 = -65224.117441 nChanged 4 SP:Iteration 31Q (452.794929 sec): 3 clusters Score: Raw -66749.632675 + Penalty 1522.931330 = -65226.701345 nChanged 2 SP:Iteration 32Q (452.902597 sec): 3 clusters Score: Raw -66750.916666 + Penalty 1522.931330 = -65227.985336 nChanged 1 SP:Iteration 33Q (452.998934 sec): 3 clusters Score: Raw -66751.282696 + Penalty 1522.931330 = -65228.351366 nChanged 0 SP:Iteration 34F (453.087595 sec): 3 clusters Score: Raw -66751.282696 + Penalty 1522.931330 = -65228.351366 nChanged 0 Time taken for this iteration:203.502900 seconds. 3->13 Clusters: Score -1988112.048573, best is -1988933.670009 Starting from 4 clusters... ------ Clustering full data set of 41034 points ------ SP: Assigned 4 initial classes randomly. Iteration 0F (453.403968 sec): 4 clusters Score: Raw -1812450.734364 + Penalty 3345.979225 = -1809104.755138 nChanged 27116 Iteration 1F (453.688576 sec): 4 clusters Score: Raw -1930031.343395 + Penalty 3345.979225 = -1926685.364169 nChanged 5866 Iteration 2F (453.953208 sec): 4 clusters Score: Raw -1949947.727085 + Penalty 3345.979225 = -1946601.747860 nChanged 2408 Iteration 3F (454.256986 sec): 4 clusters Score: Raw -1953824.152563 + Penalty 3345.979225 = -1950478.173338 nChanged 1336 Iteration 4Q (454.521401 sec): 4 clusters Score: Raw -1955802.884529 + Penalty 3345.979225 = -1952456.905303 nChanged 965 Iteration 5Q (454.795957 sec): 4 clusters Score: Raw -1956893.565155 + Penalty 3345.979225 = -1953547.585930 nChanged 738 Iteration 6Q (455.085189 sec): 4 clusters Score: Raw -1957480.851889 + Penalty 3345.979225 = -1954134.872663 nChanged 584 Iteration 7Q (455.359738 sec): 4 clusters Score: Raw -1957917.218286 + Penalty 3345.979225 = -1954571.239061 nChanged 488 Iteration 8Q (455.648332 sec): 4 clusters Score: Raw -1958297.953499 + Penalty 3345.979225 = -1954951.974273 nChanged 485 Iteration 9Q (455.892675 sec): 4 clusters Score: Raw -1958644.000440 + Penalty 3345.979225 = -1955298.021215 nChanged 445 Iteration 10Q (456.151283 sec): 4 clusters Score: Raw -1958955.870447 + Penalty 3345.979225 = -1955609.891222 nChanged 412 Iteration 11Q (456.400914 sec): 4 clusters Score: Raw -1959193.246686 + Penalty 3345.979225 = -1955847.267461 nChanged 330 Iteration 12Q (456.658814 sec): 4 clusters Score: Raw -1959329.143132 + Penalty 3345.979225 = -1955983.163907 nChanged 279 Iteration 13Q (456.888268 sec): 4 clusters Score: Raw -1959433.539705 + Penalty 3345.979225 = -1956087.560480 nChanged 196 Iteration 14Q (457.135031 sec): 4 clusters Score: Raw -1959485.278704 + Penalty 3345.979225 = -1956139.299479 nChanged 180 Iteration 15Q (457.364559 sec): 4 clusters Score: Raw -1959532.664713 + Penalty 3345.979225 = -1956186.685488 nChanged 168 Iteration 16Q (457.622269 sec): 4 clusters Score: Raw -1959578.745833 + Penalty 3345.979225 = -1956232.766608 nChanged 133 Iteration 17Q (457.857447 sec): 4 clusters Score: Raw -1959629.188564 + Penalty 3345.979225 = -1956283.209339 nChanged 151 Iteration 18Q (458.092384 sec): 4 clusters Score: Raw -1959693.998039 + Penalty 3345.979225 = -1956348.018813 nChanged 159 Iteration 19Q (458.351213 sec): 4 clusters Score: Raw -1959814.539065 + Penalty 3345.979225 = -1956468.559840 nChanged 147 Writing temp clu file Because OldScore, -1956348.018813, is greater than current (better) Score,-1956468.559840 Compute initial score before splitting: Score: Raw -1959814.539065 + Penalty 3345.979225 = -1956468.559840 Trying to split cluster 1 (10305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (458.442175 sec): 2 clusters Score: Raw -432126.818850 + Penalty 970.240372 = -431156.578478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (458.562188 sec): 3 clusters Score: Raw -426252.905698 + Penalty 1940.480744 = -424312.424954 nChanged 4644 SP:Iteration 1F (458.701975 sec): 3 clusters Score: Raw -432646.083266 + Penalty 1940.480744 = -430705.602522 nChanged 1702 SP:Iteration 2F (458.819313 sec): 3 clusters Score: Raw -436521.488307 + Penalty 1940.480744 = -434581.007564 nChanged 1050 SP:Iteration 3F (458.932974 sec): 3 clusters Score: Raw -437924.589854 + Penalty 1940.480744 = -435984.109110 nChanged 500 SP:Iteration 4Q (459.076495 sec): 3 clusters Score: Raw -438504.274942 + Penalty 1940.480744 = -436563.794198 nChanged 352 SP:Iteration 5Q (459.185360 sec): 3 clusters Score: Raw -438807.930446 + Penalty 1940.480744 = -436867.449702 nChanged 245 SP:Iteration 6Q (459.305513 sec): 3 clusters Score: Raw -438937.946323 + Penalty 1940.480744 = -436997.465580 nChanged 141 SP:Iteration 7Q (459.432640 sec): 3 clusters Score: Raw -438977.897171 + Penalty 1940.480744 = -437037.416427 nChanged 84 SP:Iteration 8Q (459.554446 sec): 3 clusters Score: Raw -438999.359991 + Penalty 1940.480744 = -437058.879247 nChanged 68 SP:Iteration 9Q (459.693834 sec): 3 clusters Score: Raw -439013.846014 + Penalty 1940.480744 = -437073.365271 nChanged 55 SP:Iteration 10Q (459.810371 sec): 3 clusters Score: Raw -439023.412693 + Penalty 1940.480744 = -437082.931949 nChanged 40 SP:Iteration 11Q (459.899614 sec): 3 clusters Score: Raw -439029.416491 + Penalty 1940.480744 = -437088.935747 nChanged 36 SP:Iteration 12Q (460.010446 sec): 3 clusters Score: Raw -439035.137844 + Penalty 1940.480744 = -437094.657100 nChanged 27 SP:Iteration 13Q (460.129491 sec): 3 clusters Score: Raw -439040.322856 + Penalty 1940.480744 = -437099.842113 nChanged 24 SP:Iteration 14Q (460.240608 sec): 3 clusters Score: Raw -439043.929513 + Penalty 1940.480744 = -437103.448769 nChanged 22 SP:Iteration 15Q (460.366005 sec): 3 clusters Score: Raw -439046.682250 + Penalty 1940.480744 = -437106.201506 nChanged 20 SP:Iteration 16Q (460.505963 sec): 3 clusters Score: Raw -439048.809962 + Penalty 1940.480744 = -437108.329219 nChanged 6 SP:Iteration 17Q (460.614407 sec): 3 clusters Score: Raw -439049.108600 + Penalty 1940.480744 = -437108.627856 nChanged 3 SP:Iteration 18Q (460.754539 sec): 3 clusters Score: Raw -439049.222445 + Penalty 1940.480744 = -437108.741702 nChanged 2 SP:Iteration 19Q (460.839738 sec): 3 clusters Score: Raw -439049.305006 + Penalty 1940.480744 = -437108.824263 nChanged 0 SP:Iteration 20F (460.952274 sec): 3 clusters Score: Raw -439049.305006 + Penalty 1940.480744 = -437108.824263 nChanged 0 Score: Raw -1966781.081729 + Penalty 4461.305634 = -1962319.776095 Splitting cluster 1 changes total score from -1956468.559840 to -1962319.776095 So it's getting split into cluster 4. Trying to split cluster 2 (27490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (461.475482 sec): 2 clusters Score: Raw -1443543.175877 + Penalty 1073.265646 = -1442469.910231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (461.622741 sec): 3 clusters Score: Raw -1426270.687774 + Penalty 2146.531292 = -1424124.156482 nChanged 12886 SP:Iteration 1F (461.801313 sec): 3 clusters Score: Raw -1435172.656268 + Penalty 2146.531292 = -1433026.124976 nChanged 2774 SP:Iteration 2F (461.906920 sec): 3 clusters Score: Raw -1438323.031898 + Penalty 2146.531292 = -1436176.500606 nChanged 3160 SP:Iteration 3F (462.106797 sec): 3 clusters Score: Raw -1442467.529726 + Penalty 2146.531292 = -1440320.998434 nChanged 2798 SP:Iteration 4F (462.259745 sec): 3 clusters Score: Raw -1446058.950097 + Penalty 2146.531292 = -1443912.418805 nChanged 1918 SP:Iteration 5F (462.420921 sec): 3 clusters Score: Raw -1448037.458154 + Penalty 2146.531292 = -1445890.926862 nChanged 1296 SP:Iteration 6Q (462.606061 sec): 3 clusters Score: Raw -1449345.685112 + Penalty 2146.531292 = -1447199.153819 nChanged 1011 SP:Iteration 7Q (462.772581 sec): 3 clusters Score: Raw -1450494.437636 + Penalty 2146.531292 = -1448347.906344 nChanged 906 SP:Iteration 8Q (462.928179 sec): 3 clusters Score: Raw -1451525.512769 + Penalty 2146.531292 = -1449378.981477 nChanged 751 SP:Iteration 9Q (463.133401 sec): 3 clusters Score: Raw -1452067.030284 + Penalty 2146.531292 = -1449920.498992 nChanged 549 SP:Iteration 10Q (463.334465 sec): 3 clusters Score: Raw -1452326.509384 + Penalty 2146.531292 = -1450179.978092 nChanged 400 SP:Iteration 11Q (463.510884 sec): 3 clusters Score: Raw -1452470.215016 + Penalty 2146.531292 = -1450323.683724 nChanged 313 SP:Iteration 12Q (463.652205 sec): 3 clusters Score: Raw -1452596.672691 + Penalty 2146.531292 = -1450450.141399 nChanged 272 SP:Iteration 13Q (463.827877 sec): 3 clusters Score: Raw -1452689.837449 + Penalty 2146.531292 = -1450543.306157 nChanged 228 SP:Iteration 14Q (463.964536 sec): 3 clusters Score: Raw -1452756.506273 + Penalty 2146.531292 = -1450609.974981 nChanged 208 SP:Iteration 15Q (464.139043 sec): 3 clusters Score: Raw -1452810.611580 + Penalty 2146.531292 = -1450664.080288 nChanged 194 SP:Iteration 16Q (464.305856 sec): 3 clusters Score: Raw -1452858.344221 + Penalty 2146.531292 = -1450711.812929 nChanged 164 SP:Iteration 17Q (464.469532 sec): 3 clusters Score: Raw -1452895.026672 + Penalty 2146.531292 = -1450748.495380 nChanged 157 SP:Iteration 18Q (464.626730 sec): 3 clusters Score: Raw -1452925.870947 + Penalty 2146.531292 = -1450779.339655 nChanged 121 SP:Iteration 19Q (464.788679 sec): 3 clusters Score: Raw -1452944.951134 + Penalty 2146.531292 = -1450798.419842 nChanged 102 SP:Iteration 20F (464.958646 sec): 3 clusters Score: Raw -1452958.390214 + Penalty 2146.531292 = -1450811.858922 nChanged 87 SP:Iteration 21Q (465.122153 sec): 3 clusters Score: Raw -1452969.118676 + Penalty 2146.531292 = -1450822.587384 nChanged 63 SP:Iteration 22Q (465.315984 sec): 3 clusters Score: Raw -1452975.849667 + Penalty 2146.531292 = -1450829.318375 nChanged 61 SP:Iteration 23Q (465.472808 sec): 3 clusters Score: Raw -1452981.879313 + Penalty 2146.531292 = -1450835.348021 nChanged 58 SP:Iteration 24Q (465.641570 sec): 3 clusters Score: Raw -1452986.590380 + Penalty 2146.531292 = -1450840.059088 nChanged 41 SP:Iteration 25Q (465.815029 sec): 3 clusters Score: Raw -1452989.972733 + Penalty 2146.531292 = -1450843.441441 nChanged 34 SP:Iteration 26Q (465.981356 sec): 3 clusters Score: Raw -1452992.159712 + Penalty 2146.531292 = -1450845.628420 nChanged 24 SP:Iteration 27Q (466.131321 sec): 3 clusters Score: Raw -1452993.284283 + Penalty 2146.531292 = -1450846.752991 nChanged 20 SP:Iteration 28Q (466.305799 sec): 3 clusters Score: Raw -1452994.107175 + Penalty 2146.531292 = -1450847.575883 nChanged 11 SP:Iteration 29Q (466.480507 sec): 3 clusters Score: Raw -1452994.552686 + Penalty 2146.531292 = -1450848.021394 nChanged 12 SP:Iteration 30Q (466.633959 sec): 3 clusters Score: Raw -1452995.125336 + Penalty 2146.531292 = -1450848.594044 nChanged 12 SP:Iteration 31Q (466.786071 sec): 3 clusters Score: Raw -1452995.611558 + Penalty 2146.531292 = -1450849.080266 nChanged 5 SP:Iteration 32Q (466.939986 sec): 3 clusters Score: Raw -1452995.899920 + Penalty 2146.531292 = -1450849.368628 nChanged 5 SP:Iteration 33Q (467.098389 sec): 3 clusters Score: Raw -1452996.236592 + Penalty 2146.531292 = -1450849.705300 nChanged 6 SP:Iteration 34Q (467.275336 sec): 3 clusters Score: Raw -1452996.599816 + Penalty 2146.531292 = -1450850.068524 nChanged 11 SP:Iteration 35Q (467.424484 sec): 3 clusters Score: Raw -1452996.934103 + Penalty 2146.531292 = -1450850.402811 nChanged 11 SP:Iteration 36Q (467.595340 sec): 3 clusters Score: Raw -1452997.328709 + Penalty 2146.531292 = -1450850.797417 nChanged 6 SP:Iteration 37Q (467.764056 sec): 3 clusters Score: Raw -1452997.593890 + Penalty 2146.531292 = -1450851.062598 nChanged 10 SP:Iteration 38Q (467.911190 sec): 3 clusters Score: Raw -1452997.876043 + Penalty 2146.531292 = -1450851.344751 nChanged 7 SP:Iteration 39Q (468.086916 sec): 3 clusters Score: Raw -1452998.072562 + Penalty 2146.531292 = -1450851.541270 nChanged 6 SP:Iteration 40F (468.255083 sec): 3 clusters Score: Raw -1452998.201720 + Penalty 2146.531292 = -1450851.670428 nChanged 3 SP:Iteration 41Q (468.428647 sec): 3 clusters Score: Raw -1452998.255945 + Penalty 2146.531292 = -1450851.724653 nChanged 1 SP:Iteration 42Q (468.611737 sec): 3 clusters Score: Raw -1452998.282651 + Penalty 2146.531292 = -1450851.751359 nChanged 1 SP:Iteration 43Q (468.728324 sec): 3 clusters Score: Raw -1452998.298442 + Penalty 2146.531292 = -1450851.767150 nChanged 0 SP:Iteration 44F (468.918661 sec): 3 clusters Score: Raw -1452998.298442 + Penalty 2146.531292 = -1450851.767150 nChanged 0 Score: Raw -1976236.204294 + Penalty 5576.632042 = -1970659.572252 Splitting cluster 2 changes total score from -1956468.559840 to -1970659.572252 So it's getting split into cluster 5. Trying to split cluster 3 (3147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (469.394697 sec): 2 clusters Score: Raw -118079.249569 + Penalty 845.691514 = -117233.558055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (469.510405 sec): 3 clusters Score: Raw -116607.858542 + Penalty 1691.383028 = -114916.475514 nChanged 1328 SP:Iteration 1F (469.602561 sec): 3 clusters Score: Raw -118610.680711 + Penalty 1691.383028 = -116919.297683 nChanged 444 SP:Iteration 2F (469.691184 sec): 3 clusters Score: Raw -119528.428725 + Penalty 1691.383028 = -117837.045697 nChanged 286 SP:Iteration 3F (469.801865 sec): 3 clusters Score: Raw -120095.121990 + Penalty 1691.383028 = -118403.738962 nChanged 179 SP:Iteration 4F (469.896977 sec): 3 clusters Score: Raw -120415.187433 + Penalty 1691.383028 = -118723.804405 nChanged 104 SP:Iteration 5Q (470.005390 sec): 3 clusters Score: Raw -120524.288071 + Penalty 1691.383028 = -118832.905043 nChanged 61 SP:Iteration 6Q (470.107707 sec): 3 clusters Score: Raw -120604.338152 + Penalty 1691.383028 = -118912.955123 nChanged 49 SP:Iteration 7Q (470.226638 sec): 3 clusters Score: Raw -120662.223260 + Penalty 1691.383028 = -118970.840232 nChanged 38 SP:Iteration 8Q (470.303083 sec): 3 clusters Score: Raw -120688.855839 + Penalty 1691.383028 = -118997.472811 nChanged 30 SP:Iteration 9Q (470.415738 sec): 3 clusters Score: Raw -120704.983629 + Penalty 1691.383028 = -119013.600600 nChanged 20 SP:Iteration 10Q (470.520889 sec): 3 clusters Score: Raw -120713.260269 + Penalty 1691.383028 = -119021.877241 nChanged 12 SP:Iteration 11Q (470.613474 sec): 3 clusters Score: Raw -120717.242803 + Penalty 1691.383028 = -119025.859775 nChanged 4 SP:Iteration 12Q (470.713036 sec): 3 clusters Score: Raw -120718.177671 + Penalty 1691.383028 = -119026.794643 nChanged 1 SP:Iteration 13Q (470.798590 sec): 3 clusters Score: Raw -120718.441190 + Penalty 1691.383028 = -119027.058161 nChanged 3 SP:Iteration 14Q (470.916214 sec): 3 clusters Score: Raw -120718.841434 + Penalty 1691.383028 = -119027.458405 nChanged 0 SP:Iteration 15F (471.013703 sec): 3 clusters Score: Raw -120718.841434 + Penalty 1691.383028 = -119027.458405 nChanged 0 Score: Raw -1978875.796158 + Penalty 6691.958450 = -1972183.837708 Splitting cluster 3 changes total score from -1956468.559840 to -1972183.837708 So it's getting split into cluster 6. Iteration 20F (472.007011 sec): 7 clusters Score: Raw -1981218.026379 + Penalty 6691.958450 = -1974526.067928 nChanged 1697 Iteration 21Q (472.458497 sec): 7 clusters Score: Raw -1982329.646736 + Penalty 6691.958450 = -1975637.688286 nChanged 780 Iteration 22Q (472.928423 sec): 7 clusters Score: Raw -1982795.803511 + Penalty 6691.958450 = -1976103.845061 nChanged 568 Iteration 23Q (473.404008 sec): 7 clusters Score: Raw -1983070.668220 + Penalty 6691.958450 = -1976378.709769 nChanged 428 Iteration 24Q (473.886495 sec): 7 clusters Score: Raw -1983262.426644 + Penalty 6691.958450 = -1976570.468193 nChanged 328 Iteration 25Q (474.348971 sec): 7 clusters Score: Raw -1983366.922771 + Penalty 6691.958450 = -1976674.964321 nChanged 265 Iteration 26Q (474.845155 sec): 7 clusters Score: Raw -1983426.752436 + Penalty 6691.958450 = -1976734.793986 nChanged 212 Iteration 27Q (475.302311 sec): 7 clusters Score: Raw -1983467.615718 + Penalty 6691.958450 = -1976775.657267 nChanged 177 Iteration 28Q (475.742046 sec): 7 clusters Score: Raw -1983494.305129 + Penalty 6691.958450 = -1976802.346679 nChanged 160 Iteration 29Q (476.181925 sec): 7 clusters Score: Raw -1983515.477611 + Penalty 6691.958450 = -1976823.519161 nChanged 132 Iteration 30Q (476.647064 sec): 7 clusters Score: Raw -1983529.496180 + Penalty 6691.958450 = -1976837.537730 nChanged 106 Iteration 31Q (477.095565 sec): 7 clusters Score: Raw -1983543.861679 + Penalty 6691.958450 = -1976851.903228 nChanged 94 Iteration 32Q (477.570422 sec): 7 clusters Score: Raw -1983554.579560 + Penalty 6691.958450 = -1976862.621110 nChanged 102 Iteration 33Q (478.058019 sec): 7 clusters Score: Raw -1983564.614387 + Penalty 6691.958450 = -1976872.655936 nChanged 90 Iteration 34Q (478.512502 sec): 7 clusters Score: Raw -1983572.831572 + Penalty 6691.958450 = -1976880.873121 nChanged 68 Iteration 35Q (478.970300 sec): 7 clusters Score: Raw -1983584.300609 + Penalty 6691.958450 = -1976892.342159 nChanged 77 Iteration 36Q (479.452606 sec): 7 clusters Score: Raw -1983594.503129 + Penalty 6691.958450 = -1976902.544679 nChanged 93 Iteration 37Q (479.922149 sec): 7 clusters Score: Raw -1983604.082902 + Penalty 6691.958450 = -1976912.124451 nChanged 83 Iteration 38Q (480.384395 sec): 7 clusters Score: Raw -1983613.309264 + Penalty 6691.958450 = -1976921.350814 nChanged 86 Iteration 39Q (480.773087 sec): 7 clusters Score: Raw -1983622.592814 + Penalty 6691.958450 = -1976930.634364 nChanged 85 Iteration 40F (481.305016 sec): 7 clusters Score: Raw -1983664.832449 + Penalty 6691.958450 = -1976972.873999 nChanged 84 Iteration 41Q (481.811069 sec): 7 clusters Score: Raw -1983692.538620 + Penalty 6691.958450 = -1977000.580170 nChanged 85 Iteration 42Q (482.299338 sec): 7 clusters Score: Raw -1983710.428986 + Penalty 6691.958450 = -1977018.470536 nChanged 86 Iteration 43Q (482.752676 sec): 7 clusters Score: Raw -1983720.055268 + Penalty 6691.958450 = -1977028.096818 nChanged 89 Iteration 44Q (483.251657 sec): 7 clusters Score: Raw -1983728.775072 + Penalty 6691.958450 = -1977036.816621 nChanged 73 Iteration 45Q (483.701279 sec): 7 clusters Score: Raw -1983736.001112 + Penalty 6691.958450 = -1977044.042661 nChanged 70 Iteration 46Q (484.198387 sec): 7 clusters Score: Raw -1983741.605405 + Penalty 6691.958450 = -1977049.646955 nChanged 65 Iteration 47Q (484.666555 sec): 7 clusters Score: Raw -1983746.477373 + Penalty 6691.958450 = -1977054.518923 nChanged 56 Iteration 48Q (485.140602 sec): 7 clusters Score: Raw -1983749.904279 + Penalty 6691.958450 = -1977057.945829 nChanged 47 Iteration 49Q (485.650576 sec): 7 clusters Score: Raw -1983753.421749 + Penalty 6691.958450 = -1977061.463299 nChanged 44 Iteration 50Q (486.115250 sec): 7 clusters Score: Raw -1983758.569593 + Penalty 6691.958450 = -1977066.611143 nChanged 57 Iteration 51Q (486.557181 sec): 7 clusters Score: Raw -1983764.563283 + Penalty 6691.958450 = -1977072.604832 nChanged 55 Iteration 52Q (487.023778 sec): 7 clusters Score: Raw -1983768.912205 + Penalty 6691.958450 = -1977076.953755 nChanged 49 Iteration 53Q (487.455370 sec): 7 clusters Score: Raw -1983773.856119 + Penalty 6691.958450 = -1977081.897669 nChanged 43 Iteration 54Q (487.906615 sec): 7 clusters Score: Raw -1983779.412565 + Penalty 6691.958450 = -1977087.454115 nChanged 51 Iteration 55Q (488.344086 sec): 7 clusters Score: Raw -1983786.403193 + Penalty 6691.958450 = -1977094.444742 nChanged 65 Iteration 56Q (488.832577 sec): 7 clusters Score: Raw -1983796.277527 + Penalty 6691.958450 = -1977104.319076 nChanged 72 Iteration 57Q (489.327239 sec): 7 clusters Score: Raw -1983804.879819 + Penalty 6691.958450 = -1977112.921369 nChanged 59 Iteration 58Q (489.767363 sec): 7 clusters Score: Raw -1983811.700581 + Penalty 6691.958450 = -1977119.742131 nChanged 52 Writing temp clu file Because OldScore, -1977112.921369, is greater than current (better) Score,-1977119.742131 Compute initial score before splitting: Score: Raw -1983811.700581 + Penalty 6691.958450 = -1977119.742131 Trying to split cluster 1 (4080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.898459 sec): 2 clusters Score: Raw -182119.998469 + Penalty 872.954488 = -181247.043980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.022949 sec): 3 clusters Score: Raw -180053.159507 + Penalty 1745.908976 = -178307.250531 nChanged 1645 SP:Iteration 1F (490.136624 sec): 3 clusters Score: Raw -181924.628883 + Penalty 1745.908976 = -180178.719907 nChanged 543 SP:Iteration 2F (490.221017 sec): 3 clusters Score: Raw -182871.828161 + Penalty 1745.908976 = -181125.919185 nChanged 391 SP:Iteration 3F (490.326021 sec): 3 clusters Score: Raw -183562.972175 + Penalty 1745.908976 = -181817.063198 nChanged 334 SP:Iteration 4F (490.439525 sec): 3 clusters Score: Raw -184096.496145 + Penalty 1745.908976 = -182350.587169 nChanged 170 SP:Iteration 5Q (490.533925 sec): 3 clusters Score: Raw -184272.035136 + Penalty 1745.908976 = -182526.126160 nChanged 78 SP:Iteration 6Q (490.619317 sec): 3 clusters Score: Raw -184320.659972 + Penalty 1745.908976 = -182574.750996 nChanged 47 SP:Iteration 7Q (490.736665 sec): 3 clusters Score: Raw -184350.823744 + Penalty 1745.908976 = -182604.914768 nChanged 36 SP:Iteration 8Q (490.828409 sec): 3 clusters Score: Raw -184379.518644 + Penalty 1745.908976 = -182633.609668 nChanged 34 SP:Iteration 9Q (490.944534 sec): 3 clusters Score: Raw -184411.059841 + Penalty 1745.908976 = -182665.150865 nChanged 30 SP:Iteration 10Q (491.034641 sec): 3 clusters Score: Raw -184439.796685 + Penalty 1745.908976 = -182693.887709 nChanged 26 SP:Iteration 11Q (491.134236 sec): 3 clusters Score: Raw -184458.560702 + Penalty 1745.908976 = -182712.651726 nChanged 13 SP:Iteration 12Q (491.236891 sec): 3 clusters Score: Raw -184464.298673 + Penalty 1745.908976 = -182718.389697 nChanged 10 SP:Iteration 13Q (491.342262 sec): 3 clusters Score: Raw -184466.428134 + Penalty 1745.908976 = -182720.519158 nChanged 4 SP:Iteration 14Q (491.454334 sec): 3 clusters Score: Raw -184467.198831 + Penalty 1745.908976 = -182721.289855 nChanged 3 SP:Iteration 15Q (491.578877 sec): 3 clusters Score: Raw -184467.716387 + Penalty 1745.908976 = -182721.807411 nChanged 3 SP:Iteration 16Q (491.658244 sec): 3 clusters Score: Raw -184468.685223 + Penalty 1745.908976 = -182722.776247 nChanged 3 SP:Iteration 17Q (491.766206 sec): 3 clusters Score: Raw -184469.758300 + Penalty 1745.908976 = -182723.849324 nChanged 5 SP:Iteration 18Q (491.884727 sec): 3 clusters Score: Raw -184471.093007 + Penalty 1745.908976 = -182725.184031 nChanged 1 SP:Iteration 19Q (491.988053 sec): 3 clusters Score: Raw -184471.679781 + Penalty 1745.908976 = -182725.770804 nChanged 1 SP:Iteration 20F (492.072014 sec): 3 clusters Score: Raw -184472.153389 + Penalty 1745.908976 = -182726.244413 nChanged 1 SP:Iteration 21Q (492.177032 sec): 3 clusters Score: Raw -184472.268826 + Penalty 1745.908976 = -182726.359850 nChanged 0 SP:Iteration 22F (492.292650 sec): 3 clusters Score: Raw -184472.268826 + Penalty 1745.908976 = -182726.359850 nChanged 0 Score: Raw -1986167.027814 + Penalty 7807.284859 = -1978359.742955 Splitting cluster 1 changes total score from -1977119.742131 to -1978359.742955 So it's getting split into cluster 7. Trying to split cluster 2 (11722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.997390 sec): 2 clusters Score: Raw -594235.820446 + Penalty 983.768383 = -593252.052063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.128063 sec): 3 clusters Score: Raw -587211.514465 + Penalty 1967.536766 = -585243.977699 nChanged 5337 SP:Iteration 1F (493.258147 sec): 3 clusters Score: Raw -590597.504996 + Penalty 1967.536766 = -588629.968230 nChanged 1054 SP:Iteration 2F (493.381090 sec): 3 clusters Score: Raw -591522.814535 + Penalty 1967.536766 = -589555.277769 nChanged 1093 SP:Iteration 3F (493.488704 sec): 3 clusters Score: Raw -592622.887634 + Penalty 1967.536766 = -590655.350868 nChanged 966 SP:Iteration 4F (493.609158 sec): 3 clusters Score: Raw -593566.509408 + Penalty 1967.536766 = -591598.972642 nChanged 739 SP:Iteration 5F (493.747988 sec): 3 clusters Score: Raw -594173.834423 + Penalty 1967.536766 = -592206.297657 nChanged 533 SP:Iteration 6Q (493.876877 sec): 3 clusters Score: Raw -594508.989758 + Penalty 1967.536766 = -592541.452991 nChanged 361 SP:Iteration 7Q (493.982902 sec): 3 clusters Score: Raw -594710.207883 + Penalty 1967.536766 = -592742.671116 nChanged 294 SP:Iteration 8Q (494.122966 sec): 3 clusters Score: Raw -594875.622166 + Penalty 1967.536766 = -592908.085400 nChanged 283 SP:Iteration 9Q (494.213242 sec): 3 clusters Score: Raw -595053.530777 + Penalty 1967.536766 = -593085.994010 nChanged 266 SP:Iteration 10Q (494.364313 sec): 3 clusters Score: Raw -595223.787700 + Penalty 1967.536766 = -593256.250933 nChanged 262 SP:Iteration 11Q (494.490453 sec): 3 clusters Score: Raw -595410.864901 + Penalty 1967.536766 = -593443.328134 nChanged 243 SP:Iteration 12Q (494.599014 sec): 3 clusters Score: Raw -595609.639612 + Penalty 1967.536766 = -593642.102845 nChanged 238 SP:Iteration 13Q (494.726163 sec): 3 clusters Score: Raw -595814.692099 + Penalty 1967.536766 = -593847.155333 nChanged 218 SP:Iteration 14Q (494.826337 sec): 3 clusters Score: Raw -595973.813836 + Penalty 1967.536766 = -594006.277070 nChanged 168 SP:Iteration 15Q (494.963518 sec): 3 clusters Score: Raw -596077.858789 + Penalty 1967.536766 = -594110.322023 nChanged 151 SP:Iteration 16Q (495.070897 sec): 3 clusters Score: Raw -596156.029994 + Penalty 1967.536766 = -594188.493228 nChanged 133 SP:Iteration 17Q (495.215849 sec): 3 clusters Score: Raw -596213.096656 + Penalty 1967.536766 = -594245.559890 nChanged 109 SP:Iteration 18Q (495.319757 sec): 3 clusters Score: Raw -596256.446930 + Penalty 1967.536766 = -594288.910163 nChanged 102 SP:Iteration 19Q (495.461709 sec): 3 clusters Score: Raw -596291.332514 + Penalty 1967.536766 = -594323.795748 nChanged 81 SP:Iteration 20F (495.582783 sec): 3 clusters Score: Raw -596312.614975 + Penalty 1967.536766 = -594345.078208 nChanged 59 SP:Iteration 21Q (495.701912 sec): 3 clusters Score: Raw -596327.616689 + Penalty 1967.536766 = -594360.079923 nChanged 62 SP:Iteration 22Q (495.816257 sec): 3 clusters Score: Raw -596341.925863 + Penalty 1967.536766 = -594374.389096 nChanged 64 SP:Iteration 23Q (495.921631 sec): 3 clusters Score: Raw -596356.465267 + Penalty 1967.536766 = -594388.928501 nChanged 51 SP:Iteration 24Q (496.038986 sec): 3 clusters Score: Raw -596368.586635 + Penalty 1967.536766 = -594401.049868 nChanged 39 SP:Iteration 25Q (496.167788 sec): 3 clusters Score: Raw -596376.971668 + Penalty 1967.536766 = -594409.434902 nChanged 48 SP:Iteration 26Q (496.290856 sec): 3 clusters Score: Raw -596386.353630 + Penalty 1967.536766 = -594418.816864 nChanged 42 SP:Iteration 27Q (496.418326 sec): 3 clusters Score: Raw -596394.126645 + Penalty 1967.536766 = -594426.589878 nChanged 43 SP:Iteration 28Q (496.550011 sec): 3 clusters Score: Raw -596400.745221 + Penalty 1967.536766 = -594433.208455 nChanged 34 SP:Iteration 29Q (496.691414 sec): 3 clusters Score: Raw -596406.141961 + Penalty 1967.536766 = -594438.605195 nChanged 34 SP:Iteration 30Q (496.811390 sec): 3 clusters Score: Raw -596413.625511 + Penalty 1967.536766 = -594446.088745 nChanged 35 SP:Iteration 31Q (496.942290 sec): 3 clusters Score: Raw -596421.782695 + Penalty 1967.536766 = -594454.245929 nChanged 43 SP:Iteration 32Q (497.088823 sec): 3 clusters Score: Raw -596429.348449 + Penalty 1967.536766 = -594461.811683 nChanged 40 SP:Iteration 33Q (497.197832 sec): 3 clusters Score: Raw -596435.779790 + Penalty 1967.536766 = -594468.243024 nChanged 29 SP:Iteration 34Q (497.325518 sec): 3 clusters Score: Raw -596441.346967 + Penalty 1967.536766 = -594473.810201 nChanged 37 SP:Iteration 35Q (497.449594 sec): 3 clusters Score: Raw -596448.598751 + Penalty 1967.536766 = -594481.061984 nChanged 43 SP:Iteration 36Q (497.553884 sec): 3 clusters Score: Raw -596456.326634 + Penalty 1967.536766 = -594488.789867 nChanged 34 SP:Iteration 37Q (497.682023 sec): 3 clusters Score: Raw -596461.869205 + Penalty 1967.536766 = -594494.332439 nChanged 31 SP:Iteration 38Q (497.842430 sec): 3 clusters Score: Raw -596467.789061 + Penalty 1967.536766 = -594500.252295 nChanged 31 SP:Iteration 39Q (497.939138 sec): 3 clusters Score: Raw -596472.190321 + Penalty 1967.536766 = -594504.653555 nChanged 30 SP:Iteration 40F (498.068331 sec): 3 clusters Score: Raw -596477.207849 + Penalty 1967.536766 = -594509.671083 nChanged 35 SP:Iteration 41Q (498.197307 sec): 3 clusters Score: Raw -596483.862395 + Penalty 1967.536766 = -594516.325628 nChanged 30 SP:Iteration 42Q (498.330186 sec): 3 clusters Score: Raw -596489.525913 + Penalty 1967.536766 = -594521.989147 nChanged 29 SP:Iteration 43Q (498.447961 sec): 3 clusters Score: Raw -596493.302556 + Penalty 1967.536766 = -594525.765790 nChanged 27 SP:Iteration 44Q (498.582164 sec): 3 clusters Score: Raw -596497.110615 + Penalty 1967.536766 = -594529.573849 nChanged 23 SP:Iteration 45Q (498.715659 sec): 3 clusters Score: Raw -596501.103013 + Penalty 1967.536766 = -594533.566247 nChanged 27 SP:Iteration 46Q (498.843166 sec): 3 clusters Score: Raw -596504.330056 + Penalty 1967.536766 = -594536.793289 nChanged 21 SP:Iteration 47Q (498.959525 sec): 3 clusters Score: Raw -596507.836752 + Penalty 1967.536766 = -594540.299986 nChanged 26 SP:Iteration 48Q (499.087717 sec): 3 clusters Score: Raw -596514.736496 + Penalty 1967.536766 = -594547.199730 nChanged 42 SP:Iteration 49Q (499.182268 sec): 3 clusters Score: Raw -596524.942726 + Penalty 1967.536766 = -594557.405960 nChanged 48 SP:Iteration 50Q (499.304076 sec): 3 clusters Score: Raw -596540.397359 + Penalty 1967.536766 = -594572.860593 nChanged 79 SP:Iteration 51Q (499.443175 sec): 3 clusters Score: Raw -596586.858980 + Penalty 1967.536766 = -594619.322213 nChanged 104 SP:Iteration 52Q (499.556889 sec): 3 clusters Score: Raw -596661.340640 + Penalty 1967.536766 = -594693.803874 nChanged 148 SP:Iteration 53Q (499.701863 sec): 3 clusters Score: Raw -596777.540419 + Penalty 1967.536766 = -594810.003653 nChanged 186 SP:Iteration 54Q (499.828572 sec): 3 clusters Score: Raw -596909.967361 + Penalty 1967.536766 = -594942.430595 nChanged 218 SP:Iteration 55Q (499.925232 sec): 3 clusters Score: Raw -597046.034879 + Penalty 1967.536766 = -595078.498113 nChanged 213 SP:Iteration 56Q (500.048343 sec): 3 clusters Score: Raw -597153.635121 + Penalty 1967.536766 = -595186.098354 nChanged 199 SP:Iteration 57Q (500.167636 sec): 3 clusters Score: Raw -597240.408357 + Penalty 1967.536766 = -595272.871590 nChanged 156 SP:Iteration 58Q (500.282048 sec): 3 clusters Score: Raw -597304.840709 + Penalty 1967.536766 = -595337.303943 nChanged 140 SP:Iteration 59Q (500.396345 sec): 3 clusters Score: Raw -597356.892685 + Penalty 1967.536766 = -595389.355918 nChanged 129 SP:Iteration 60F (500.533499 sec): 3 clusters Score: Raw -597403.441838 + Penalty 1967.536766 = -595435.905071 nChanged 112 SP:Iteration 61Q (500.655308 sec): 3 clusters Score: Raw -597453.576583 + Penalty 1967.536766 = -595486.039817 nChanged 102 SP:Iteration 62Q (500.778896 sec): 3 clusters Score: Raw -597507.712693 + Penalty 1967.536766 = -595540.175927 nChanged 107 SP:Iteration 63Q (500.897440 sec): 3 clusters Score: Raw -597595.483885 + Penalty 1967.536766 = -595627.947119 nChanged 121 SP:Iteration 64Q (501.014877 sec): 3 clusters Score: Raw -597691.462720 + Penalty 1967.536766 = -595723.925954 nChanged 122 SP:Iteration 65Q (501.140302 sec): 3 clusters Score: Raw -597767.538531 + Penalty 1967.536766 = -595800.001765 nChanged 102 SP:Iteration 66Q (501.266130 sec): 3 clusters Score: Raw -597814.801144 + Penalty 1967.536766 = -595847.264378 nChanged 83 SP:Iteration 67Q (501.395622 sec): 3 clusters Score: Raw -597837.673143 + Penalty 1967.536766 = -595870.136377 nChanged 66 SP:Iteration 68Q (501.517448 sec): 3 clusters Score: Raw -597855.937139 + Penalty 1967.536766 = -595888.400373 nChanged 74 SP:Iteration 69Q (501.631091 sec): 3 clusters Score: Raw -597874.764124 + Penalty 1967.536766 = -595907.227358 nChanged 59 SP:Iteration 70Q (501.739320 sec): 3 clusters Score: Raw -597885.874825 + Penalty 1967.536766 = -595918.338058 nChanged 42 SP:Iteration 71Q (501.829531 sec): 3 clusters Score: Raw -597894.094911 + Penalty 1967.536766 = -595926.558145 nChanged 32 SP:Iteration 72Q (501.974982 sec): 3 clusters Score: Raw -597899.509518 + Penalty 1967.536766 = -595931.972752 nChanged 37 SP:Iteration 73Q (502.091675 sec): 3 clusters Score: Raw -597904.488862 + Penalty 1967.536766 = -595936.952096 nChanged 31 SP:Iteration 74Q (502.203411 sec): 3 clusters Score: Raw -597909.044331 + Penalty 1967.536766 = -595941.507565 nChanged 28 SP:Iteration 75Q (502.312887 sec): 3 clusters Score: Raw -597913.472454 + Penalty 1967.536766 = -595945.935687 nChanged 26 SP:Iteration 76Q (502.418351 sec): 3 clusters Score: Raw -597916.723801 + Penalty 1967.536766 = -595949.187035 nChanged 18 SP:Iteration 77Q (502.562384 sec): 3 clusters Score: Raw -597918.805946 + Penalty 1967.536766 = -595951.269180 nChanged 22 SP:Iteration 78Q (502.679159 sec): 3 clusters Score: Raw -597921.831494 + Penalty 1967.536766 = -595954.294727 nChanged 17 SP:Iteration 79Q (502.805896 sec): 3 clusters Score: Raw -597924.031854 + Penalty 1967.536766 = -595956.495087 nChanged 14 SP:Iteration 80F (502.927170 sec): 3 clusters Score: Raw -597925.250361 + Penalty 1967.536766 = -595957.713595 nChanged 9 SP:Iteration 81Q (503.048169 sec): 3 clusters Score: Raw -597925.827239 + Penalty 1967.536766 = -595958.290473 nChanged 6 SP:Iteration 82Q (503.173811 sec): 3 clusters Score: Raw -597926.379593 + Penalty 1967.536766 = -595958.842827 nChanged 10 SP:Iteration 83Q (503.298649 sec): 3 clusters Score: Raw -597927.159348 + Penalty 1967.536766 = -595959.622582 nChanged 7 SP:Iteration 84Q (503.414025 sec): 3 clusters Score: Raw -597927.887519 + Penalty 1967.536766 = -595960.350753 nChanged 8 SP:Iteration 85Q (503.527778 sec): 3 clusters Score: Raw -597928.677575 + Penalty 1967.536766 = -595961.140809 nChanged 14 SP:Iteration 86Q (503.641622 sec): 3 clusters Score: Raw -597930.791666 + Penalty 1967.536766 = -595963.254900 nChanged 18 SP:Iteration 87Q (503.770421 sec): 3 clusters Score: Raw -597932.568409 + Penalty 1967.536766 = -595965.031643 nChanged 12 SP:Iteration 88Q (503.888018 sec): 3 clusters Score: Raw -597933.661426 + Penalty 1967.536766 = -595966.124660 nChanged 12 SP:Iteration 89Q (504.009330 sec): 3 clusters Score: Raw -597934.919668 + Penalty 1967.536766 = -595967.382901 nChanged 8 SP:Iteration 90Q (504.124590 sec): 3 clusters Score: Raw -597936.547548 + Penalty 1967.536766 = -595969.010782 nChanged 12 SP:Iteration 91Q (504.260197 sec): 3 clusters Score: Raw -597938.488777 + Penalty 1967.536766 = -595970.952011 nChanged 18 SP:Iteration 92Q (504.368423 sec): 3 clusters Score: Raw -597940.441392 + Penalty 1967.536766 = -595972.904626 nChanged 13 SP:Iteration 93Q (504.497051 sec): 3 clusters Score: Raw -597941.955449 + Penalty 1967.536766 = -595974.418683 nChanged 15 SP:Iteration 94Q (504.621838 sec): 3 clusters Score: Raw -597943.232262 + Penalty 1967.536766 = -595975.695496 nChanged 16 SP:Iteration 95Q (504.737114 sec): 3 clusters Score: Raw -597945.113476 + Penalty 1967.536766 = -595977.576709 nChanged 20 SP:Iteration 96Q (504.848303 sec): 3 clusters Score: Raw -597948.473040 + Penalty 1967.536766 = -595980.936274 nChanged 23 SP:Iteration 97Q (504.979384 sec): 3 clusters Score: Raw -597952.290089 + Penalty 1967.536766 = -595984.753322 nChanged 23 SP:Iteration 98Q (505.084750 sec): 3 clusters Score: Raw -597956.316088 + Penalty 1967.536766 = -595988.779322 nChanged 20 SP:Iteration 99Q (505.205359 sec): 3 clusters Score: Raw -597958.365241 + Penalty 1967.536766 = -595990.828474 nChanged 11 SP:Iteration 100F (505.313855 sec): 3 clusters Score: Raw -597959.413736 + Penalty 1967.536766 = -595991.876969 nChanged 10 SP:Iteration 101Q (505.426708 sec): 3 clusters Score: Raw -597960.412310 + Penalty 1967.536766 = -595992.875543 nChanged 12 SP:Iteration 102Q (505.542058 sec): 3 clusters Score: Raw -597961.481452 + Penalty 1967.536766 = -595993.944685 nChanged 4 SP:Iteration 103Q (505.664139 sec): 3 clusters Score: Raw -597961.677510 + Penalty 1967.536766 = -595994.140743 nChanged 2 SP:Iteration 104Q (505.795438 sec): 3 clusters Score: Raw -597961.831731 + Penalty 1967.536766 = -595994.294964 nChanged 2 SP:Iteration 105Q (505.938856 sec): 3 clusters Score: Raw -597962.195434 + Penalty 1967.536766 = -595994.658667 nChanged 2 SP:Iteration 106Q (506.037215 sec): 3 clusters Score: Raw -597962.266875 + Penalty 1967.536766 = -595994.730109 nChanged 0 SP:Iteration 107F (506.152869 sec): 3 clusters Score: Raw -597962.266875 + Penalty 1967.536766 = -595994.730109 nChanged 0 Score: Raw -1989893.474243 + Penalty 8922.611267 = -1980970.862976 Splitting cluster 2 changes total score from -1977119.742131 to -1980970.862976 So it's getting split into cluster 8. Trying to split cluster 3 (1715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (506.849390 sec): 2 clusters Score: Raw -56116.618667 + Penalty 781.952678 = -55334.665989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.928106 sec): 3 clusters Score: Raw -55444.233133 + Penalty 1563.905356 = -53880.327778 nChanged 664 SP:Iteration 1F (507.017029 sec): 3 clusters Score: Raw -56208.044016 + Penalty 1563.905356 = -54644.138660 nChanged 200 SP:Iteration 2F (507.124331 sec): 3 clusters Score: Raw -56493.471297 + Penalty 1563.905356 = -54929.565942 nChanged 134 SP:Iteration 3F (507.208367 sec): 3 clusters Score: Raw -56658.989441 + Penalty 1563.905356 = -55095.084086 nChanged 81 SP:Iteration 4Q (507.289638 sec): 3 clusters Score: Raw -56784.848124 + Penalty 1563.905356 = -55220.942769 nChanged 56 SP:Iteration 5Q (507.387895 sec): 3 clusters Score: Raw -56849.056212 + Penalty 1563.905356 = -55285.150856 nChanged 52 SP:Iteration 6Q (507.483098 sec): 3 clusters Score: Raw -56898.530335 + Penalty 1563.905356 = -55334.624980 nChanged 28 SP:Iteration 7Q (507.578969 sec): 3 clusters Score: Raw -56920.397730 + Penalty 1563.905356 = -55356.492375 nChanged 17 SP:Iteration 8Q (507.680088 sec): 3 clusters Score: Raw -56936.454654 + Penalty 1563.905356 = -55372.549298 nChanged 19 SP:Iteration 9Q (507.786914 sec): 3 clusters Score: Raw -56948.972837 + Penalty 1563.905356 = -55385.067481 nChanged 8 SP:Iteration 10Q (507.885751 sec): 3 clusters Score: Raw -56954.737454 + Penalty 1563.905356 = -55390.832098 nChanged 8 SP:Iteration 11Q (507.977899 sec): 3 clusters Score: Raw -56960.871099 + Penalty 1563.905356 = -55396.965743 nChanged 14 SP:Iteration 12Q (508.066821 sec): 3 clusters Score: Raw -56970.431302 + Penalty 1563.905356 = -55406.525947 nChanged 7 SP:Iteration 13Q (508.163432 sec): 3 clusters Score: Raw -56975.753919 + Penalty 1563.905356 = -55411.848564 nChanged 6 SP:Iteration 14Q (508.274412 sec): 3 clusters Score: Raw -56980.897111 + Penalty 1563.905356 = -55416.991756 nChanged 9 SP:Iteration 15Q (508.390737 sec): 3 clusters Score: Raw -56986.648955 + Penalty 1563.905356 = -55422.743600 nChanged 10 SP:Iteration 16Q (508.462476 sec): 3 clusters Score: Raw -56994.750511 + Penalty 1563.905356 = -55430.845155 nChanged 9 SP:Iteration 17Q (508.571096 sec): 3 clusters Score: Raw -57006.190022 + Penalty 1563.905356 = -55442.284667 nChanged 11 SP:Iteration 18Q (508.675026 sec): 3 clusters Score: Raw -57013.806651 + Penalty 1563.905356 = -55449.901296 nChanged 13 SP:Iteration 19Q (508.774540 sec): 3 clusters Score: Raw -57020.885727 + Penalty 1563.905356 = -55456.980372 nChanged 7 SP:Iteration 20F (508.859158 sec): 3 clusters Score: Raw -57025.222219 + Penalty 1563.905356 = -55461.316863 nChanged 5 SP:Iteration 21Q (508.950693 sec): 3 clusters Score: Raw -57027.939314 + Penalty 1563.905356 = -55464.033958 nChanged 7 SP:Iteration 22Q (509.053140 sec): 3 clusters Score: Raw -57030.649206 + Penalty 1563.905356 = -55466.743851 nChanged 6 SP:Iteration 23Q (509.131032 sec): 3 clusters Score: Raw -57033.024707 + Penalty 1563.905356 = -55469.119351 nChanged 1 SP:Iteration 24Q (509.216482 sec): 3 clusters Score: Raw -57034.435063 + Penalty 1563.905356 = -55470.529707 nChanged 2 SP:Iteration 25Q (509.326841 sec): 3 clusters Score: Raw -57035.732892 + Penalty 1563.905356 = -55471.827537 nChanged 3 SP:Iteration 26Q (509.430092 sec): 3 clusters Score: Raw -57039.205845 + Penalty 1563.905356 = -55475.300490 nChanged 4 SP:Iteration 27Q (509.508731 sec): 3 clusters Score: Raw -57045.038556 + Penalty 1563.905356 = -55481.133201 nChanged 4 SP:Iteration 28Q (509.611911 sec): 3 clusters Score: Raw -57048.094227 + Penalty 1563.905356 = -55484.188871 nChanged 7 SP:Iteration 29Q (509.697615 sec): 3 clusters Score: Raw -57051.144659 + Penalty 1563.905356 = -55487.239303 nChanged 9 SP:Iteration 30Q (509.796526 sec): 3 clusters Score: Raw -57055.893744 + Penalty 1563.905356 = -55491.988388 nChanged 7 SP:Iteration 31Q (509.906754 sec): 3 clusters Score: Raw -57058.797295 + Penalty 1563.905356 = -55494.891939 nChanged 4 SP:Iteration 32Q (509.988705 sec): 3 clusters Score: Raw -57067.840313 + Penalty 1563.905356 = -55503.934957 nChanged 10 SP:Iteration 33Q (510.066877 sec): 3 clusters Score: Raw -57093.555354 + Penalty 1563.905356 = -55529.649998 nChanged 14 SP:Iteration 34Q (510.168331 sec): 3 clusters Score: Raw -57121.061029 + Penalty 1563.905356 = -55557.155674 nChanged 20 SP:Iteration 35Q (510.281404 sec): 3 clusters Score: Raw -57162.584774 + Penalty 1563.905356 = -55598.679419 nChanged 21 SP:Iteration 36Q (510.378724 sec): 3 clusters Score: Raw -57186.067292 + Penalty 1563.905356 = -55622.161936 nChanged 15 SP:Iteration 37Q (510.476333 sec): 3 clusters Score: Raw -57196.966432 + Penalty 1563.905356 = -55633.061077 nChanged 8 SP:Iteration 38Q (510.566146 sec): 3 clusters Score: Raw -57201.681112 + Penalty 1563.905356 = -55637.775756 nChanged 6 SP:Iteration 39Q (510.648625 sec): 3 clusters Score: Raw -57204.288960 + Penalty 1563.905356 = -55640.383605 nChanged 4 SP:Iteration 40F (510.756671 sec): 3 clusters Score: Raw -57208.584260 + Penalty 1563.905356 = -55644.678905 nChanged 8 SP:Iteration 41Q (510.867174 sec): 3 clusters Score: Raw -57217.759805 + Penalty 1563.905356 = -55653.854449 nChanged 9 SP:Iteration 42Q (510.947239 sec): 3 clusters Score: Raw -57227.067810 + Penalty 1563.905356 = -55663.162455 nChanged 12 SP:Iteration 43Q (511.059425 sec): 3 clusters Score: Raw -57245.480268 + Penalty 1563.905356 = -55681.574913 nChanged 20 SP:Iteration 44Q (511.144119 sec): 3 clusters Score: Raw -57279.111991 + Penalty 1563.905356 = -55715.206636 nChanged 15 SP:Iteration 45Q (511.248116 sec): 3 clusters Score: Raw -57293.437517 + Penalty 1563.905356 = -55729.532162 nChanged 12 SP:Iteration 46Q (511.341272 sec): 3 clusters Score: Raw -57306.599079 + Penalty 1563.905356 = -55742.693723 nChanged 11 SP:Iteration 47Q (511.445856 sec): 3 clusters Score: Raw -57312.983821 + Penalty 1563.905356 = -55749.078466 nChanged 8 SP:Iteration 48Q (511.545605 sec): 3 clusters Score: Raw -57316.900312 + Penalty 1563.905356 = -55752.994957 nChanged 4 SP:Iteration 49Q (511.671602 sec): 3 clusters Score: Raw -57318.547424 + Penalty 1563.905356 = -55754.642068 nChanged 3 SP:Iteration 50Q (511.754482 sec): 3 clusters Score: Raw -57320.653441 + Penalty 1563.905356 = -55756.748085 nChanged 4 SP:Iteration 51Q (511.859355 sec): 3 clusters Score: Raw -57322.971121 + Penalty 1563.905356 = -55759.065765 nChanged 5 SP:Iteration 52Q (511.948232 sec): 3 clusters Score: Raw -57324.312317 + Penalty 1563.905356 = -55760.406961 nChanged 2 SP:Iteration 53Q (512.010955 sec): 3 clusters Score: Raw -57324.728048 + Penalty 1563.905356 = -55760.822693 nChanged 1 SP:Iteration 54Q (512.112342 sec): 3 clusters Score: Raw -57325.148413 + Penalty 1563.905356 = -55761.243057 nChanged 3 SP:Iteration 55Q (512.223800 sec): 3 clusters Score: Raw -57327.451637 + Penalty 1563.905356 = -55763.546281 nChanged 4 SP:Iteration 56Q (512.316713 sec): 3 clusters Score: Raw -57330.787119 + Penalty 1563.905356 = -55766.881764 nChanged 1 SP:Iteration 57Q (512.411062 sec): 3 clusters Score: Raw -57331.316465 + Penalty 1563.905356 = -55767.411109 nChanged 0 SP:Iteration 58F (512.500971 sec): 3 clusters Score: Raw -57331.316465 + Penalty 1563.905356 = -55767.411109 nChanged 0 Score: Raw -1991108.172041 + Penalty 10037.937675 = -1981070.234366 Splitting cluster 3 changes total score from -1977119.742131 to -1981070.234366 So it's getting split into cluster 9. Trying to split cluster 4 (4704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.315385 sec): 2 clusters Score: Raw -201409.137140 + Penalty 887.897691 = -200521.239448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.413832 sec): 3 clusters Score: Raw -198851.357408 + Penalty 1775.795383 = -197075.562025 nChanged 2041 SP:Iteration 1F (513.500847 sec): 3 clusters Score: Raw -201058.956721 + Penalty 1775.795383 = -199283.161338 nChanged 684 SP:Iteration 2F (513.607665 sec): 3 clusters Score: Raw -202053.719961 + Penalty 1775.795383 = -200277.924578 nChanged 447 SP:Iteration 3F (513.731555 sec): 3 clusters Score: Raw -202584.900355 + Penalty 1775.795383 = -200809.104972 nChanged 276 SP:Iteration 4F (513.813718 sec): 3 clusters Score: Raw -202908.591420 + Penalty 1775.795383 = -201132.796037 nChanged 196 SP:Iteration 5Q (513.925190 sec): 3 clusters Score: Raw -203099.272295 + Penalty 1775.795383 = -201323.476913 nChanged 134 SP:Iteration 6Q (514.021677 sec): 3 clusters Score: Raw -203182.905463 + Penalty 1775.795383 = -201407.110080 nChanged 75 SP:Iteration 7Q (514.126324 sec): 3 clusters Score: Raw -203214.226858 + Penalty 1775.795383 = -201438.431476 nChanged 45 SP:Iteration 8Q (514.251326 sec): 3 clusters Score: Raw -203227.798865 + Penalty 1775.795383 = -201452.003482 nChanged 26 SP:Iteration 9Q (514.346079 sec): 3 clusters Score: Raw -203236.019148 + Penalty 1775.795383 = -201460.223765 nChanged 16 SP:Iteration 10Q (514.453273 sec): 3 clusters Score: Raw -203240.385206 + Penalty 1775.795383 = -201464.589823 nChanged 8 SP:Iteration 11Q (514.581333 sec): 3 clusters Score: Raw -203242.335530 + Penalty 1775.795383 = -201466.540147 nChanged 5 SP:Iteration 12Q (514.670211 sec): 3 clusters Score: Raw -203243.677459 + Penalty 1775.795383 = -201467.882077 nChanged 2 SP:Iteration 13Q (514.807845 sec): 3 clusters Score: Raw -203244.017926 + Penalty 1775.795383 = -201468.222543 nChanged 2 SP:Iteration 14Q (514.898632 sec): 3 clusters Score: Raw -203244.335027 + Penalty 1775.795383 = -201468.539644 nChanged 1 SP:Iteration 15Q (515.022077 sec): 3 clusters Score: Raw -203244.529415 + Penalty 1775.795383 = -201468.734032 nChanged 1 SP:Iteration 16Q (515.139968 sec): 3 clusters Score: Raw -203244.591989 + Penalty 1775.795383 = -201468.796606 nChanged 2 SP:Iteration 17Q (515.244544 sec): 3 clusters Score: Raw -203244.713103 + Penalty 1775.795383 = -201468.917720 nChanged 0 SP:Iteration 18F (515.352274 sec): 3 clusters Score: Raw -203244.713103 + Penalty 1775.795383 = -201468.917720 nChanged 0 Score: Raw -1992943.748005 + Penalty 11153.264084 = -1981790.483921 Splitting cluster 4 changes total score from -1977119.742131 to -1981790.483921 So it's getting split into cluster 10. Trying to split cluster 5 (16724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.348693 sec): 2 clusters Score: Raw -922466.503383 + Penalty 1021.083010 = -921445.420374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.511745 sec): 3 clusters Score: Raw -912166.639395 + Penalty 2042.166019 = -910124.473375 nChanged 7702 SP:Iteration 1F (516.653588 sec): 3 clusters Score: Raw -917714.375978 + Penalty 2042.166019 = -915672.209959 nChanged 1735 SP:Iteration 2F (516.800503 sec): 3 clusters Score: Raw -919254.371829 + Penalty 2042.166019 = -917212.205810 nChanged 1550 SP:Iteration 3F (516.933961 sec): 3 clusters Score: Raw -920473.917861 + Penalty 2042.166019 = -918431.751842 nChanged 1209 SP:Iteration 4F (517.096929 sec): 3 clusters Score: Raw -921240.929495 + Penalty 2042.166019 = -919198.763476 nChanged 844 SP:Iteration 5F (517.239109 sec): 3 clusters Score: Raw -921760.684739 + Penalty 2042.166019 = -919718.518720 nChanged 685 SP:Iteration 6Q (517.400561 sec): 3 clusters Score: Raw -922225.879639 + Penalty 2042.166019 = -920183.713619 nChanged 573 SP:Iteration 7Q (517.546676 sec): 3 clusters Score: Raw -922637.315753 + Penalty 2042.166019 = -920595.149734 nChanged 495 SP:Iteration 8Q (517.698403 sec): 3 clusters Score: Raw -922967.169074 + Penalty 2042.166019 = -920925.003055 nChanged 372 SP:Iteration 9Q (517.862776 sec): 3 clusters Score: Raw -923181.283548 + Penalty 2042.166019 = -921139.117528 nChanged 320 SP:Iteration 10Q (518.017232 sec): 3 clusters Score: Raw -923322.802918 + Penalty 2042.166019 = -921280.636898 nChanged 220 SP:Iteration 11Q (518.190251 sec): 3 clusters Score: Raw -923411.820771 + Penalty 2042.166019 = -921369.654752 nChanged 187 SP:Iteration 12Q (518.308952 sec): 3 clusters Score: Raw -923480.569795 + Penalty 2042.166019 = -921438.403776 nChanged 148 SP:Iteration 13Q (518.445711 sec): 3 clusters Score: Raw -923528.337497 + Penalty 2042.166019 = -921486.171478 nChanged 115 SP:Iteration 14Q (518.574653 sec): 3 clusters Score: Raw -923556.782060 + Penalty 2042.166019 = -921514.616040 nChanged 90 SP:Iteration 15Q (518.783081 sec): 3 clusters Score: Raw -923575.677392 + Penalty 2042.166019 = -921533.511373 nChanged 65 SP:Iteration 16Q (518.898984 sec): 3 clusters Score: Raw -923589.062702 + Penalty 2042.166019 = -921546.896683 nChanged 66 SP:Iteration 17Q (519.032425 sec): 3 clusters Score: Raw -923599.862996 + Penalty 2042.166019 = -921557.696976 nChanged 43 SP:Iteration 18Q (519.186139 sec): 3 clusters Score: Raw -923605.177453 + Penalty 2042.166019 = -921563.011433 nChanged 29 SP:Iteration 19Q (519.335990 sec): 3 clusters Score: Raw -923608.255972 + Penalty 2042.166019 = -921566.089953 nChanged 32 SP:Iteration 20F (519.470622 sec): 3 clusters Score: Raw -923611.490418 + Penalty 2042.166019 = -921569.324399 nChanged 25 SP:Iteration 21Q (519.627939 sec): 3 clusters Score: Raw -923613.984075 + Penalty 2042.166019 = -921571.818056 nChanged 18 SP:Iteration 22Q (519.746021 sec): 3 clusters Score: Raw -923615.437589 + Penalty 2042.166019 = -921573.271569 nChanged 16 SP:Iteration 23Q (519.887839 sec): 3 clusters Score: Raw -923617.471660 + Penalty 2042.166019 = -921575.305640 nChanged 13 SP:Iteration 24Q (520.092988 sec): 3 clusters Score: Raw -923618.724730 + Penalty 2042.166019 = -921576.558711 nChanged 16 SP:Iteration 25Q (520.257705 sec): 3 clusters Score: Raw -923620.645358 + Penalty 2042.166019 = -921578.479338 nChanged 22 SP:Iteration 26Q (520.444583 sec): 3 clusters Score: Raw -923623.492132 + Penalty 2042.166019 = -921581.326112 nChanged 14 SP:Iteration 27Q (520.631447 sec): 3 clusters Score: Raw -923624.516239 + Penalty 2042.166019 = -921582.350220 nChanged 13 SP:Iteration 28Q (520.749960 sec): 3 clusters Score: Raw -923625.754957 + Penalty 2042.166019 = -921583.588938 nChanged 13 SP:Iteration 29Q (520.909244 sec): 3 clusters Score: Raw -923627.215476 + Penalty 2042.166019 = -921585.049456 nChanged 17 SP:Iteration 30Q (521.066755 sec): 3 clusters Score: Raw -923629.440954 + Penalty 2042.166019 = -921587.274935 nChanged 18 SP:Iteration 31Q (521.303049 sec): 3 clusters Score: Raw -923631.718558 + Penalty 2042.166019 = -921589.552538 nChanged 19 SP:Iteration 32Q (521.469193 sec): 3 clusters Score: Raw -923634.371279 + Penalty 2042.166019 = -921592.205260 nChanged 16 SP:Iteration 33Q (521.594585 sec): 3 clusters Score: Raw -923637.149661 + Penalty 2042.166019 = -921594.983641 nChanged 17 SP:Iteration 34Q (521.730530 sec): 3 clusters Score: Raw -923640.526803 + Penalty 2042.166019 = -921598.360784 nChanged 23 SP:Iteration 35Q (521.884918 sec): 3 clusters Score: Raw -923643.743595 + Penalty 2042.166019 = -921601.577575 nChanged 15 SP:Iteration 36Q (522.020232 sec): 3 clusters Score: Raw -923645.815091 + Penalty 2042.166019 = -921603.649072 nChanged 20 SP:Iteration 37Q (522.187326 sec): 3 clusters Score: Raw -923647.334595 + Penalty 2042.166019 = -921605.168575 nChanged 13 SP:Iteration 38Q (522.320915 sec): 3 clusters Score: Raw -923648.426692 + Penalty 2042.166019 = -921606.260673 nChanged 10 SP:Iteration 39Q (522.450688 sec): 3 clusters Score: Raw -923649.294627 + Penalty 2042.166019 = -921607.128608 nChanged 7 SP:Iteration 40F (522.583970 sec): 3 clusters Score: Raw -923649.869856 + Penalty 2042.166019 = -921607.703836 nChanged 7 SP:Iteration 41Q (522.751812 sec): 3 clusters Score: Raw -923650.814788 + Penalty 2042.166019 = -921608.648768 nChanged 7 SP:Iteration 42Q (522.889292 sec): 3 clusters Score: Raw -923651.845117 + Penalty 2042.166019 = -921609.679098 nChanged 11 SP:Iteration 43Q (523.036759 sec): 3 clusters Score: Raw -923652.860424 + Penalty 2042.166019 = -921610.694404 nChanged 4 SP:Iteration 44Q (523.202071 sec): 3 clusters Score: Raw -923653.111256 + Penalty 2042.166019 = -921610.945236 nChanged 2 SP:Iteration 45Q (523.326776 sec): 3 clusters Score: Raw -923653.193147 + Penalty 2042.166019 = -921611.027127 nChanged 1 SP:Iteration 46Q (523.478567 sec): 3 clusters Score: Raw -923653.232334 + Penalty 2042.166019 = -921611.066315 nChanged 0 SP:Iteration 47F (523.637187 sec): 3 clusters Score: Raw -923653.232334 + Penalty 2042.166019 = -921611.066315 nChanged 0 Score: Raw -1994130.476955 + Penalty 12268.590492 = -1981861.886463 Splitting cluster 5 changes total score from -1977119.742131 to -1981861.886463 So it's getting split into cluster 11. Trying to split cluster 6 (2033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (524.625160 sec): 2 clusters Score: Raw -88688.456266 + Penalty 799.813120 = -87888.643146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (524.716650 sec): 3 clusters Score: Raw -87724.216205 + Penalty 1599.626241 = -86124.589965 nChanged 792 SP:Iteration 1F (524.815263 sec): 3 clusters Score: Raw -88385.174712 + Penalty 1599.626241 = -86785.548472 nChanged 222 SP:Iteration 2F (524.914975 sec): 3 clusters Score: Raw -88644.407189 + Penalty 1599.626241 = -87044.780948 nChanged 162 SP:Iteration 3F (525.014239 sec): 3 clusters Score: Raw -88834.951934 + Penalty 1599.626241 = -87235.325693 nChanged 143 SP:Iteration 4F (525.110759 sec): 3 clusters Score: Raw -89015.926129 + Penalty 1599.626241 = -87416.299888 nChanged 127 SP:Iteration 5F (525.212115 sec): 3 clusters Score: Raw -89171.164010 + Penalty 1599.626241 = -87571.537769 nChanged 87 SP:Iteration 6Q (525.314836 sec): 3 clusters Score: Raw -89267.724593 + Penalty 1599.626241 = -87668.098352 nChanged 82 SP:Iteration 7Q (525.420667 sec): 3 clusters Score: Raw -89368.444204 + Penalty 1599.626241 = -87768.817963 nChanged 73 SP:Iteration 8Q (525.494640 sec): 3 clusters Score: Raw -89463.323367 + Penalty 1599.626241 = -87863.697126 nChanged 51 SP:Iteration 9Q (525.595906 sec): 3 clusters Score: Raw -89528.802696 + Penalty 1599.626241 = -87929.176456 nChanged 54 SP:Iteration 10Q (525.695763 sec): 3 clusters Score: Raw -89591.684863 + Penalty 1599.626241 = -87992.058622 nChanged 42 SP:Iteration 11Q (525.777241 sec): 3 clusters Score: Raw -89638.693860 + Penalty 1599.626241 = -88039.067619 nChanged 34 SP:Iteration 12Q (525.880118 sec): 3 clusters Score: Raw -89671.572292 + Penalty 1599.626241 = -88071.946051 nChanged 25 SP:Iteration 13Q (525.977473 sec): 3 clusters Score: Raw -89699.752562 + Penalty 1599.626241 = -88100.126321 nChanged 24 SP:Iteration 14Q (526.079840 sec): 3 clusters Score: Raw -89724.014740 + Penalty 1599.626241 = -88124.388499 nChanged 22 SP:Iteration 15Q (526.184882 sec): 3 clusters Score: Raw -89758.243180 + Penalty 1599.626241 = -88158.616939 nChanged 25 SP:Iteration 16Q (526.320314 sec): 3 clusters Score: Raw -89791.643423 + Penalty 1599.626241 = -88192.017182 nChanged 20 SP:Iteration 17Q (526.419158 sec): 3 clusters Score: Raw -89808.782663 + Penalty 1599.626241 = -88209.156422 nChanged 13 SP:Iteration 18Q (526.491668 sec): 3 clusters Score: Raw -89817.887457 + Penalty 1599.626241 = -88218.261216 nChanged 8 SP:Iteration 19Q (526.609655 sec): 3 clusters Score: Raw -89827.340531 + Penalty 1599.626241 = -88227.714290 nChanged 11 SP:Iteration 20F (526.726505 sec): 3 clusters Score: Raw -89834.523878 + Penalty 1599.626241 = -88234.897637 nChanged 8 SP:Iteration 21Q (526.826038 sec): 3 clusters Score: Raw -89839.359985 + Penalty 1599.626241 = -88239.733744 nChanged 9 SP:Iteration 22Q (526.930213 sec): 3 clusters Score: Raw -89854.484543 + Penalty 1599.626241 = -88254.858302 nChanged 12 SP:Iteration 23Q (527.037815 sec): 3 clusters Score: Raw -89870.377243 + Penalty 1599.626241 = -88270.751002 nChanged 9 SP:Iteration 24Q (527.125976 sec): 3 clusters Score: Raw -89876.263773 + Penalty 1599.626241 = -88276.637532 nChanged 3 SP:Iteration 25Q (527.204295 sec): 3 clusters Score: Raw -89879.081148 + Penalty 1599.626241 = -88279.454907 nChanged 2 SP:Iteration 26Q (527.294537 sec): 3 clusters Score: Raw -89881.598588 + Penalty 1599.626241 = -88281.972347 nChanged 7 SP:Iteration 27Q (527.384416 sec): 3 clusters Score: Raw -89889.619465 + Penalty 1599.626241 = -88289.993224 nChanged 7 SP:Iteration 28Q (527.488823 sec): 3 clusters Score: Raw -89896.593041 + Penalty 1599.626241 = -88296.966800 nChanged 3 SP:Iteration 29Q (527.602783 sec): 3 clusters Score: Raw -89898.252664 + Penalty 1599.626241 = -88298.626423 nChanged 2 SP:Iteration 30Q (527.752089 sec): 3 clusters Score: Raw -89899.698563 + Penalty 1599.626241 = -88300.072323 nChanged 3 SP:Iteration 31Q (527.817355 sec): 3 clusters Score: Raw -89903.450300 + Penalty 1599.626241 = -88303.824059 nChanged 6 SP:Iteration 32Q (527.903608 sec): 3 clusters Score: Raw -89914.163842 + Penalty 1599.626241 = -88314.537601 nChanged 8 SP:Iteration 33Q (528.019433 sec): 3 clusters Score: Raw -89927.267124 + Penalty 1599.626241 = -88327.640883 nChanged 11 SP:Iteration 34Q (528.111917 sec): 3 clusters Score: Raw -89944.386518 + Penalty 1599.626241 = -88344.760277 nChanged 6 SP:Iteration 35Q (528.222871 sec): 3 clusters Score: Raw -89950.750339 + Penalty 1599.626241 = -88351.124099 nChanged 3 SP:Iteration 36Q (528.314888 sec): 3 clusters Score: Raw -89954.960096 + Penalty 1599.626241 = -88355.333855 nChanged 3 SP:Iteration 37Q (528.430018 sec): 3 clusters Score: Raw -89956.459501 + Penalty 1599.626241 = -88356.833260 nChanged 1 SP:Iteration 38Q (528.518859 sec): 3 clusters Score: Raw -89957.003868 + Penalty 1599.626241 = -88357.377627 nChanged 0 SP:Iteration 39F (528.608866 sec): 3 clusters Score: Raw -89957.003868 + Penalty 1599.626241 = -88357.377627 nChanged 0 Score: Raw -1995399.024556 + Penalty 13383.916901 = -1982015.107656 Splitting cluster 6 changes total score from -1977119.742131 to -1982015.107656 So it's getting split into cluster 12. Iteration 59Q (530.600882 sec): 13 clusters Score: Raw -1997521.104155 + Penalty 13383.916901 = -1984137.187254 nChanged 2182 Iteration 60F (531.784191 sec): 13 clusters Score: Raw -1999196.760203 + Penalty 13383.916901 = -1985812.843302 nChanged 1415 Iteration 61Q (532.843648 sec): 13 clusters Score: Raw -1999841.780032 + Penalty 13383.916901 = -1986457.863132 nChanged 804 Iteration 62Q (533.845766 sec): 13 clusters Score: Raw -2000163.849818 + Penalty 13383.916901 = -1986779.932917 nChanged 547 Iteration 63Q (534.884185 sec): 13 clusters Score: Raw -2000348.129924 + Penalty 13383.916901 = -1986964.213024 nChanged 411 Iteration 64Q (535.910709 sec): 13 clusters Score: Raw -2000468.580585 + Penalty 13383.916901 = -1987084.663685 nChanged 302 Iteration 65Q (536.925436 sec): 13 clusters Score: Raw -2000546.310973 + Penalty 13383.916901 = -1987162.394072 nChanged 228 Iteration 66Q (537.892790 sec): 13 clusters Score: Raw -2000598.242058 + Penalty 13383.916901 = -1987214.325158 nChanged 195 Iteration 67Q (538.891519 sec): 13 clusters Score: Raw -2000637.229885 + Penalty 13383.916901 = -1987253.312984 nChanged 157 Iteration 68Q (539.850808 sec): 13 clusters Score: Raw -2000671.252221 + Penalty 13383.916901 = -1987287.335320 nChanged 145 Iteration 69Q (540.856449 sec): 13 clusters Score: Raw -2000699.197619 + Penalty 13383.916901 = -1987315.280719 nChanged 107 Iteration 70Q (541.757899 sec): 13 clusters Score: Raw -2000718.890640 + Penalty 13383.916901 = -1987334.973740 nChanged 91 Iteration 71Q (542.678160 sec): 13 clusters Score: Raw -2000735.049281 + Penalty 13383.916901 = -1987351.132380 nChanged 78 Iteration 72Q (543.581458 sec): 13 clusters Score: Raw -2000750.076872 + Penalty 13383.916901 = -1987366.159971 nChanged 73 Iteration 73Q (544.476572 sec): 13 clusters Score: Raw -2000763.422040 + Penalty 13383.916901 = -1987379.505139 nChanged 59 Iteration 74Q (545.361194 sec): 13 clusters Score: Raw -2000773.654922 + Penalty 13383.916901 = -1987389.738021 nChanged 61 Iteration 75Q (546.262729 sec): 13 clusters Score: Raw -2000783.489103 + Penalty 13383.916901 = -1987399.572203 nChanged 54 Iteration 76Q (547.239290 sec): 13 clusters Score: Raw -2000793.002564 + Penalty 13383.916901 = -1987409.085664 nChanged 51 Iteration 77Q (548.126313 sec): 13 clusters Score: Raw -2000799.975035 + Penalty 13383.916901 = -1987416.058134 nChanged 47 Iteration 78Q (549.003270 sec): 13 clusters Score: Raw -2000805.557615 + Penalty 13383.916901 = -1987421.640715 nChanged 46 Iteration 79Q (549.657932 sec): 13 clusters Score: Raw -2000810.064833 + Penalty 13383.916901 = -1987426.147933 nChanged 33 Iteration 80F (550.665492 sec): 13 clusters Score: Raw -2000832.074887 + Penalty 13383.916901 = -1987448.157987 nChanged 31 Iteration 81Q (551.510068 sec): 13 clusters Score: Raw -2000864.852797 + Penalty 13383.916901 = -1987480.935896 nChanged 33 Iteration 82Q (552.364066 sec): 13 clusters Score: Raw -2000871.830972 + Penalty 13383.916901 = -1987487.914072 nChanged 39 Iteration 83Q (553.222798 sec): 13 clusters Score: Raw -2000877.260029 + Penalty 13383.916901 = -1987493.343128 nChanged 31 Iteration 84Q (554.109909 sec): 13 clusters Score: Raw -2000884.783871 + Penalty 13383.916901 = -1987500.866971 nChanged 26 Iteration 85Q (554.991745 sec): 13 clusters Score: Raw -2000890.643189 + Penalty 13383.916901 = -1987506.726288 nChanged 22 Iteration 86Q (555.938381 sec): 13 clusters Score: Raw -2000897.771723 + Penalty 13383.916901 = -1987513.854822 nChanged 17 Iteration 87Q (556.819823 sec): 13 clusters Score: Raw -2000901.840030 + Penalty 13383.916901 = -1987517.923130 nChanged 16 Iteration 88Q (557.692229 sec): 13 clusters Score: Raw -2000904.350380 + Penalty 13383.916901 = -1987520.433480 nChanged 18 Iteration 89Q (558.670291 sec): 13 clusters Score: Raw -2000907.361012 + Penalty 13383.916901 = -1987523.444112 nChanged 13 Iteration 90Q (559.704078 sec): 13 clusters Score: Raw -2000910.182988 + Penalty 13383.916901 = -1987526.266087 nChanged 16 Iteration 91Q (560.629657 sec): 13 clusters Score: Raw -2000914.225004 + Penalty 13383.916901 = -1987530.308103 nChanged 12 Iteration 92Q (561.605407 sec): 13 clusters Score: Raw -2000916.515583 + Penalty 13383.916901 = -1987532.598682 nChanged 7 Iteration 93Q (562.591811 sec): 13 clusters Score: Raw -2000917.426693 + Penalty 13383.916901 = -1987533.509792 nChanged 2 Iteration 94Q (563.459603 sec): 13 clusters Score: Raw -2000917.740885 + Penalty 13383.916901 = -1987533.823984 nChanged 1 Iteration 95Q (564.234958 sec): 13 clusters Score: Raw -2000917.910703 + Penalty 13383.916901 = -1987533.993803 nChanged 0 Iteration 96F (565.069856 sec): 13 clusters Score: Raw -2000917.930583 + Penalty 13383.916901 = -1987534.013683 nChanged 1 Iteration 97Q (565.743414 sec): 13 clusters Score: Raw -2000922.277259 + Penalty 13383.916901 = -1987538.360359 nChanged 5 Iteration 98Q (566.411885 sec): 13 clusters Score: Raw -2000923.729621 + Penalty 13383.916901 = -1987539.812721 nChanged 2 Writing temp clu file Because OldScore, -1987538.360359, is greater than current (better) Score,-1987539.812721 Compute initial score before splitting: Score: Raw -2000923.729621 + Penalty 13383.916901 = -1987539.812721 Trying to split cluster 1 (2651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (566.476638 sec): 2 clusters Score: Raw -120975.708406 + Penalty 827.682682 = -120148.025725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (566.550903 sec): 3 clusters Score: Raw -119656.961830 + Penalty 1655.365363 = -118001.596466 nChanged 1082 SP:Iteration 1F (566.647481 sec): 3 clusters Score: Raw -120388.345536 + Penalty 1655.365363 = -118732.980173 nChanged 261 SP:Iteration 2F (566.714549 sec): 3 clusters Score: Raw -120634.829862 + Penalty 1655.365363 = -118979.464499 nChanged 213 SP:Iteration 3F (566.798662 sec): 3 clusters Score: Raw -120867.767334 + Penalty 1655.365363 = -119212.401971 nChanged 171 SP:Iteration 4F (566.895616 sec): 3 clusters Score: Raw -121006.820739 + Penalty 1655.365363 = -119351.455375 nChanged 130 SP:Iteration 5Q (566.978082 sec): 3 clusters Score: Raw -121095.401656 + Penalty 1655.365363 = -119440.036292 nChanged 96 SP:Iteration 6Q (567.047138 sec): 3 clusters Score: Raw -121156.193462 + Penalty 1655.365363 = -119500.828098 nChanged 74 SP:Iteration 7Q (567.129305 sec): 3 clusters Score: Raw -121193.157903 + Penalty 1655.365363 = -119537.792539 nChanged 69 SP:Iteration 8Q (567.195336 sec): 3 clusters Score: Raw -121238.233375 + Penalty 1655.365363 = -119582.868012 nChanged 52 SP:Iteration 9Q (567.278826 sec): 3 clusters Score: Raw -121272.293363 + Penalty 1655.365363 = -119616.928000 nChanged 60 SP:Iteration 10Q (567.351073 sec): 3 clusters Score: Raw -121317.058080 + Penalty 1655.365363 = -119661.692717 nChanged 64 SP:Iteration 11Q (567.454590 sec): 3 clusters Score: Raw -121367.542211 + Penalty 1655.365363 = -119712.176848 nChanged 55 SP:Iteration 12Q (567.513431 sec): 3 clusters Score: Raw -121417.814835 + Penalty 1655.365363 = -119762.449472 nChanged 59 SP:Iteration 13Q (567.602597 sec): 3 clusters Score: Raw -121479.930515 + Penalty 1655.365363 = -119824.565151 nChanged 60 SP:Iteration 14Q (567.665897 sec): 3 clusters Score: Raw -121564.505079 + Penalty 1655.365363 = -119909.139715 nChanged 75 SP:Iteration 15Q (567.758364 sec): 3 clusters Score: Raw -121623.825994 + Penalty 1655.365363 = -119968.460631 nChanged 55 SP:Iteration 16Q (567.839792 sec): 3 clusters Score: Raw -121671.374306 + Penalty 1655.365363 = -120016.008943 nChanged 53 SP:Iteration 17Q (567.908611 sec): 3 clusters Score: Raw -121705.205964 + Penalty 1655.365363 = -120049.840600 nChanged 43 SP:Iteration 18Q (568.010735 sec): 3 clusters Score: Raw -121735.705645 + Penalty 1655.365363 = -120080.340281 nChanged 36 SP:Iteration 19Q (568.091063 sec): 3 clusters Score: Raw -121762.039118 + Penalty 1655.365363 = -120106.673755 nChanged 25 SP:Iteration 20F (568.177378 sec): 3 clusters Score: Raw -121779.758782 + Penalty 1655.365363 = -120124.393418 nChanged 29 SP:Iteration 21Q (568.254241 sec): 3 clusters Score: Raw -121796.426485 + Penalty 1655.365363 = -120141.061122 nChanged 19 SP:Iteration 22Q (568.336385 sec): 3 clusters Score: Raw -121804.712850 + Penalty 1655.365363 = -120149.347487 nChanged 19 SP:Iteration 23Q (568.411549 sec): 3 clusters Score: Raw -121813.276341 + Penalty 1655.365363 = -120157.910978 nChanged 15 SP:Iteration 24Q (568.500178 sec): 3 clusters Score: Raw -121817.355961 + Penalty 1655.365363 = -120161.990598 nChanged 7 SP:Iteration 25Q (568.591496 sec): 3 clusters Score: Raw -121819.090264 + Penalty 1655.365363 = -120163.724900 nChanged 4 SP:Iteration 26Q (568.682649 sec): 3 clusters Score: Raw -121819.830628 + Penalty 1655.365363 = -120164.465264 nChanged 4 SP:Iteration 27Q (568.749807 sec): 3 clusters Score: Raw -121820.325792 + Penalty 1655.365363 = -120164.960429 nChanged 4 SP:Iteration 28Q (568.848869 sec): 3 clusters Score: Raw -121821.324343 + Penalty 1655.365363 = -120165.958980 nChanged 4 SP:Iteration 29Q (568.932302 sec): 3 clusters Score: Raw -121823.249093 + Penalty 1655.365363 = -120167.883729 nChanged 6 SP:Iteration 30Q (569.000122 sec): 3 clusters Score: Raw -121824.647864 + Penalty 1655.365363 = -120169.282500 nChanged 8 SP:Iteration 31Q (569.090183 sec): 3 clusters Score: Raw -121826.887258 + Penalty 1655.365363 = -120171.521895 nChanged 5 SP:Iteration 32Q (569.168569 sec): 3 clusters Score: Raw -121828.979649 + Penalty 1655.365363 = -120173.614286 nChanged 8 SP:Iteration 33Q (569.247314 sec): 3 clusters Score: Raw -121831.465685 + Penalty 1655.365363 = -120176.100321 nChanged 15 SP:Iteration 34Q (569.319194 sec): 3 clusters Score: Raw -121836.075518 + Penalty 1655.365363 = -120180.710155 nChanged 9 SP:Iteration 35Q (569.406862 sec): 3 clusters Score: Raw -121838.483754 + Penalty 1655.365363 = -120183.118391 nChanged 10 SP:Iteration 36Q (569.475040 sec): 3 clusters Score: Raw -121842.952739 + Penalty 1655.365363 = -120187.587376 nChanged 10 SP:Iteration 37Q (569.587467 sec): 3 clusters Score: Raw -121846.217190 + Penalty 1655.365363 = -120190.851826 nChanged 10 SP:Iteration 38Q (569.660428 sec): 3 clusters Score: Raw -121849.768843 + Penalty 1655.365363 = -120194.403480 nChanged 7 SP:Iteration 39Q (569.749145 sec): 3 clusters Score: Raw -121851.442071 + Penalty 1655.365363 = -120196.076708 nChanged 7 SP:Iteration 40F (569.825545 sec): 3 clusters Score: Raw -121854.058554 + Penalty 1655.365363 = -120198.693191 nChanged 5 SP:Iteration 41Q (569.935274 sec): 3 clusters Score: Raw -121855.211863 + Penalty 1655.365363 = -120199.846499 nChanged 7 SP:Iteration 42Q (569.995788 sec): 3 clusters Score: Raw -121856.912062 + Penalty 1655.365363 = -120201.546699 nChanged 4 SP:Iteration 43Q (570.084025 sec): 3 clusters Score: Raw -121857.580572 + Penalty 1655.365363 = -120202.215209 nChanged 4 SP:Iteration 44Q (570.170389 sec): 3 clusters Score: Raw -121858.135044 + Penalty 1655.365363 = -120202.769681 nChanged 7 SP:Iteration 45Q (570.229819 sec): 3 clusters Score: Raw -121859.302283 + Penalty 1655.365363 = -120203.936920 nChanged 10 SP:Iteration 46Q (570.307299 sec): 3 clusters Score: Raw -121861.243433 + Penalty 1655.365363 = -120205.878070 nChanged 9 SP:Iteration 47Q (570.378933 sec): 3 clusters Score: Raw -121863.326383 + Penalty 1655.365363 = -120207.961020 nChanged 15 SP:Iteration 48Q (570.458408 sec): 3 clusters Score: Raw -121867.143358 + Penalty 1655.365363 = -120211.777995 nChanged 11 SP:Iteration 49Q (570.558905 sec): 3 clusters Score: Raw -121869.645539 + Penalty 1655.365363 = -120214.280176 nChanged 9 SP:Iteration 50Q (570.631362 sec): 3 clusters Score: Raw -121871.415056 + Penalty 1655.365363 = -120216.049692 nChanged 11 SP:Iteration 51Q (570.715212 sec): 3 clusters Score: Raw -121875.013356 + Penalty 1655.365363 = -120219.647992 nChanged 15 SP:Iteration 52Q (570.820518 sec): 3 clusters Score: Raw -121882.291188 + Penalty 1655.365363 = -120226.925825 nChanged 17 SP:Iteration 53Q (570.903181 sec): 3 clusters Score: Raw -121889.406457 + Penalty 1655.365363 = -120234.041094 nChanged 19 SP:Iteration 54Q (570.990759 sec): 3 clusters Score: Raw -121896.441089 + Penalty 1655.365363 = -120241.075726 nChanged 12 SP:Iteration 55Q (571.063702 sec): 3 clusters Score: Raw -121899.340516 + Penalty 1655.365363 = -120243.975153 nChanged 13 SP:Iteration 56Q (571.125308 sec): 3 clusters Score: Raw -121903.445900 + Penalty 1655.365363 = -120248.080537 nChanged 17 SP:Iteration 57Q (571.202563 sec): 3 clusters Score: Raw -121906.943847 + Penalty 1655.365363 = -120251.578483 nChanged 9 SP:Iteration 58Q (571.291361 sec): 3 clusters Score: Raw -121909.140540 + Penalty 1655.365363 = -120253.775176 nChanged 11 SP:Iteration 59Q (571.374650 sec): 3 clusters Score: Raw -121913.784840 + Penalty 1655.365363 = -120258.419476 nChanged 16 SP:Iteration 60F (571.469499 sec): 3 clusters Score: Raw -121919.720236 + Penalty 1655.365363 = -120264.354873 nChanged 17 SP:Iteration 61Q (571.531009 sec): 3 clusters Score: Raw -121926.662849 + Penalty 1655.365363 = -120271.297485 nChanged 15 SP:Iteration 62Q (571.621058 sec): 3 clusters Score: Raw -121931.223747 + Penalty 1655.365363 = -120275.858384 nChanged 12 SP:Iteration 63Q (571.686951 sec): 3 clusters Score: Raw -121934.755873 + Penalty 1655.365363 = -120279.390509 nChanged 11 SP:Iteration 64Q (571.770342 sec): 3 clusters Score: Raw -121938.400280 + Penalty 1655.365363 = -120283.034917 nChanged 12 SP:Iteration 65Q (571.862302 sec): 3 clusters Score: Raw -121943.263174 + Penalty 1655.365363 = -120287.897811 nChanged 14 SP:Iteration 66Q (571.952634 sec): 3 clusters Score: Raw -121948.427658 + Penalty 1655.365363 = -120293.062294 nChanged 17 SP:Iteration 67Q (572.031162 sec): 3 clusters Score: Raw -121954.498332 + Penalty 1655.365363 = -120299.132969 nChanged 16 SP:Iteration 68Q (572.120450 sec): 3 clusters Score: Raw -121959.236267 + Penalty 1655.365363 = -120303.870904 nChanged 11 SP:Iteration 69Q (572.199696 sec): 3 clusters Score: Raw -121962.719202 + Penalty 1655.365363 = -120307.353839 nChanged 11 SP:Iteration 70Q (572.286090 sec): 3 clusters Score: Raw -121967.069608 + Penalty 1655.365363 = -120311.704245 nChanged 15 SP:Iteration 71Q (572.374208 sec): 3 clusters Score: Raw -121971.777041 + Penalty 1655.365363 = -120316.411678 nChanged 13 SP:Iteration 72Q (572.461885 sec): 3 clusters Score: Raw -121976.596640 + Penalty 1655.365363 = -120321.231277 nChanged 10 SP:Iteration 73Q (572.542353 sec): 3 clusters Score: Raw -121979.246704 + Penalty 1655.365363 = -120323.881340 nChanged 5 SP:Iteration 74Q (572.634679 sec): 3 clusters Score: Raw -121980.416684 + Penalty 1655.365363 = -120325.051321 nChanged 5 SP:Iteration 75Q (572.701788 sec): 3 clusters Score: Raw -121981.174418 + Penalty 1655.365363 = -120325.809055 nChanged 6 SP:Iteration 76Q (572.788923 sec): 3 clusters Score: Raw -121983.222456 + Penalty 1655.365363 = -120327.857093 nChanged 4 SP:Iteration 77Q (572.850881 sec): 3 clusters Score: Raw -121985.178058 + Penalty 1655.365363 = -120329.812695 nChanged 7 SP:Iteration 78Q (572.871354 sec): 3 clusters Score: Raw -121987.315600 + Penalty 1655.365363 = -120331.950237 nChanged 6 SP:Iteration 79Q (572.891843 sec): 3 clusters Score: Raw -121988.890806 + Penalty 1655.365363 = -120333.525443 nChanged 7 SP:Iteration 80F (572.912745 sec): 3 clusters Score: Raw -121990.681019 + Penalty 1655.365363 = -120335.315656 nChanged 8 SP:Iteration 81Q (572.967503 sec): 3 clusters Score: Raw -121993.394453 + Penalty 1655.365363 = -120338.029090 nChanged 6 SP:Iteration 82Q (573.067894 sec): 3 clusters Score: Raw -121997.703435 + Penalty 1655.365363 = -120342.338072 nChanged 4 SP:Iteration 83Q (573.125234 sec): 3 clusters Score: Raw -121999.266791 + Penalty 1655.365363 = -120343.901427 nChanged 5 SP:Iteration 84Q (573.178717 sec): 3 clusters Score: Raw -122000.715024 + Penalty 1655.365363 = -120345.349660 nChanged 3 SP:Iteration 85Q (573.261407 sec): 3 clusters Score: Raw -122001.589438 + Penalty 1655.365363 = -120346.224074 nChanged 3 SP:Iteration 86Q (573.333578 sec): 3 clusters Score: Raw -122002.308251 + Penalty 1655.365363 = -120346.942888 nChanged 3 SP:Iteration 87Q (573.409705 sec): 3 clusters Score: Raw -122003.342580 + Penalty 1655.365363 = -120347.977216 nChanged 3 SP:Iteration 88Q (573.492814 sec): 3 clusters Score: Raw -122005.793942 + Penalty 1655.365363 = -120350.428578 nChanged 6 SP:Iteration 89Q (573.582198 sec): 3 clusters Score: Raw -122009.056594 + Penalty 1655.365363 = -120353.691230 nChanged 6 SP:Iteration 90Q (573.676110 sec): 3 clusters Score: Raw -122011.434727 + Penalty 1655.365363 = -120356.069363 nChanged 3 SP:Iteration 91Q (573.755078 sec): 3 clusters Score: Raw -122012.552866 + Penalty 1655.365363 = -120357.187502 nChanged 3 SP:Iteration 92Q (573.826060 sec): 3 clusters Score: Raw -122013.332932 + Penalty 1655.365363 = -120357.967568 nChanged 4 SP:Iteration 93Q (573.895449 sec): 3 clusters Score: Raw -122014.705748 + Penalty 1655.365363 = -120359.340384 nChanged 3 SP:Iteration 94Q (573.989379 sec): 3 clusters Score: Raw -122015.808920 + Penalty 1655.365363 = -120360.443556 nChanged 2 SP:Iteration 95Q (574.060395 sec): 3 clusters Score: Raw -122016.659121 + Penalty 1655.365363 = -120361.293758 nChanged 1 SP:Iteration 96Q (574.075356 sec): 3 clusters Score: Raw -122016.980790 + Penalty 1655.365363 = -120361.615427 nChanged 1 SP:Iteration 97Q (574.095866 sec): 3 clusters Score: Raw -122017.471845 + Penalty 1655.365363 = -120362.106482 nChanged 3 SP:Iteration 98Q (574.116290 sec): 3 clusters Score: Raw -122019.570753 + Penalty 1655.365363 = -120364.205390 nChanged 5 SP:Iteration 99Q (574.136640 sec): 3 clusters Score: Raw -122022.336076 + Penalty 1655.365363 = -120366.970713 nChanged 5 SP:Iteration 100F (574.176995 sec): 3 clusters Score: Raw -122025.741129 + Penalty 1655.365363 = -120370.375766 nChanged 7 SP:Iteration 101Q (574.240314 sec): 3 clusters Score: Raw -122029.578512 + Penalty 1655.365363 = -120374.213148 nChanged 8 SP:Iteration 102Q (574.324712 sec): 3 clusters Score: Raw -122036.404700 + Penalty 1655.365363 = -120381.039337 nChanged 9 SP:Iteration 103Q (574.404097 sec): 3 clusters Score: Raw -122041.759130 + Penalty 1655.365363 = -120386.393767 nChanged 12 SP:Iteration 104Q (574.485792 sec): 3 clusters Score: Raw -122048.152663 + Penalty 1655.365363 = -120392.787300 nChanged 8 SP:Iteration 105Q (574.546640 sec): 3 clusters Score: Raw -122056.221273 + Penalty 1655.365363 = -120400.855910 nChanged 8 SP:Iteration 106Q (574.637553 sec): 3 clusters Score: Raw -122062.587004 + Penalty 1655.365363 = -120407.221641 nChanged 8 SP:Iteration 107Q (574.707058 sec): 3 clusters Score: Raw -122067.961806 + Penalty 1655.365363 = -120412.596443 nChanged 7 SP:Iteration 108Q (574.771151 sec): 3 clusters Score: Raw -122072.481614 + Penalty 1655.365363 = -120417.116251 nChanged 10 SP:Iteration 109Q (574.857496 sec): 3 clusters Score: Raw -122080.929535 + Penalty 1655.365363 = -120425.564172 nChanged 10 SP:Iteration 110Q (574.927951 sec): 3 clusters Score: Raw -122092.394213 + Penalty 1655.365363 = -120437.028850 nChanged 13 SP:Iteration 111Q (574.988954 sec): 3 clusters Score: Raw -122103.562005 + Penalty 1655.365363 = -120448.196642 nChanged 12 SP:Iteration 112Q (575.057042 sec): 3 clusters Score: Raw -122116.373258 + Penalty 1655.365363 = -120461.007894 nChanged 12 SP:Iteration 113Q (575.138987 sec): 3 clusters Score: Raw -122121.926451 + Penalty 1655.365363 = -120466.561087 nChanged 4 SP:Iteration 114Q (575.209886 sec): 3 clusters Score: Raw -122122.543665 + Penalty 1655.365363 = -120467.178301 nChanged 3 SP:Iteration 115Q (575.294637 sec): 3 clusters Score: Raw -122124.341556 + Penalty 1655.365363 = -120468.976193 nChanged 3 SP:Iteration 116Q (575.406549 sec): 3 clusters Score: Raw -122126.744441 + Penalty 1655.365363 = -120471.379078 nChanged 6 SP:Iteration 117Q (575.499549 sec): 3 clusters Score: Raw -122129.241119 + Penalty 1655.365363 = -120473.875755 nChanged 8 SP:Iteration 118Q (575.587955 sec): 3 clusters Score: Raw -122133.142823 + Penalty 1655.365363 = -120477.777460 nChanged 9 SP:Iteration 119Q (575.678059 sec): 3 clusters Score: Raw -122140.543870 + Penalty 1655.365363 = -120485.178507 nChanged 8 SP:Iteration 120F (575.765398 sec): 3 clusters Score: Raw -122144.987979 + Penalty 1655.365363 = -120489.622616 nChanged 5 SP:Iteration 121Q (575.855893 sec): 3 clusters Score: Raw -122148.067984 + Penalty 1655.365363 = -120492.702620 nChanged 3 SP:Iteration 122Q (575.942573 sec): 3 clusters Score: Raw -122151.890343 + Penalty 1655.365363 = -120496.524980 nChanged 4 SP:Iteration 123Q (576.032734 sec): 3 clusters Score: Raw -122154.806971 + Penalty 1655.365363 = -120499.441607 nChanged 3 SP:Iteration 124Q (576.119548 sec): 3 clusters Score: Raw -122156.209822 + Penalty 1655.365363 = -120500.844458 nChanged 2 SP:Iteration 125Q (576.209674 sec): 3 clusters Score: Raw -122156.887695 + Penalty 1655.365363 = -120501.522332 nChanged 1 SP:Iteration 126Q (576.296778 sec): 3 clusters Score: Raw -122157.017236 + Penalty 1655.365363 = -120501.651873 nChanged 1 SP:Iteration 127Q (576.386845 sec): 3 clusters Score: Raw -122157.646224 + Penalty 1655.365363 = -120502.280861 nChanged 0 SP:Iteration 128F (576.473434 sec): 3 clusters Score: Raw -122157.646224 + Penalty 1655.365363 = -120502.280861 nChanged 0 Score: Raw -2002106.084937 + Penalty 14499.243309 = -1987606.841628 Splitting cluster 1 changes total score from -1987539.812721 to -1987606.841628 So it's getting split into cluster 13. Trying to split cluster 2 (6375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (577.455591 sec): 2 clusters Score: Raw -332897.021217 + Penalty 919.814634 = -331977.206583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (577.538098 sec): 3 clusters Score: Raw -329299.969289 + Penalty 1839.629268 = -327460.340022 nChanged 2764 SP:Iteration 1F (577.649093 sec): 3 clusters Score: Raw -331378.613975 + Penalty 1839.629268 = -329538.984707 nChanged 600 SP:Iteration 2F (577.756820 sec): 3 clusters Score: Raw -331945.663062 + Penalty 1839.629268 = -330106.033795 nChanged 504 SP:Iteration 3F (577.846663 sec): 3 clusters Score: Raw -332361.006089 + Penalty 1839.629268 = -330521.376822 nChanged 415 SP:Iteration 4F (577.947693 sec): 3 clusters Score: Raw -332618.007242 + Penalty 1839.629268 = -330778.377975 nChanged 301 SP:Iteration 5Q (578.087461 sec): 3 clusters Score: Raw -332772.964243 + Penalty 1839.629268 = -330933.334975 nChanged 230 SP:Iteration 6Q (578.157989 sec): 3 clusters Score: Raw -332880.752745 + Penalty 1839.629268 = -331041.123477 nChanged 186 SP:Iteration 7Q (578.254603 sec): 3 clusters Score: Raw -332956.850007 + Penalty 1839.629268 = -331117.220739 nChanged 143 SP:Iteration 8Q (578.357500 sec): 3 clusters Score: Raw -333016.818919 + Penalty 1839.629268 = -331177.189651 nChanged 138 SP:Iteration 9Q (578.455877 sec): 3 clusters Score: Raw -333074.462049 + Penalty 1839.629268 = -331234.832782 nChanged 115 SP:Iteration 10Q (578.535267 sec): 3 clusters Score: Raw -333115.571297 + Penalty 1839.629268 = -331275.942029 nChanged 110 SP:Iteration 11Q (578.615496 sec): 3 clusters Score: Raw -333154.401127 + Penalty 1839.629268 = -331314.771859 nChanged 112 SP:Iteration 12Q (578.704892 sec): 3 clusters Score: Raw -333202.082093 + Penalty 1839.629268 = -331362.452825 nChanged 106 SP:Iteration 13Q (578.796732 sec): 3 clusters Score: Raw -333248.491445 + Penalty 1839.629268 = -331408.862177 nChanged 96 SP:Iteration 14Q (578.887947 sec): 3 clusters Score: Raw -333286.123744 + Penalty 1839.629268 = -331446.494476 nChanged 93 SP:Iteration 15Q (578.981897 sec): 3 clusters Score: Raw -333335.559448 + Penalty 1839.629268 = -331495.930180 nChanged 124 SP:Iteration 16Q (579.077717 sec): 3 clusters Score: Raw -333419.819316 + Penalty 1839.629268 = -331580.190048 nChanged 155 SP:Iteration 17Q (579.166577 sec): 3 clusters Score: Raw -333564.827484 + Penalty 1839.629268 = -331725.198216 nChanged 186 SP:Iteration 18Q (579.289090 sec): 3 clusters Score: Raw -333748.339460 + Penalty 1839.629268 = -331908.710193 nChanged 151 SP:Iteration 19Q (579.380856 sec): 3 clusters Score: Raw -333868.321430 + Penalty 1839.629268 = -332028.692162 nChanged 106 SP:Iteration 20F (579.455130 sec): 3 clusters Score: Raw -333953.690046 + Penalty 1839.629268 = -332114.060778 nChanged 106 SP:Iteration 21Q (579.564112 sec): 3 clusters Score: Raw -334053.022266 + Penalty 1839.629268 = -332213.392998 nChanged 102 SP:Iteration 22Q (579.652400 sec): 3 clusters Score: Raw -334169.374133 + Penalty 1839.629268 = -332329.744865 nChanged 118 SP:Iteration 23Q (579.746113 sec): 3 clusters Score: Raw -334374.977275 + Penalty 1839.629268 = -332535.348008 nChanged 132 SP:Iteration 24Q (579.841402 sec): 3 clusters Score: Raw -334634.873066 + Penalty 1839.629268 = -332795.243799 nChanged 132 SP:Iteration 25Q (579.950660 sec): 3 clusters Score: Raw -334882.022061 + Penalty 1839.629268 = -333042.392794 nChanged 112 SP:Iteration 26Q (580.037811 sec): 3 clusters Score: Raw -335074.693957 + Penalty 1839.629268 = -333235.064689 nChanged 101 SP:Iteration 27Q (580.113853 sec): 3 clusters Score: Raw -335188.161065 + Penalty 1839.629268 = -333348.531798 nChanged 69 SP:Iteration 28Q (580.198028 sec): 3 clusters Score: Raw -335239.781234 + Penalty 1839.629268 = -333400.151966 nChanged 54 SP:Iteration 29Q (580.284758 sec): 3 clusters Score: Raw -335269.285312 + Penalty 1839.629268 = -333429.656044 nChanged 37 SP:Iteration 30Q (580.373745 sec): 3 clusters Score: Raw -335289.755158 + Penalty 1839.629268 = -333450.125890 nChanged 19 SP:Iteration 31Q (580.463143 sec): 3 clusters Score: Raw -335294.893596 + Penalty 1839.629268 = -333455.264328 nChanged 10 SP:Iteration 32Q (580.560502 sec): 3 clusters Score: Raw -335300.061265 + Penalty 1839.629268 = -333460.431997 nChanged 7 SP:Iteration 33Q (580.649364 sec): 3 clusters Score: Raw -335301.362860 + Penalty 1839.629268 = -333461.733592 nChanged 7 SP:Iteration 34Q (580.745377 sec): 3 clusters Score: Raw -335302.230079 + Penalty 1839.629268 = -333462.600811 nChanged 1 SP:Iteration 35Q (580.825205 sec): 3 clusters Score: Raw -335302.554636 + Penalty 1839.629268 = -333462.925368 nChanged 2 SP:Iteration 36Q (580.920632 sec): 3 clusters Score: Raw -335302.909179 + Penalty 1839.629268 = -333463.279912 nChanged 0 SP:Iteration 37F (581.009195 sec): 3 clusters Score: Raw -335307.028639 + Penalty 1839.629268 = -333467.399371 nChanged 4 SP:Iteration 38Q (581.100101 sec): 3 clusters Score: Raw -335309.051070 + Penalty 1839.629268 = -333469.421803 nChanged 4 SP:Iteration 39Q (581.186762 sec): 3 clusters Score: Raw -335309.591725 + Penalty 1839.629268 = -333469.962457 nChanged 1 SP:Iteration 40F (581.276676 sec): 3 clusters Score: Raw -335309.826208 + Penalty 1839.629268 = -333470.196940 nChanged 2 SP:Iteration 41Q (581.386031 sec): 3 clusters Score: Raw -335310.123078 + Penalty 1839.629268 = -333470.493811 nChanged 0 SP:Iteration 42F (581.471762 sec): 3 clusters Score: Raw -335310.123078 + Penalty 1839.629268 = -333470.493811 nChanged 0 Score: Raw -2004519.186798 + Penalty 15614.569717 = -1988904.617081 Splitting cluster 2 changes total score from -1987539.812721 to -1988904.617081 So it's getting split into cluster 14. Trying to split cluster 3 (1513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (582.593348 sec): 2 clusters Score: Raw -51720.245810 + Penalty 768.794220 = -50951.451590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (582.687635 sec): 3 clusters Score: Raw -51086.280624 + Penalty 1537.588440 = -49548.692184 nChanged 587 SP:Iteration 1F (582.744400 sec): 3 clusters Score: Raw -51589.501643 + Penalty 1537.588440 = -50051.913203 nChanged 162 SP:Iteration 2F (582.827100 sec): 3 clusters Score: Raw -51773.297087 + Penalty 1537.588440 = -50235.708647 nChanged 99 SP:Iteration 3F (582.920992 sec): 3 clusters Score: Raw -51861.507237 + Penalty 1537.588440 = -50323.918797 nChanged 69 SP:Iteration 4Q (582.997288 sec): 3 clusters Score: Raw -51920.455541 + Penalty 1537.588440 = -50382.867101 nChanged 50 SP:Iteration 5Q (583.113230 sec): 3 clusters Score: Raw -51964.156718 + Penalty 1537.588440 = -50426.568278 nChanged 38 SP:Iteration 6Q (583.212328 sec): 3 clusters Score: Raw -51992.916667 + Penalty 1537.588440 = -50455.328227 nChanged 32 SP:Iteration 7Q (583.301795 sec): 3 clusters Score: Raw -52018.561516 + Penalty 1537.588440 = -50480.973076 nChanged 22 SP:Iteration 8Q (583.382357 sec): 3 clusters Score: Raw -52034.767432 + Penalty 1537.588440 = -50497.178992 nChanged 16 SP:Iteration 9Q (583.454810 sec): 3 clusters Score: Raw -52048.173109 + Penalty 1537.588440 = -50510.584670 nChanged 13 SP:Iteration 10Q (583.536549 sec): 3 clusters Score: Raw -52056.650067 + Penalty 1537.588440 = -50519.061627 nChanged 9 SP:Iteration 11Q (583.617649 sec): 3 clusters Score: Raw -52061.024262 + Penalty 1537.588440 = -50523.435822 nChanged 12 SP:Iteration 12Q (583.692896 sec): 3 clusters Score: Raw -52067.050475 + Penalty 1537.588440 = -50529.462035 nChanged 7 SP:Iteration 13Q (583.786365 sec): 3 clusters Score: Raw -52070.011598 + Penalty 1537.588440 = -50532.423158 nChanged 5 SP:Iteration 14Q (583.880674 sec): 3 clusters Score: Raw -52073.691717 + Penalty 1537.588440 = -50536.103278 nChanged 5 SP:Iteration 15Q (583.958237 sec): 3 clusters Score: Raw -52076.739651 + Penalty 1537.588440 = -50539.151211 nChanged 3 SP:Iteration 16Q (584.035400 sec): 3 clusters Score: Raw -52079.476215 + Penalty 1537.588440 = -50541.887775 nChanged 1 SP:Iteration 17Q (584.120628 sec): 3 clusters Score: Raw -52079.575340 + Penalty 1537.588440 = -50541.986900 nChanged 0 SP:Iteration 18F (584.234900 sec): 3 clusters Score: Raw -52079.575340 + Penalty 1537.588440 = -50541.986900 nChanged 0 Trying to split cluster 4 (3674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (584.330422 sec): 2 clusters Score: Raw -166040.555547 + Penalty 861.948808 = -165178.606739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (584.468712 sec): 3 clusters Score: Raw -164151.120892 + Penalty 1723.897616 = -162427.223276 nChanged 1549 SP:Iteration 1F (584.575166 sec): 3 clusters Score: Raw -165393.158438 + Penalty 1723.897616 = -163669.260822 nChanged 405 SP:Iteration 2F (584.676392 sec): 3 clusters Score: Raw -165916.142156 + Penalty 1723.897616 = -164192.244540 nChanged 355 SP:Iteration 3F (584.778804 sec): 3 clusters Score: Raw -166374.472228 + Penalty 1723.897616 = -164650.574612 nChanged 293 SP:Iteration 4F (584.914806 sec): 3 clusters Score: Raw -166718.093711 + Penalty 1723.897616 = -164994.196095 nChanged 206 SP:Iteration 5F (585.009616 sec): 3 clusters Score: Raw -166905.924831 + Penalty 1723.897616 = -165182.027215 nChanged 122 SP:Iteration 6Q (585.136740 sec): 3 clusters Score: Raw -166972.570356 + Penalty 1723.897616 = -165248.672741 nChanged 76 SP:Iteration 7Q (585.239404 sec): 3 clusters Score: Raw -167002.785818 + Penalty 1723.897616 = -165278.888202 nChanged 57 SP:Iteration 8Q (585.339098 sec): 3 clusters Score: Raw -167027.036914 + Penalty 1723.897616 = -165303.139298 nChanged 52 SP:Iteration 9Q (585.454992 sec): 3 clusters Score: Raw -167045.881346 + Penalty 1723.897616 = -165321.983730 nChanged 35 SP:Iteration 10Q (585.545192 sec): 3 clusters Score: Raw -167055.131052 + Penalty 1723.897616 = -165331.233436 nChanged 16 SP:Iteration 11Q (585.633872 sec): 3 clusters Score: Raw -167059.050534 + Penalty 1723.897616 = -165335.152918 nChanged 12 SP:Iteration 12Q (585.747818 sec): 3 clusters Score: Raw -167060.901810 + Penalty 1723.897616 = -165337.004195 nChanged 7 SP:Iteration 13Q (585.844707 sec): 3 clusters Score: Raw -167061.902196 + Penalty 1723.897616 = -165338.004580 nChanged 1 SP:Iteration 14Q (585.936991 sec): 3 clusters Score: Raw -167061.960240 + Penalty 1723.897616 = -165338.062624 nChanged 0 SP:Iteration 15F (586.043814 sec): 3 clusters Score: Raw -167061.960240 + Penalty 1723.897616 = -165338.062624 nChanged 0 Score: Raw -2005540.591491 + Penalty 16729.896126 = -1988810.695366 Splitting cluster 4 changes total score from -1987539.812721 to -1988810.695366 So it's getting split into cluster 15. Trying to split cluster 5 (13250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (587.381798 sec): 2 clusters Score: Raw -743161.414278 + Penalty 996.634047 = -742164.780231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (587.566133 sec): 3 clusters Score: Raw -735159.219316 + Penalty 1993.268095 = -733165.951221 nChanged 6056 SP:Iteration 1F (587.707162 sec): 3 clusters Score: Raw -738993.796894 + Penalty 1993.268095 = -737000.528799 nChanged 956 SP:Iteration 2F (587.838157 sec): 3 clusters Score: Raw -739578.166177 + Penalty 1993.268095 = -737584.898082 nChanged 900 SP:Iteration 3F (587.966069 sec): 3 clusters Score: Raw -740146.139506 + Penalty 1993.268095 = -738152.871411 nChanged 785 SP:Iteration 4F (588.109789 sec): 3 clusters Score: Raw -740651.955649 + Penalty 1993.268095 = -738658.687554 nChanged 711 SP:Iteration 5F (588.261968 sec): 3 clusters Score: Raw -741071.201824 + Penalty 1993.268095 = -739077.933729 nChanged 576 SP:Iteration 6Q (588.405280 sec): 3 clusters Score: Raw -741378.519755 + Penalty 1993.268095 = -739385.251661 nChanged 481 SP:Iteration 7Q (588.549317 sec): 3 clusters Score: Raw -741608.336087 + Penalty 1993.268095 = -739615.067993 nChanged 392 SP:Iteration 8Q (588.691737 sec): 3 clusters Score: Raw -741778.496703 + Penalty 1993.268095 = -739785.228608 nChanged 316 SP:Iteration 9Q (588.836795 sec): 3 clusters Score: Raw -741907.211223 + Penalty 1993.268095 = -739913.943129 nChanged 275 SP:Iteration 10Q (588.994760 sec): 3 clusters Score: Raw -742027.602916 + Penalty 1993.268095 = -740034.334821 nChanged 271 SP:Iteration 11Q (589.141863 sec): 3 clusters Score: Raw -742147.175425 + Penalty 1993.268095 = -740153.907330 nChanged 262 SP:Iteration 12Q (589.266396 sec): 3 clusters Score: Raw -742288.393153 + Penalty 1993.268095 = -740295.125059 nChanged 281 SP:Iteration 13Q (589.401847 sec): 3 clusters Score: Raw -742461.253423 + Penalty 1993.268095 = -740467.985329 nChanged 283 SP:Iteration 14Q (589.540497 sec): 3 clusters Score: Raw -742656.254414 + Penalty 1993.268095 = -740662.986319 nChanged 272 SP:Iteration 15Q (589.643546 sec): 3 clusters Score: Raw -742813.128618 + Penalty 1993.268095 = -740819.860523 nChanged 245 SP:Iteration 16Q (589.797996 sec): 3 clusters Score: Raw -742946.929971 + Penalty 1993.268095 = -740953.661876 nChanged 264 SP:Iteration 17Q (589.917213 sec): 3 clusters Score: Raw -743084.318842 + Penalty 1993.268095 = -741091.050747 nChanged 247 SP:Iteration 18Q (590.027895 sec): 3 clusters Score: Raw -743217.777084 + Penalty 1993.268095 = -741224.508990 nChanged 255 SP:Iteration 19Q (590.128044 sec): 3 clusters Score: Raw -743362.497710 + Penalty 1993.268095 = -741369.229616 nChanged 241 SP:Iteration 20F (590.240185 sec): 3 clusters Score: Raw -743493.342927 + Penalty 1993.268095 = -741500.074833 nChanged 246 SP:Iteration 21Q (590.370801 sec): 3 clusters Score: Raw -743629.559296 + Penalty 1993.268095 = -741636.291202 nChanged 238 SP:Iteration 22Q (590.475015 sec): 3 clusters Score: Raw -743761.706851 + Penalty 1993.268095 = -741768.438756 nChanged 243 SP:Iteration 23Q (590.583191 sec): 3 clusters Score: Raw -743909.216241 + Penalty 1993.268095 = -741915.948146 nChanged 243 SP:Iteration 24Q (590.684372 sec): 3 clusters Score: Raw -744042.174353 + Penalty 1993.268095 = -742048.906258 nChanged 197 SP:Iteration 25Q (590.793191 sec): 3 clusters Score: Raw -744129.419567 + Penalty 1993.268095 = -742136.151473 nChanged 146 SP:Iteration 26Q (590.903836 sec): 3 clusters Score: Raw -744183.538372 + Penalty 1993.268095 = -742190.270278 nChanged 106 SP:Iteration 27Q (591.030605 sec): 3 clusters Score: Raw -744216.827941 + Penalty 1993.268095 = -742223.559846 nChanged 86 SP:Iteration 28Q (591.126241 sec): 3 clusters Score: Raw -744236.150832 + Penalty 1993.268095 = -742242.882737 nChanged 57 SP:Iteration 29Q (591.253817 sec): 3 clusters Score: Raw -744245.033111 + Penalty 1993.268095 = -742251.765016 nChanged 45 SP:Iteration 30Q (591.366990 sec): 3 clusters Score: Raw -744250.837317 + Penalty 1993.268095 = -742257.569223 nChanged 26 SP:Iteration 31Q (591.494589 sec): 3 clusters Score: Raw -744253.322941 + Penalty 1993.268095 = -742260.054846 nChanged 21 SP:Iteration 32Q (591.586019 sec): 3 clusters Score: Raw -744255.631283 + Penalty 1993.268095 = -742262.363188 nChanged 17 SP:Iteration 33Q (591.736452 sec): 3 clusters Score: Raw -744256.995487 + Penalty 1993.268095 = -742263.727393 nChanged 12 SP:Iteration 34Q (591.819271 sec): 3 clusters Score: Raw -744257.902992 + Penalty 1993.268095 = -742264.634898 nChanged 6 SP:Iteration 35Q (591.949195 sec): 3 clusters Score: Raw -744258.216812 + Penalty 1993.268095 = -742264.948718 nChanged 4 SP:Iteration 36Q (592.044050 sec): 3 clusters Score: Raw -744258.501065 + Penalty 1993.268095 = -742265.232970 nChanged 8 SP:Iteration 37Q (592.153966 sec): 3 clusters Score: Raw -744258.925969 + Penalty 1993.268095 = -742265.657874 nChanged 3 SP:Iteration 38Q (592.258351 sec): 3 clusters Score: Raw -744259.035326 + Penalty 1993.268095 = -742265.767231 nChanged 3 SP:Iteration 39Q (592.365099 sec): 3 clusters Score: Raw -744259.142310 + Penalty 1993.268095 = -742265.874216 nChanged 2 SP:Iteration 40F (592.473781 sec): 3 clusters Score: Raw -744259.210126 + Penalty 1993.268095 = -742265.942031 nChanged 1 SP:Iteration 41Q (592.582664 sec): 3 clusters Score: Raw -744259.263272 + Penalty 1993.268095 = -742265.995177 nChanged 1 SP:Iteration 42Q (592.712425 sec): 3 clusters Score: Raw -744259.285711 + Penalty 1993.268095 = -742266.017617 nChanged 1 SP:Iteration 43Q (592.809664 sec): 3 clusters Score: Raw -744259.314031 + Penalty 1993.268095 = -742266.045937 nChanged 1 SP:Iteration 44Q (592.918995 sec): 3 clusters Score: Raw -744259.352062 + Penalty 1993.268095 = -742266.083967 nChanged 1 SP:Iteration 45Q (593.025201 sec): 3 clusters Score: Raw -744259.397648 + Penalty 1993.268095 = -742266.129554 nChanged 2 SP:Iteration 46Q (593.141208 sec): 3 clusters Score: Raw -744259.474964 + Penalty 1993.268095 = -742266.206869 nChanged 3 SP:Iteration 47Q (593.238245 sec): 3 clusters Score: Raw -744259.609062 + Penalty 1993.268095 = -742266.340967 nChanged 3 SP:Iteration 48Q (593.337829 sec): 3 clusters Score: Raw -744259.837777 + Penalty 1993.268095 = -742266.569683 nChanged 5 SP:Iteration 49Q (593.453428 sec): 3 clusters Score: Raw -744260.027992 + Penalty 1993.268095 = -742266.759897 nChanged 3 SP:Iteration 50Q (593.558034 sec): 3 clusters Score: Raw -744260.157169 + Penalty 1993.268095 = -742266.889075 nChanged 1 SP:Iteration 51Q (593.645035 sec): 3 clusters Score: Raw -744260.195991 + Penalty 1993.268095 = -742266.927896 nChanged 1 SP:Iteration 52Q (593.743657 sec): 3 clusters Score: Raw -744260.238808 + Penalty 1993.268095 = -742266.970713 nChanged 0 SP:Iteration 53F (593.837013 sec): 3 clusters Score: Raw -744260.238808 + Penalty 1993.268095 = -742266.970713 nChanged 0 Score: Raw -2006639.416021 + Penalty 17845.222534 = -1988794.193487 Splitting cluster 5 changes total score from -1987539.812721 to -1988794.193487 So it's getting split into cluster 16. Trying to split cluster 6 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (594.958532 sec): 2 clusters Score: Raw -27080.823810 + Penalty 672.895523 = -26407.928287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.045257 sec): 3 clusters Score: Raw -26896.770792 + Penalty 1345.791046 = -25550.979745 nChanged 181 SP:Iteration 1F (595.101891 sec): 3 clusters Score: Raw -27060.535560 + Penalty 1345.791046 = -25714.744514 nChanged 44 SP:Iteration 2F (595.180367 sec): 3 clusters Score: Raw -27113.821887 + Penalty 1345.791046 = -25768.030841 nChanged 26 SP:Iteration 3Q (595.282377 sec): 3 clusters Score: Raw -27151.539373 + Penalty 1345.791046 = -25805.748327 nChanged 15 SP:Iteration 4Q (595.340347 sec): 3 clusters Score: Raw -27177.658690 + Penalty 1345.791046 = -25831.867644 nChanged 18 SP:Iteration 5Q (595.421684 sec): 3 clusters Score: Raw -27210.558592 + Penalty 1345.791046 = -25864.767546 nChanged 19 SP:Iteration 6Q (595.495309 sec): 3 clusters Score: Raw -27239.129978 + Penalty 1345.791046 = -25893.338932 nChanged 16 SP:Iteration 7Q (595.575468 sec): 3 clusters Score: Raw -27262.252062 + Penalty 1345.791046 = -25916.461015 nChanged 10 SP:Iteration 8Q (595.667870 sec): 3 clusters Score: Raw -27274.731788 + Penalty 1345.791046 = -25928.940742 nChanged 10 SP:Iteration 9Q (595.754316 sec): 3 clusters Score: Raw -27288.924863 + Penalty 1345.791046 = -25943.133817 nChanged 6 SP:Iteration 10Q (595.814114 sec): 3 clusters Score: Raw -27294.920309 + Penalty 1345.791046 = -25949.129263 nChanged 3 SP:Iteration 11Q (595.866855 sec): 3 clusters Score: Raw -27296.722747 + Penalty 1345.791046 = -25950.931700 nChanged 2 SP:Iteration 12Q (595.963604 sec): 3 clusters Score: Raw -27297.538031 + Penalty 1345.791046 = -25951.746985 nChanged 3 SP:Iteration 13Q (596.034705 sec): 3 clusters Score: Raw -27299.424619 + Penalty 1345.791046 = -25953.633573 nChanged 1 SP:Iteration 14Q (596.113818 sec): 3 clusters Score: Raw -27299.776283 + Penalty 1345.791046 = -25953.985237 nChanged 1 SP:Iteration 15Q (596.183519 sec): 3 clusters Score: Raw -27300.033557 + Penalty 1345.791046 = -25954.242511 nChanged 0 SP:Iteration 16F (596.268789 sec): 3 clusters Score: Raw -27300.033557 + Penalty 1345.791046 = -25954.242511 nChanged 0 Trying to split cluster 7 (1573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (596.314004 sec): 2 clusters Score: Raw -73678.987008 + Penalty 772.877690 = -72906.109318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (596.389435 sec): 3 clusters Score: Raw -72993.131699 + Penalty 1545.755380 = -71447.376319 nChanged 564 SP:Iteration 1F (596.459463 sec): 3 clusters Score: Raw -73397.204761 + Penalty 1545.755380 = -71851.449381 nChanged 132 SP:Iteration 2F (596.522965 sec): 3 clusters Score: Raw -73543.236332 + Penalty 1545.755380 = -71997.480952 nChanged 93 SP:Iteration 3F (596.620846 sec): 3 clusters Score: Raw -73649.731762 + Penalty 1545.755380 = -72103.976383 nChanged 65 SP:Iteration 4Q (596.693449 sec): 3 clusters Score: Raw -73705.697985 + Penalty 1545.755380 = -72159.942606 nChanged 48 SP:Iteration 5Q (596.770651 sec): 3 clusters Score: Raw -73760.878682 + Penalty 1545.755380 = -72215.123302 nChanged 53 SP:Iteration 6Q (596.834824 sec): 3 clusters Score: Raw -73816.267067 + Penalty 1545.755380 = -72270.511688 nChanged 53 SP:Iteration 7Q (596.939492 sec): 3 clusters Score: Raw -73856.892568 + Penalty 1545.755380 = -72311.137188 nChanged 43 SP:Iteration 8Q (597.022554 sec): 3 clusters Score: Raw -73889.676973 + Penalty 1545.755380 = -72343.921594 nChanged 30 SP:Iteration 9Q (597.092485 sec): 3 clusters Score: Raw -73906.601939 + Penalty 1545.755380 = -72360.846559 nChanged 24 SP:Iteration 10Q (597.115712 sec): 3 clusters Score: Raw -73920.582629 + Penalty 1545.755380 = -72374.827249 nChanged 15 SP:Iteration 11Q (597.128733 sec): 3 clusters Score: Raw -73931.601728 + Penalty 1545.755380 = -72385.846348 nChanged 21 SP:Iteration 12Q (597.197024 sec): 3 clusters Score: Raw -73943.697137 + Penalty 1545.755380 = -72397.941757 nChanged 17 SP:Iteration 13Q (597.248567 sec): 3 clusters Score: Raw -73954.238836 + Penalty 1545.755380 = -72408.483456 nChanged 14 SP:Iteration 14Q (597.310834 sec): 3 clusters Score: Raw -73963.011787 + Penalty 1545.755380 = -72417.256408 nChanged 12 SP:Iteration 15Q (597.325410 sec): 3 clusters Score: Raw -73969.406952 + Penalty 1545.755380 = -72423.651572 nChanged 16 SP:Iteration 16Q (597.338409 sec): 3 clusters Score: Raw -73977.480281 + Penalty 1545.755380 = -72431.724901 nChanged 18 SP:Iteration 17Q (597.351280 sec): 3 clusters Score: Raw -73987.361702 + Penalty 1545.755380 = -72441.606322 nChanged 10 SP:Iteration 18Q (597.364242 sec): 3 clusters Score: Raw -73992.200584 + Penalty 1545.755380 = -72446.445204 nChanged 8 SP:Iteration 19Q (597.378071 sec): 3 clusters Score: Raw -73996.194037 + Penalty 1545.755380 = -72450.438657 nChanged 4 SP:Iteration 20F (597.391230 sec): 3 clusters Score: Raw -73999.810415 + Penalty 1545.755380 = -72454.055035 nChanged 8 SP:Iteration 21Q (597.404160 sec): 3 clusters Score: Raw -74006.183289 + Penalty 1545.755380 = -72460.427910 nChanged 8 SP:Iteration 22Q (597.417119 sec): 3 clusters Score: Raw -74012.996156 + Penalty 1545.755380 = -72467.240776 nChanged 10 SP:Iteration 23Q (597.430060 sec): 3 clusters Score: Raw -74021.213053 + Penalty 1545.755380 = -72475.457673 nChanged 12 SP:Iteration 24Q (597.498812 sec): 3 clusters Score: Raw -74028.538452 + Penalty 1545.755380 = -72482.783073 nChanged 8 SP:Iteration 25Q (597.564531 sec): 3 clusters Score: Raw -74039.205790 + Penalty 1545.755380 = -72493.450410 nChanged 13 SP:Iteration 26Q (597.637267 sec): 3 clusters Score: Raw -74053.026642 + Penalty 1545.755380 = -72507.271262 nChanged 16 SP:Iteration 27Q (597.703906 sec): 3 clusters Score: Raw -74061.210643 + Penalty 1545.755380 = -72515.455263 nChanged 6 SP:Iteration 28Q (597.788855 sec): 3 clusters Score: Raw -74067.065020 + Penalty 1545.755380 = -72521.309640 nChanged 8 SP:Iteration 29Q (597.869951 sec): 3 clusters Score: Raw -74073.292530 + Penalty 1545.755380 = -72527.537151 nChanged 5 SP:Iteration 30Q (597.958631 sec): 3 clusters Score: Raw -74077.446757 + Penalty 1545.755380 = -72531.691377 nChanged 5 SP:Iteration 31Q (598.031956 sec): 3 clusters Score: Raw -74080.317501 + Penalty 1545.755380 = -72534.562121 nChanged 3 SP:Iteration 32Q (598.116055 sec): 3 clusters Score: Raw -74081.698375 + Penalty 1545.755380 = -72535.942996 nChanged 3 SP:Iteration 33Q (598.199031 sec): 3 clusters Score: Raw -74084.135661 + Penalty 1545.755380 = -72538.380281 nChanged 3 SP:Iteration 34Q (598.277536 sec): 3 clusters Score: Raw -74086.751475 + Penalty 1545.755380 = -72540.996096 nChanged 5 SP:Iteration 35Q (598.374600 sec): 3 clusters Score: Raw -74089.198784 + Penalty 1545.755380 = -72543.443404 nChanged 3 SP:Iteration 36Q (598.455048 sec): 3 clusters Score: Raw -74090.952765 + Penalty 1545.755380 = -72545.197386 nChanged 2 SP:Iteration 37Q (598.518646 sec): 3 clusters Score: Raw -74091.894007 + Penalty 1545.755380 = -72546.138628 nChanged 2 SP:Iteration 38Q (598.605768 sec): 3 clusters Score: Raw -74094.041327 + Penalty 1545.755380 = -72548.285947 nChanged 4 SP:Iteration 39Q (598.680196 sec): 3 clusters Score: Raw -74095.780958 + Penalty 1545.755380 = -72550.025579 nChanged 6 SP:Iteration 40F (598.757516 sec): 3 clusters Score: Raw -74098.099951 + Penalty 1545.755380 = -72552.344571 nChanged 3 SP:Iteration 41Q (598.843907 sec): 3 clusters Score: Raw -74098.748132 + Penalty 1545.755380 = -72552.992752 nChanged 2 SP:Iteration 42Q (598.923052 sec): 3 clusters Score: Raw -74099.098497 + Penalty 1545.755380 = -72553.343118 nChanged 2 SP:Iteration 43Q (599.009503 sec): 3 clusters Score: Raw -74099.542361 + Penalty 1545.755380 = -72553.786981 nChanged 3 SP:Iteration 44Q (599.106746 sec): 3 clusters Score: Raw -74101.603120 + Penalty 1545.755380 = -72555.847740 nChanged 4 SP:Iteration 45Q (599.180664 sec): 3 clusters Score: Raw -74104.050059 + Penalty 1545.755380 = -72558.294679 nChanged 2 SP:Iteration 46Q (599.256293 sec): 3 clusters Score: Raw -74105.438378 + Penalty 1545.755380 = -72559.682999 nChanged 3 SP:Iteration 47Q (599.348070 sec): 3 clusters Score: Raw -74107.416414 + Penalty 1545.755380 = -72561.661035 nChanged 3 SP:Iteration 48Q (599.432004 sec): 3 clusters Score: Raw -74108.536911 + Penalty 1545.755380 = -72562.781531 nChanged 2 SP:Iteration 49Q (599.517634 sec): 3 clusters Score: Raw -74109.047385 + Penalty 1545.755380 = -72563.292005 nChanged 1 SP:Iteration 50Q (599.595035 sec): 3 clusters Score: Raw -74109.349668 + Penalty 1545.755380 = -72563.594288 nChanged 0 SP:Iteration 51F (599.681758 sec): 3 clusters Score: Raw -74109.349668 + Penalty 1545.755380 = -72563.594288 nChanged 0 Trying to split cluster 8 (4321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (599.727143 sec): 2 clusters Score: Raw -227458.913496 + Penalty 878.980424 = -226579.933072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (599.795950 sec): 3 clusters Score: Raw -225145.574653 + Penalty 1757.960849 = -223387.613805 nChanged 1806 SP:Iteration 1F (599.883948 sec): 3 clusters Score: Raw -226189.717856 + Penalty 1757.960849 = -224431.757008 nChanged 311 SP:Iteration 2F (599.958712 sec): 3 clusters Score: Raw -226378.327830 + Penalty 1757.960849 = -224620.366982 nChanged 262 SP:Iteration 3F (600.055875 sec): 3 clusters Score: Raw -226519.087074 + Penalty 1757.960849 = -224761.126225 nChanged 197 SP:Iteration 4Q (600.141293 sec): 3 clusters Score: Raw -226627.101650 + Penalty 1757.960849 = -224869.140801 nChanged 184 SP:Iteration 5Q (600.212166 sec): 3 clusters Score: Raw -226743.317016 + Penalty 1757.960849 = -224985.356167 nChanged 194 SP:Iteration 6Q (600.301462 sec): 3 clusters Score: Raw -226881.017734 + Penalty 1757.960849 = -225123.056885 nChanged 197 SP:Iteration 7Q (600.380376 sec): 3 clusters Score: Raw -227012.535324 + Penalty 1757.960849 = -225254.574475 nChanged 207 SP:Iteration 8Q (600.486644 sec): 3 clusters Score: Raw -227160.400567 + Penalty 1757.960849 = -225402.439718 nChanged 183 SP:Iteration 9Q (600.579841 sec): 3 clusters Score: Raw -227294.587798 + Penalty 1757.960849 = -225536.626949 nChanged 174 SP:Iteration 10Q (600.654057 sec): 3 clusters Score: Raw -227417.219404 + Penalty 1757.960849 = -225659.258556 nChanged 130 SP:Iteration 11Q (600.739312 sec): 3 clusters Score: Raw -227484.344681 + Penalty 1757.960849 = -225726.383833 nChanged 96 SP:Iteration 12Q (600.827690 sec): 3 clusters Score: Raw -227530.674792 + Penalty 1757.960849 = -225772.713943 nChanged 86 SP:Iteration 13Q (600.914121 sec): 3 clusters Score: Raw -227574.255004 + Penalty 1757.960849 = -225816.294156 nChanged 83 SP:Iteration 14Q (601.000376 sec): 3 clusters Score: Raw -227617.231832 + Penalty 1757.960849 = -225859.270984 nChanged 88 SP:Iteration 15Q (601.083209 sec): 3 clusters Score: Raw -227657.290354 + Penalty 1757.960849 = -225899.329506 nChanged 81 SP:Iteration 16Q (601.162599 sec): 3 clusters Score: Raw -227698.005951 + Penalty 1757.960849 = -225940.045103 nChanged 76 SP:Iteration 17Q (601.263842 sec): 3 clusters Score: Raw -227737.358253 + Penalty 1757.960849 = -225979.397405 nChanged 73 SP:Iteration 18Q (601.341648 sec): 3 clusters Score: Raw -227771.503811 + Penalty 1757.960849 = -226013.542962 nChanged 51 SP:Iteration 19Q (601.418467 sec): 3 clusters Score: Raw -227791.112618 + Penalty 1757.960849 = -226033.151769 nChanged 46 SP:Iteration 20F (601.510165 sec): 3 clusters Score: Raw -227812.695630 + Penalty 1757.960849 = -226054.734781 nChanged 43 SP:Iteration 21Q (601.573888 sec): 3 clusters Score: Raw -227831.349879 + Penalty 1757.960849 = -226073.389030 nChanged 37 SP:Iteration 22Q (601.603954 sec): 3 clusters Score: Raw -227852.083483 + Penalty 1757.960849 = -226094.122634 nChanged 39 SP:Iteration 23Q (601.688307 sec): 3 clusters Score: Raw -227867.576176 + Penalty 1757.960849 = -226109.615328 nChanged 35 SP:Iteration 24Q (601.744704 sec): 3 clusters Score: Raw -227877.560681 + Penalty 1757.960849 = -226119.599833 nChanged 22 SP:Iteration 25Q (601.841812 sec): 3 clusters Score: Raw -227882.280829 + Penalty 1757.960849 = -226124.319980 nChanged 18 SP:Iteration 26Q (601.914760 sec): 3 clusters Score: Raw -227887.702094 + Penalty 1757.960849 = -226129.741245 nChanged 13 SP:Iteration 27Q (602.010297 sec): 3 clusters Score: Raw -227891.440932 + Penalty 1757.960849 = -226133.480084 nChanged 12 SP:Iteration 28Q (602.084066 sec): 3 clusters Score: Raw -227895.134506 + Penalty 1757.960849 = -226137.173658 nChanged 13 SP:Iteration 29Q (602.141725 sec): 3 clusters Score: Raw -227898.377207 + Penalty 1757.960849 = -226140.416359 nChanged 9 SP:Iteration 30Q (602.233024 sec): 3 clusters Score: Raw -227900.958709 + Penalty 1757.960849 = -226142.997861 nChanged 11 SP:Iteration 31Q (602.325869 sec): 3 clusters Score: Raw -227903.820853 + Penalty 1757.960849 = -226145.860004 nChanged 10 SP:Iteration 32Q (602.397009 sec): 3 clusters Score: Raw -227905.588006 + Penalty 1757.960849 = -226147.627158 nChanged 7 SP:Iteration 33Q (602.472329 sec): 3 clusters Score: Raw -227906.875172 + Penalty 1757.960849 = -226148.914324 nChanged 4 SP:Iteration 34Q (602.546113 sec): 3 clusters Score: Raw -227907.511108 + Penalty 1757.960849 = -226149.550260 nChanged 6 SP:Iteration 35Q (602.658430 sec): 3 clusters Score: Raw -227908.608397 + Penalty 1757.960849 = -226150.647548 nChanged 4 SP:Iteration 36Q (602.732066 sec): 3 clusters Score: Raw -227909.201473 + Penalty 1757.960849 = -226151.240625 nChanged 1 SP:Iteration 37Q (602.817908 sec): 3 clusters Score: Raw -227909.281013 + Penalty 1757.960849 = -226151.320165 nChanged 0 SP:Iteration 38F (602.896147 sec): 3 clusters Score: Raw -227909.281013 + Penalty 1757.960849 = -226151.320165 nChanged 0 Trying to split cluster 9 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (602.955943 sec): 2 clusters Score: Raw -14644.261482 + Penalty 637.184687 = -14007.076795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (603.006835 sec): 3 clusters Score: Raw -14662.356885 + Penalty 1274.369374 = -13387.987512 nChanged 128 SP:Iteration 1F (603.083627 sec): 3 clusters Score: Raw -14972.256467 + Penalty 1274.369374 = -13697.887094 nChanged 45 SP:Iteration 2F (603.156095 sec): 3 clusters Score: Raw -15126.157427 + Penalty 1274.369374 = -13851.788053 nChanged 15 SP:Iteration 3Q (603.220283 sec): 3 clusters Score: Raw -15176.548895 + Penalty 1274.369374 = -13902.179522 nChanged 10 SP:Iteration 4Q (603.291864 sec): 3 clusters Score: Raw -15202.365809 + Penalty 1274.369374 = -13927.996435 nChanged 9 SP:Iteration 5Q (603.370057 sec): 3 clusters Score: Raw -15221.696624 + Penalty 1274.369374 = -13947.327251 nChanged 3 SP:Iteration 6Q (603.464193 sec): 3 clusters Score: Raw -15227.244713 + Penalty 1274.369374 = -13952.875339 nChanged 1 SP:Iteration 7Q (603.566179 sec): 3 clusters Score: Raw -15228.205157 + Penalty 1274.369374 = -13953.835784 nChanged 1 SP:Iteration 8Q (603.627886 sec): 3 clusters Score: Raw -15229.227317 + Penalty 1274.369374 = -13954.857943 nChanged 0 SP:Iteration 9F (603.712268 sec): 3 clusters Score: Raw -15229.227317 + Penalty 1274.369374 = -13954.857943 nChanged 0 Trying to split cluster 10 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (603.774046 sec): 2 clusters Score: Raw -66931.495772 + Penalty 771.195501 = -66160.300272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (603.849932 sec): 3 clusters Score: Raw -66261.245057 + Penalty 1542.391001 = -64718.854056 nChanged 556 SP:Iteration 1F (603.925367 sec): 3 clusters Score: Raw -66676.419114 + Penalty 1542.391001 = -65134.028112 nChanged 122 SP:Iteration 2F (604.016958 sec): 3 clusters Score: Raw -66759.788489 + Penalty 1542.391001 = -65217.397488 nChanged 81 SP:Iteration 3F (604.078787 sec): 3 clusters Score: Raw -66824.828171 + Penalty 1542.391001 = -65282.437169 nChanged 73 SP:Iteration 4Q (604.161013 sec): 3 clusters Score: Raw -66866.672501 + Penalty 1542.391001 = -65324.281500 nChanged 46 SP:Iteration 5Q (604.242504 sec): 3 clusters Score: Raw -66890.540011 + Penalty 1542.391001 = -65348.149010 nChanged 36 SP:Iteration 6Q (604.325733 sec): 3 clusters Score: Raw -66906.396134 + Penalty 1542.391001 = -65364.005132 nChanged 26 SP:Iteration 7Q (604.397995 sec): 3 clusters Score: Raw -66918.750269 + Penalty 1542.391001 = -65376.359268 nChanged 17 SP:Iteration 8Q (604.483284 sec): 3 clusters Score: Raw -66926.564221 + Penalty 1542.391001 = -65384.173220 nChanged 15 SP:Iteration 9Q (604.575733 sec): 3 clusters Score: Raw -66934.352876 + Penalty 1542.391001 = -65391.961874 nChanged 15 SP:Iteration 10Q (604.659452 sec): 3 clusters Score: Raw -66944.960384 + Penalty 1542.391001 = -65402.569382 nChanged 18 SP:Iteration 11Q (604.734206 sec): 3 clusters Score: Raw -66958.285918 + Penalty 1542.391001 = -65415.894916 nChanged 11 SP:Iteration 12Q (604.818034 sec): 3 clusters Score: Raw -66961.332196 + Penalty 1542.391001 = -65418.941195 nChanged 1 SP:Iteration 13Q (604.906640 sec): 3 clusters Score: Raw -66961.615305 + Penalty 1542.391001 = -65419.224304 nChanged 4 SP:Iteration 14Q (604.992635 sec): 3 clusters Score: Raw -66962.596384 + Penalty 1542.391001 = -65420.205382 nChanged 2 SP:Iteration 15Q (605.100028 sec): 3 clusters Score: Raw -66963.386568 + Penalty 1542.391001 = -65420.995567 nChanged 1 SP:Iteration 16Q (605.189221 sec): 3 clusters Score: Raw -66963.574089 + Penalty 1542.391001 = -65421.183088 nChanged 1 SP:Iteration 17Q (605.248848 sec): 3 clusters Score: Raw -66963.759030 + Penalty 1542.391001 = -65421.368029 nChanged 2 SP:Iteration 18Q (605.329010 sec): 3 clusters Score: Raw -66963.975136 + Penalty 1542.391001 = -65421.584135 nChanged 0 SP:Iteration 19F (605.422569 sec): 3 clusters Score: Raw -66963.975136 + Penalty 1542.391001 = -65421.584135 nChanged 0 Trying to split cluster 11 (3549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.466757 sec): 2 clusters Score: Raw -194532.299387 + Penalty 858.314221 = -193673.985166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.558464 sec): 3 clusters Score: Raw -192627.324462 + Penalty 1716.628442 = -190910.696020 nChanged 1508 SP:Iteration 1F (605.671723 sec): 3 clusters Score: Raw -193625.820249 + Penalty 1716.628442 = -191909.191807 nChanged 325 SP:Iteration 2F (605.751442 sec): 3 clusters Score: Raw -193894.369256 + Penalty 1716.628442 = -192177.740814 nChanged 284 SP:Iteration 3F (605.836586 sec): 3 clusters Score: Raw -194156.648716 + Penalty 1716.628442 = -192440.020274 nChanged 251 SP:Iteration 4F (605.908663 sec): 3 clusters Score: Raw -194402.275161 + Penalty 1716.628442 = -192685.646719 nChanged 227 SP:Iteration 5F (605.986397 sec): 3 clusters Score: Raw -194631.460178 + Penalty 1716.628442 = -192914.831736 nChanged 200 SP:Iteration 6F (606.069439 sec): 3 clusters Score: Raw -194827.056809 + Penalty 1716.628442 = -193110.428367 nChanged 150 SP:Iteration 7Q (606.152258 sec): 3 clusters Score: Raw -194923.708894 + Penalty 1716.628442 = -193207.080452 nChanged 93 SP:Iteration 8Q (606.228856 sec): 3 clusters Score: Raw -194967.008364 + Penalty 1716.628442 = -193250.379922 nChanged 64 SP:Iteration 9Q (606.319239 sec): 3 clusters Score: Raw -195000.608987 + Penalty 1716.628442 = -193283.980545 nChanged 51 SP:Iteration 10Q (606.410341 sec): 3 clusters Score: Raw -195028.768007 + Penalty 1716.628442 = -193312.139565 nChanged 45 SP:Iteration 11Q (606.492763 sec): 3 clusters Score: Raw -195042.998128 + Penalty 1716.628442 = -193326.369686 nChanged 21 SP:Iteration 12Q (606.588553 sec): 3 clusters Score: Raw -195050.824690 + Penalty 1716.628442 = -193334.196248 nChanged 28 SP:Iteration 13Q (606.673267 sec): 3 clusters Score: Raw -195059.493619 + Penalty 1716.628442 = -193342.865177 nChanged 29 SP:Iteration 14Q (606.763902 sec): 3 clusters Score: Raw -195069.722987 + Penalty 1716.628442 = -193353.094545 nChanged 23 SP:Iteration 15Q (606.834412 sec): 3 clusters Score: Raw -195077.023211 + Penalty 1716.628442 = -193360.394769 nChanged 15 SP:Iteration 16Q (606.912609 sec): 3 clusters Score: Raw -195081.002532 + Penalty 1716.628442 = -193364.374090 nChanged 11 SP:Iteration 17Q (607.012883 sec): 3 clusters Score: Raw -195085.114510 + Penalty 1716.628442 = -193368.486068 nChanged 13 SP:Iteration 18Q (607.075388 sec): 3 clusters Score: Raw -195089.941453 + Penalty 1716.628442 = -193373.313011 nChanged 10 SP:Iteration 19Q (607.155299 sec): 3 clusters Score: Raw -195093.863966 + Penalty 1716.628442 = -193377.235524 nChanged 14 SP:Iteration 20F (607.245016 sec): 3 clusters Score: Raw -195098.079647 + Penalty 1716.628442 = -193381.451205 nChanged 15 SP:Iteration 21Q (607.355732 sec): 3 clusters Score: Raw -195105.219979 + Penalty 1716.628442 = -193388.591537 nChanged 17 SP:Iteration 22Q (607.436717 sec): 3 clusters Score: Raw -195112.829780 + Penalty 1716.628442 = -193396.201338 nChanged 16 SP:Iteration 23Q (607.521723 sec): 3 clusters Score: Raw -195118.787080 + Penalty 1716.628442 = -193402.158638 nChanged 19 SP:Iteration 24Q (607.631656 sec): 3 clusters Score: Raw -195125.032856 + Penalty 1716.628442 = -193408.404414 nChanged 11 SP:Iteration 25Q (607.711567 sec): 3 clusters Score: Raw -195129.473281 + Penalty 1716.628442 = -193412.844839 nChanged 16 SP:Iteration 26Q (607.789992 sec): 3 clusters Score: Raw -195135.999492 + Penalty 1716.628442 = -193419.371049 nChanged 19 SP:Iteration 27Q (607.866729 sec): 3 clusters Score: Raw -195143.054203 + Penalty 1716.628442 = -193426.425761 nChanged 16 SP:Iteration 28Q (607.965111 sec): 3 clusters Score: Raw -195147.003945 + Penalty 1716.628442 = -193430.375503 nChanged 12 SP:Iteration 29Q (608.046093 sec): 3 clusters Score: Raw -195151.401375 + Penalty 1716.628442 = -193434.772933 nChanged 11 SP:Iteration 30Q (608.141201 sec): 3 clusters Score: Raw -195154.255332 + Penalty 1716.628442 = -193437.626890 nChanged 10 SP:Iteration 31Q (608.238310 sec): 3 clusters Score: Raw -195159.017689 + Penalty 1716.628442 = -193442.389247 nChanged 14 SP:Iteration 32Q (608.325482 sec): 3 clusters Score: Raw -195163.303225 + Penalty 1716.628442 = -193446.674783 nChanged 9 SP:Iteration 33Q (608.430587 sec): 3 clusters Score: Raw -195166.560421 + Penalty 1716.628442 = -193449.931979 nChanged 13 SP:Iteration 34Q (608.503432 sec): 3 clusters Score: Raw -195171.365980 + Penalty 1716.628442 = -193454.737538 nChanged 16 SP:Iteration 35Q (608.610475 sec): 3 clusters Score: Raw -195176.556913 + Penalty 1716.628442 = -193459.928471 nChanged 11 SP:Iteration 36Q (608.706453 sec): 3 clusters Score: Raw -195179.456384 + Penalty 1716.628442 = -193462.827942 nChanged 6 SP:Iteration 37Q (608.809952 sec): 3 clusters Score: Raw -195181.255666 + Penalty 1716.628442 = -193464.627224 nChanged 7 SP:Iteration 38Q (608.878988 sec): 3 clusters Score: Raw -195182.515898 + Penalty 1716.628442 = -193465.887456 nChanged 4 SP:Iteration 39Q (608.968223 sec): 3 clusters Score: Raw -195183.289630 + Penalty 1716.628442 = -193466.661188 nChanged 4 SP:Iteration 40F (609.075200 sec): 3 clusters Score: Raw -195183.974429 + Penalty 1716.628442 = -193467.345987 nChanged 4 SP:Iteration 41Q (609.148856 sec): 3 clusters Score: Raw -195185.506864 + Penalty 1716.628442 = -193468.878422 nChanged 7 SP:Iteration 42Q (609.231063 sec): 3 clusters Score: Raw -195188.102200 + Penalty 1716.628442 = -193471.473758 nChanged 8 SP:Iteration 43Q (609.319818 sec): 3 clusters Score: Raw -195190.641897 + Penalty 1716.628442 = -193474.013455 nChanged 7 SP:Iteration 44Q (609.411034 sec): 3 clusters Score: Raw -195192.017471 + Penalty 1716.628442 = -193475.389028 nChanged 6 SP:Iteration 45Q (609.497484 sec): 3 clusters Score: Raw -195193.157946 + Penalty 1716.628442 = -193476.529504 nChanged 4 SP:Iteration 46Q (609.582214 sec): 3 clusters Score: Raw -195194.001286 + Penalty 1716.628442 = -193477.372844 nChanged 4 SP:Iteration 47Q (609.683693 sec): 3 clusters Score: Raw -195195.232188 + Penalty 1716.628442 = -193478.603746 nChanged 3 SP:Iteration 48Q (609.783285 sec): 3 clusters Score: Raw -195195.875873 + Penalty 1716.628442 = -193479.247431 nChanged 2 SP:Iteration 49Q (609.894457 sec): 3 clusters Score: Raw -195196.235778 + Penalty 1716.628442 = -193479.607336 nChanged 3 SP:Iteration 50Q (610.004630 sec): 3 clusters Score: Raw -195196.431073 + Penalty 1716.628442 = -193479.802631 nChanged 1 SP:Iteration 51Q (610.095280 sec): 3 clusters Score: Raw -195196.565675 + Penalty 1716.628442 = -193479.937233 nChanged 0 SP:Iteration 52F (610.188331 sec): 3 clusters Score: Raw -195196.565675 + Penalty 1716.628442 = -193479.937233 nChanged 0 Trying to split cluster 12 (1498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (610.224890 sec): 2 clusters Score: Raw -68155.707523 + Penalty 767.748047 = -67387.959476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (610.304381 sec): 3 clusters Score: Raw -67529.504063 + Penalty 1535.496094 = -65994.007968 nChanged 556 SP:Iteration 1F (610.396474 sec): 3 clusters Score: Raw -67980.689120 + Penalty 1535.496094 = -66445.193026 nChanged 147 SP:Iteration 2F (610.518235 sec): 3 clusters Score: Raw -68091.172522 + Penalty 1535.496094 = -66555.676427 nChanged 83 SP:Iteration 3F (610.612994 sec): 3 clusters Score: Raw -68147.361561 + Penalty 1535.496094 = -66611.865467 nChanged 50 SP:Iteration 4Q (610.689501 sec): 3 clusters Score: Raw -68184.746875 + Penalty 1535.496094 = -66649.250781 nChanged 49 SP:Iteration 5Q (610.793139 sec): 3 clusters Score: Raw -68211.789583 + Penalty 1535.496094 = -66676.293488 nChanged 35 SP:Iteration 6Q (610.903096 sec): 3 clusters Score: Raw -68237.107168 + Penalty 1535.496094 = -66701.611073 nChanged 36 SP:Iteration 7Q (610.984320 sec): 3 clusters Score: Raw -68273.424362 + Penalty 1535.496094 = -66737.928268 nChanged 40 SP:Iteration 8Q (611.072057 sec): 3 clusters Score: Raw -68309.265713 + Penalty 1535.496094 = -66773.769619 nChanged 30 SP:Iteration 9Q (611.159071 sec): 3 clusters Score: Raw -68333.053307 + Penalty 1535.496094 = -66797.557213 nChanged 34 SP:Iteration 10Q (611.251680 sec): 3 clusters Score: Raw -68361.524204 + Penalty 1535.496094 = -66826.028110 nChanged 35 SP:Iteration 11Q (611.332382 sec): 3 clusters Score: Raw -68395.212895 + Penalty 1535.496094 = -66859.716801 nChanged 32 SP:Iteration 12Q (611.422648 sec): 3 clusters Score: Raw -68434.410777 + Penalty 1535.496094 = -66898.914682 nChanged 30 SP:Iteration 13Q (611.509999 sec): 3 clusters Score: Raw -68468.664443 + Penalty 1535.496094 = -66933.168349 nChanged 26 SP:Iteration 14Q (611.580603 sec): 3 clusters Score: Raw -68487.049582 + Penalty 1535.496094 = -66951.553488 nChanged 21 SP:Iteration 15Q (611.653435 sec): 3 clusters Score: Raw -68503.419616 + Penalty 1535.496094 = -66967.923521 nChanged 15 SP:Iteration 16Q (611.733594 sec): 3 clusters Score: Raw -68515.239783 + Penalty 1535.496094 = -66979.743688 nChanged 12 SP:Iteration 17Q (611.813726 sec): 3 clusters Score: Raw -68523.282236 + Penalty 1535.496094 = -66987.786141 nChanged 10 SP:Iteration 18Q (611.919505 sec): 3 clusters Score: Raw -68531.604255 + Penalty 1535.496094 = -66996.108161 nChanged 15 SP:Iteration 19Q (612.017430 sec): 3 clusters Score: Raw -68543.484500 + Penalty 1535.496094 = -67007.988405 nChanged 18 SP:Iteration 20F (612.092274 sec): 3 clusters Score: Raw -68554.513811 + Penalty 1535.496094 = -67019.017716 nChanged 16 SP:Iteration 21Q (612.164833 sec): 3 clusters Score: Raw -68565.329144 + Penalty 1535.496094 = -67029.833050 nChanged 18 SP:Iteration 22Q (612.253808 sec): 3 clusters Score: Raw -68576.744647 + Penalty 1535.496094 = -67041.248552 nChanged 12 SP:Iteration 23Q (612.352144 sec): 3 clusters Score: Raw -68582.554338 + Penalty 1535.496094 = -67047.058244 nChanged 8 SP:Iteration 24Q (612.469480 sec): 3 clusters Score: Raw -68586.503936 + Penalty 1535.496094 = -67051.007842 nChanged 8 SP:Iteration 25Q (612.537829 sec): 3 clusters Score: Raw -68590.678896 + Penalty 1535.496094 = -67055.182802 nChanged 6 SP:Iteration 26Q (612.642749 sec): 3 clusters Score: Raw -68595.027197 + Penalty 1535.496094 = -67059.531103 nChanged 5 SP:Iteration 27Q (612.748302 sec): 3 clusters Score: Raw -68599.866280 + Penalty 1535.496094 = -67064.370185 nChanged 8 SP:Iteration 28Q (612.837930 sec): 3 clusters Score: Raw -68606.006351 + Penalty 1535.496094 = -67070.510257 nChanged 7 SP:Iteration 29Q (612.933317 sec): 3 clusters Score: Raw -68610.876007 + Penalty 1535.496094 = -67075.379913 nChanged 7 SP:Iteration 30Q (613.022821 sec): 3 clusters Score: Raw -68616.314588 + Penalty 1535.496094 = -67080.818493 nChanged 5 SP:Iteration 31Q (613.113812 sec): 3 clusters Score: Raw -68618.506547 + Penalty 1535.496094 = -67083.010453 nChanged 2 SP:Iteration 32Q (613.228200 sec): 3 clusters Score: Raw -68619.140801 + Penalty 1535.496094 = -67083.644706 nChanged 1 SP:Iteration 33Q (613.322505 sec): 3 clusters Score: Raw -68619.583789 + Penalty 1535.496094 = -67084.087695 nChanged 2 SP:Iteration 34Q (613.427136 sec): 3 clusters Score: Raw -68620.441778 + Penalty 1535.496094 = -67084.945683 nChanged 1 SP:Iteration 35Q (613.530841 sec): 3 clusters Score: Raw -68620.565857 + Penalty 1535.496094 = -67085.069763 nChanged 1 SP:Iteration 36Q (613.635059 sec): 3 clusters Score: Raw -68621.229441 + Penalty 1535.496094 = -67085.733347 nChanged 1 SP:Iteration 37Q (613.716493 sec): 3 clusters Score: Raw -68621.933808 + Penalty 1535.496094 = -67086.437713 nChanged 1 SP:Iteration 38Q (613.818530 sec): 3 clusters Score: Raw -68622.456297 + Penalty 1535.496094 = -67086.960202 nChanged 2 SP:Iteration 39Q (613.932225 sec): 3 clusters Score: Raw -68624.503330 + Penalty 1535.496094 = -67089.007235 nChanged 2 SP:Iteration 40F (614.025359 sec): 3 clusters Score: Raw -68625.665947 + Penalty 1535.496094 = -67090.169852 nChanged 2 SP:Iteration 41Q (614.119247 sec): 3 clusters Score: Raw -68627.335041 + Penalty 1535.496094 = -67091.838946 nChanged 2 SP:Iteration 42Q (614.205910 sec): 3 clusters Score: Raw -68628.246743 + Penalty 1535.496094 = -67092.750649 nChanged 2 SP:Iteration 43Q (614.300018 sec): 3 clusters Score: Raw -68628.518103 + Penalty 1535.496094 = -67093.022008 nChanged 0 SP:Iteration 44F (614.427976 sec): 3 clusters Score: Raw -68628.518103 + Penalty 1535.496094 = -67093.022008 nChanged 0 Iteration 99Q (615.582976 sec): 17 clusters Score: Raw -2007483.594836 + Penalty 17845.222534 = -1989638.372302 nChanged 1277 Iteration 100F (616.883251 sec): 17 clusters Score: Raw -2008414.871455 + Penalty 17845.222534 = -1990569.648921 nChanged 1101 Iteration 101Q (618.034143 sec): 17 clusters Score: Raw -2008877.398778 + Penalty 17845.222534 = -1991032.176244 nChanged 588 Iteration 102Q (619.157318 sec): 17 clusters Score: Raw -2009093.662147 + Penalty 17845.222534 = -1991248.439613 nChanged 424 Iteration 103Q (620.311603 sec): 17 clusters Score: Raw -2009239.796862 + Penalty 17845.222534 = -1991394.574327 nChanged 339 Iteration 104Q (621.436733 sec): 17 clusters Score: Raw -2009355.450913 + Penalty 17845.222534 = -1991510.228379 nChanged 303 Iteration 105Q (622.521635 sec): 17 clusters Score: Raw -2009452.163294 + Penalty 17845.222534 = -1991606.940760 nChanged 260 Iteration 106Q (623.671016 sec): 17 clusters Score: Raw -2009532.106990 + Penalty 17845.222534 = -1991686.884456 nChanged 188 Iteration 107Q (624.778330 sec): 17 clusters Score: Raw -2009582.195201 + Penalty 17845.222534 = -1991736.972667 nChanged 163 Iteration 108Q (625.913076 sec): 17 clusters Score: Raw -2009624.617733 + Penalty 17845.222534 = -1991779.395199 nChanged 142 Iteration 109Q (627.061325 sec): 17 clusters Score: Raw -2009666.181820 + Penalty 17845.222534 = -1991820.959286 nChanged 147 Iteration 110Q (628.165082 sec): 17 clusters Score: Raw -2009701.680370 + Penalty 17845.222534 = -1991856.457835 nChanged 117 Iteration 111Q (629.295145 sec): 17 clusters Score: Raw -2009736.596606 + Penalty 17845.222534 = -1991891.374072 nChanged 118 Iteration 112Q (630.355990 sec): 17 clusters Score: Raw -2009763.835755 + Penalty 17845.222534 = -1991918.613221 nChanged 101 Iteration 113Q (631.475261 sec): 17 clusters Score: Raw -2009789.786898 + Penalty 17845.222534 = -1991944.564364 nChanged 95 Iteration 114Q (632.623407 sec): 17 clusters Score: Raw -2009811.371871 + Penalty 17845.222534 = -1991966.149337 nChanged 81 Iteration 115Q (633.725828 sec): 17 clusters Score: Raw -2009827.027839 + Penalty 17845.222534 = -1991981.805305 nChanged 73 Iteration 116Q (634.872185 sec): 17 clusters Score: Raw -2009840.490691 + Penalty 17845.222534 = -1991995.268157 nChanged 61 Iteration 117Q (635.965337 sec): 17 clusters Score: Raw -2009853.458476 + Penalty 17845.222534 = -1992008.235942 nChanged 50 Iteration 118Q (637.128909 sec): 17 clusters Score: Raw -2009861.013381 + Penalty 17845.222534 = -1992015.790847 nChanged 46 Iteration 119Q (638.283490 sec): 17 clusters Score: Raw -2009867.218668 + Penalty 17845.222534 = -1992021.996134 nChanged 41 Iteration 120F (639.650677 sec): 17 clusters Score: Raw -2009891.875593 + Penalty 17845.222534 = -1992046.653059 nChanged 59 Iteration 121Q (640.758369 sec): 17 clusters Score: Raw -2009919.103610 + Penalty 17845.222534 = -1992073.881075 nChanged 61 Iteration 122Q (641.890771 sec): 17 clusters Score: Raw -2009944.219617 + Penalty 17845.222534 = -1992098.997083 nChanged 56 Iteration 123Q (642.991073 sec): 17 clusters Score: Raw -2009959.110534 + Penalty 17845.222534 = -1992113.887999 nChanged 43 Iteration 124Q (644.162660 sec): 17 clusters Score: Raw -2009968.878499 + Penalty 17845.222534 = -1992123.655965 nChanged 47 Iteration 125Q (645.373873 sec): 17 clusters Score: Raw -2009980.778735 + Penalty 17845.222534 = -1992135.556201 nChanged 40 Iteration 126Q (646.545596 sec): 17 clusters Score: Raw -2009993.052765 + Penalty 17845.222534 = -1992147.830230 nChanged 40 Iteration 127Q (647.701198 sec): 17 clusters Score: Raw -2010005.165379 + Penalty 17845.222534 = -1992159.942844 nChanged 44 Iteration 128Q (648.795897 sec): 17 clusters Score: Raw -2010015.020348 + Penalty 17845.222534 = -1992169.797814 nChanged 31 Iteration 129Q (649.905469 sec): 17 clusters Score: Raw -2010021.644460 + Penalty 17845.222534 = -1992176.421925 nChanged 29 Iteration 130Q (650.978410 sec): 17 clusters Score: Raw -2010028.624022 + Penalty 17845.222534 = -1992183.401488 nChanged 27 Iteration 131Q (652.059230 sec): 17 clusters Score: Raw -2010033.801950 + Penalty 17845.222534 = -1992188.579416 nChanged 22 Iteration 132Q (653.131982 sec): 17 clusters Score: Raw -2010038.526462 + Penalty 17845.222534 = -1992193.303928 nChanged 16 Iteration 133Q (654.277317 sec): 17 clusters Score: Raw -2010041.404085 + Penalty 17845.222534 = -1992196.181551 nChanged 22 Iteration 134Q (655.368243 sec): 17 clusters Score: Raw -2010044.452619 + Penalty 17845.222534 = -1992199.230085 nChanged 18 Iteration 135Q (656.511589 sec): 17 clusters Score: Raw -2010046.594453 + Penalty 17845.222534 = -1992201.371919 nChanged 22 Iteration 136Q (657.612089 sec): 17 clusters Score: Raw -2010050.719042 + Penalty 17845.222534 = -1992205.496508 nChanged 25 Iteration 137Q (658.739843 sec): 17 clusters Score: Raw -2010075.930933 + Penalty 17845.222534 = -1992230.708399 nChanged 33 Iteration 138Q (659.863461 sec): 17 clusters Score: Raw -2010108.249974 + Penalty 17845.222534 = -1992263.027440 nChanged 36 Writing temp clu file Because OldScore, -1992230.708399, is greater than current (better) Score,-1992263.027440 Compute initial score before splitting: Score: Raw -2010108.249974 + Penalty 17845.222534 = -1992263.027440 Trying to split cluster 1 (2088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.927740 sec): 2 clusters Score: Raw -97535.596435 + Penalty 802.616005 = -96732.980430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (660.055321 sec): 3 clusters Score: Raw -96554.246763 + Penalty 1605.232009 = -94949.014753 nChanged 806 SP:Iteration 1F (660.139618 sec): 3 clusters Score: Raw -97130.387910 + Penalty 1605.232009 = -95525.155901 nChanged 191 SP:Iteration 2F (660.253042 sec): 3 clusters Score: Raw -97302.443740 + Penalty 1605.232009 = -95697.211731 nChanged 158 SP:Iteration 3F (660.369998 sec): 3 clusters Score: Raw -97425.631770 + Penalty 1605.232009 = -95820.399761 nChanged 115 SP:Iteration 4F (660.448426 sec): 3 clusters Score: Raw -97528.033612 + Penalty 1605.232009 = -95922.801603 nChanged 105 SP:Iteration 5F (660.537706 sec): 3 clusters Score: Raw -97614.852066 + Penalty 1605.232009 = -96009.620056 nChanged 68 SP:Iteration 6Q (660.634846 sec): 3 clusters Score: Raw -97668.749757 + Penalty 1605.232009 = -96063.517748 nChanged 61 SP:Iteration 7Q (660.729019 sec): 3 clusters Score: Raw -97715.845757 + Penalty 1605.232009 = -96110.613748 nChanged 59 SP:Iteration 8Q (660.852805 sec): 3 clusters Score: Raw -97763.194498 + Penalty 1605.232009 = -96157.962489 nChanged 49 SP:Iteration 9Q (660.925164 sec): 3 clusters Score: Raw -97796.457555 + Penalty 1605.232009 = -96191.225546 nChanged 49 SP:Iteration 10Q (661.040944 sec): 3 clusters Score: Raw -97843.863778 + Penalty 1605.232009 = -96238.631769 nChanged 45 SP:Iteration 11Q (661.153374 sec): 3 clusters Score: Raw -97879.926920 + Penalty 1605.232009 = -96274.694911 nChanged 35 SP:Iteration 12Q (661.221250 sec): 3 clusters Score: Raw -97908.924041 + Penalty 1605.232009 = -96303.692031 nChanged 42 SP:Iteration 13Q (661.322543 sec): 3 clusters Score: Raw -97936.901572 + Penalty 1605.232009 = -96331.669562 nChanged 27 SP:Iteration 14Q (661.412020 sec): 3 clusters Score: Raw -97954.147073 + Penalty 1605.232009 = -96348.915064 nChanged 23 SP:Iteration 15Q (661.514365 sec): 3 clusters Score: Raw -97965.630518 + Penalty 1605.232009 = -96360.398509 nChanged 17 SP:Iteration 16Q (661.589746 sec): 3 clusters Score: Raw -97972.368958 + Penalty 1605.232009 = -96367.136948 nChanged 8 SP:Iteration 17Q (661.695122 sec): 3 clusters Score: Raw -97974.385660 + Penalty 1605.232009 = -96369.153651 nChanged 4 SP:Iteration 18Q (661.806842 sec): 3 clusters Score: Raw -97976.412824 + Penalty 1605.232009 = -96371.180814 nChanged 5 SP:Iteration 19Q (661.903784 sec): 3 clusters Score: Raw -97978.121559 + Penalty 1605.232009 = -96372.889549 nChanged 1 SP:Iteration 20F (662.019242 sec): 3 clusters Score: Raw -97978.346214 + Penalty 1605.232009 = -96373.114205 nChanged 1 SP:Iteration 21Q (662.096182 sec): 3 clusters Score: Raw -97978.475664 + Penalty 1605.232009 = -96373.243655 nChanged 0 SP:Iteration 22F (662.200685 sec): 3 clusters Score: Raw -97978.475664 + Penalty 1605.232009 = -96373.243655 nChanged 0 Trying to split cluster 2 (4041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.282524 sec): 2 clusters Score: Raw -213297.763055 + Penalty 871.945984 = -212425.817072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.383607 sec): 3 clusters Score: Raw -211097.453370 + Penalty 1743.891968 = -209353.561402 nChanged 1698 SP:Iteration 1F (662.492026 sec): 3 clusters Score: Raw -212065.587425 + Penalty 1743.891968 = -210321.695458 nChanged 336 SP:Iteration 2F (662.576521 sec): 3 clusters Score: Raw -212253.487611 + Penalty 1743.891968 = -210509.595643 nChanged 231 SP:Iteration 3F (662.685125 sec): 3 clusters Score: Raw -212393.154100 + Penalty 1743.891968 = -210649.262132 nChanged 211 SP:Iteration 4F (662.787342 sec): 3 clusters Score: Raw -212528.116204 + Penalty 1743.891968 = -210784.224236 nChanged 187 SP:Iteration 5Q (662.899334 sec): 3 clusters Score: Raw -212644.715387 + Penalty 1743.891968 = -210900.823419 nChanged 147 SP:Iteration 6Q (663.001907 sec): 3 clusters Score: Raw -212725.462660 + Penalty 1743.891968 = -210981.570693 nChanged 132 SP:Iteration 7Q (663.122851 sec): 3 clusters Score: Raw -212793.953129 + Penalty 1743.891968 = -211050.061161 nChanged 118 SP:Iteration 8Q (663.222658 sec): 3 clusters Score: Raw -212858.127377 + Penalty 1743.891968 = -211114.235409 nChanged 110 SP:Iteration 9Q (663.321400 sec): 3 clusters Score: Raw -212912.486462 + Penalty 1743.891968 = -211168.594494 nChanged 109 SP:Iteration 10Q (663.436706 sec): 3 clusters Score: Raw -212968.549637 + Penalty 1743.891968 = -211224.657669 nChanged 95 SP:Iteration 11Q (663.529490 sec): 3 clusters Score: Raw -213027.372123 + Penalty 1743.891968 = -211283.480155 nChanged 104 SP:Iteration 12Q (663.628476 sec): 3 clusters Score: Raw -213088.462775 + Penalty 1743.891968 = -211344.570807 nChanged 102 SP:Iteration 13Q (663.749273 sec): 3 clusters Score: Raw -213139.608691 + Penalty 1743.891968 = -211395.716723 nChanged 80 SP:Iteration 14Q (663.838128 sec): 3 clusters Score: Raw -213166.482417 + Penalty 1743.891968 = -211422.590450 nChanged 47 SP:Iteration 15Q (663.955376 sec): 3 clusters Score: Raw -213179.217826 + Penalty 1743.891968 = -211435.325859 nChanged 38 SP:Iteration 16Q (664.041531 sec): 3 clusters Score: Raw -213188.101071 + Penalty 1743.891968 = -211444.209104 nChanged 31 SP:Iteration 17Q (664.122477 sec): 3 clusters Score: Raw -213197.198497 + Penalty 1743.891968 = -211453.306530 nChanged 32 SP:Iteration 18Q (664.224270 sec): 3 clusters Score: Raw -213206.601365 + Penalty 1743.891968 = -211462.709397 nChanged 31 SP:Iteration 19Q (664.333627 sec): 3 clusters Score: Raw -213215.315276 + Penalty 1743.891968 = -211471.423309 nChanged 28 SP:Iteration 20F (664.469955 sec): 3 clusters Score: Raw -213221.125092 + Penalty 1743.891968 = -211477.233125 nChanged 25 SP:Iteration 21Q (664.591732 sec): 3 clusters Score: Raw -213226.372220 + Penalty 1743.891968 = -211482.480252 nChanged 26 SP:Iteration 22Q (664.692178 sec): 3 clusters Score: Raw -213231.327971 + Penalty 1743.891968 = -211487.436003 nChanged 19 SP:Iteration 23Q (664.789782 sec): 3 clusters Score: Raw -213235.594822 + Penalty 1743.891968 = -211491.702854 nChanged 18 SP:Iteration 24Q (664.893627 sec): 3 clusters Score: Raw -213240.161046 + Penalty 1743.891968 = -211496.269078 nChanged 19 SP:Iteration 25Q (665.003506 sec): 3 clusters Score: Raw -213243.939233 + Penalty 1743.891968 = -211500.047265 nChanged 9 SP:Iteration 26Q (665.097084 sec): 3 clusters Score: Raw -213246.272873 + Penalty 1743.891968 = -211502.380905 nChanged 13 SP:Iteration 27Q (665.194766 sec): 3 clusters Score: Raw -213248.814706 + Penalty 1743.891968 = -211504.922739 nChanged 14 SP:Iteration 28Q (665.302616 sec): 3 clusters Score: Raw -213250.909020 + Penalty 1743.891968 = -211507.017053 nChanged 13 SP:Iteration 29Q (665.409560 sec): 3 clusters Score: Raw -213253.429463 + Penalty 1743.891968 = -211509.537496 nChanged 10 SP:Iteration 30Q (665.534226 sec): 3 clusters Score: Raw -213255.489026 + Penalty 1743.891968 = -211511.597058 nChanged 8 SP:Iteration 31Q (665.616651 sec): 3 clusters Score: Raw -213257.437870 + Penalty 1743.891968 = -211513.545902 nChanged 14 SP:Iteration 32Q (665.721400 sec): 3 clusters Score: Raw -213261.342737 + Penalty 1743.891968 = -211517.450770 nChanged 15 SP:Iteration 33Q (665.822216 sec): 3 clusters Score: Raw -213264.910094 + Penalty 1743.891968 = -211521.018127 nChanged 20 SP:Iteration 34Q (665.930371 sec): 3 clusters Score: Raw -213269.101807 + Penalty 1743.891968 = -211525.209840 nChanged 19 SP:Iteration 35Q (666.031885 sec): 3 clusters Score: Raw -213272.891314 + Penalty 1743.891968 = -211528.999347 nChanged 21 SP:Iteration 36Q (666.149612 sec): 3 clusters Score: Raw -213276.960525 + Penalty 1743.891968 = -211533.068557 nChanged 20 SP:Iteration 37Q (666.227728 sec): 3 clusters Score: Raw -213281.323501 + Penalty 1743.891968 = -211537.431533 nChanged 20 SP:Iteration 38Q (666.325117 sec): 3 clusters Score: Raw -213285.931912 + Penalty 1743.891968 = -211542.039944 nChanged 24 SP:Iteration 39Q (666.427981 sec): 3 clusters Score: Raw -213291.439606 + Penalty 1743.891968 = -211547.547638 nChanged 22 SP:Iteration 40F (666.553220 sec): 3 clusters Score: Raw -213298.784411 + Penalty 1743.891968 = -211554.892444 nChanged 21 SP:Iteration 41Q (666.636691 sec): 3 clusters Score: Raw -213305.955571 + Penalty 1743.891968 = -211562.063603 nChanged 31 SP:Iteration 42Q (666.720996 sec): 3 clusters Score: Raw -213315.143033 + Penalty 1743.891968 = -211571.251066 nChanged 36 SP:Iteration 43Q (666.829273 sec): 3 clusters Score: Raw -213326.656552 + Penalty 1743.891968 = -211582.764585 nChanged 44 SP:Iteration 44Q (666.934376 sec): 3 clusters Score: Raw -213341.948377 + Penalty 1743.891968 = -211598.056409 nChanged 44 SP:Iteration 45Q (667.024969 sec): 3 clusters Score: Raw -213359.840724 + Penalty 1743.891968 = -211615.948756 nChanged 44 SP:Iteration 46Q (667.125324 sec): 3 clusters Score: Raw -213379.638023 + Penalty 1743.891968 = -211635.746055 nChanged 45 SP:Iteration 47Q (667.243620 sec): 3 clusters Score: Raw -213397.574890 + Penalty 1743.891968 = -211653.682923 nChanged 40 SP:Iteration 48Q (667.338925 sec): 3 clusters Score: Raw -213411.689995 + Penalty 1743.891968 = -211667.798027 nChanged 40 SP:Iteration 49Q (667.413579 sec): 3 clusters Score: Raw -213425.054645 + Penalty 1743.891968 = -211681.162678 nChanged 34 SP:Iteration 50Q (667.518763 sec): 3 clusters Score: Raw -213437.489793 + Penalty 1743.891968 = -211693.597826 nChanged 41 SP:Iteration 51Q (667.635077 sec): 3 clusters Score: Raw -213454.237588 + Penalty 1743.891968 = -211710.345620 nChanged 43 SP:Iteration 52Q (667.747314 sec): 3 clusters Score: Raw -213472.352623 + Penalty 1743.891968 = -211728.460656 nChanged 41 SP:Iteration 53Q (667.840037 sec): 3 clusters Score: Raw -213490.433592 + Penalty 1743.891968 = -211746.541624 nChanged 41 SP:Iteration 54Q (667.967059 sec): 3 clusters Score: Raw -213510.810480 + Penalty 1743.891968 = -211766.918513 nChanged 37 SP:Iteration 55Q (668.068793 sec): 3 clusters Score: Raw -213528.899097 + Penalty 1743.891968 = -211785.007129 nChanged 44 SP:Iteration 56Q (668.160917 sec): 3 clusters Score: Raw -213550.797319 + Penalty 1743.891968 = -211806.905351 nChanged 47 SP:Iteration 57Q (668.255957 sec): 3 clusters Score: Raw -213575.384951 + Penalty 1743.891968 = -211831.492983 nChanged 50 SP:Iteration 58Q (668.372505 sec): 3 clusters Score: Raw -213602.553943 + Penalty 1743.891968 = -211858.661976 nChanged 41 SP:Iteration 59Q (668.465617 sec): 3 clusters Score: Raw -213623.292480 + Penalty 1743.891968 = -211879.400512 nChanged 30 SP:Iteration 60F (668.586844 sec): 3 clusters Score: Raw -213641.673445 + Penalty 1743.891968 = -211897.781478 nChanged 36 SP:Iteration 61Q (668.678407 sec): 3 clusters Score: Raw -213659.823195 + Penalty 1743.891968 = -211915.931228 nChanged 24 SP:Iteration 62Q (668.765196 sec): 3 clusters Score: Raw -213671.126037 + Penalty 1743.891968 = -211927.234069 nChanged 23 SP:Iteration 63Q (668.866594 sec): 3 clusters Score: Raw -213683.665796 + Penalty 1743.891968 = -211939.773828 nChanged 24 SP:Iteration 64Q (668.962710 sec): 3 clusters Score: Raw -213705.917367 + Penalty 1743.891968 = -211962.025399 nChanged 29 SP:Iteration 65Q (669.068011 sec): 3 clusters Score: Raw -213723.805423 + Penalty 1743.891968 = -211979.913455 nChanged 17 SP:Iteration 66Q (669.190745 sec): 3 clusters Score: Raw -213732.688957 + Penalty 1743.891968 = -211988.796989 nChanged 14 SP:Iteration 67Q (669.281325 sec): 3 clusters Score: Raw -213739.097431 + Penalty 1743.891968 = -211995.205463 nChanged 7 SP:Iteration 68Q (669.392816 sec): 3 clusters Score: Raw -213741.692772 + Penalty 1743.891968 = -211997.800804 nChanged 2 SP:Iteration 69Q (669.498282 sec): 3 clusters Score: Raw -213742.413648 + Penalty 1743.891968 = -211998.521681 nChanged 3 SP:Iteration 70Q (669.626147 sec): 3 clusters Score: Raw -213743.161111 + Penalty 1743.891968 = -211999.269143 nChanged 0 SP:Iteration 71F (669.714981 sec): 3 clusters Score: Raw -213743.161111 + Penalty 1743.891968 = -211999.269143 nChanged 0 Trying to split cluster 3 (1605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (669.774259 sec): 2 clusters Score: Raw -55117.302770 + Penalty 774.992299 = -54342.310471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (669.890440 sec): 3 clusters Score: Raw -54446.962599 + Penalty 1549.984597 = -52896.978002 nChanged 596 SP:Iteration 1F (669.983688 sec): 3 clusters Score: Raw -54986.556762 + Penalty 1549.984597 = -53436.572164 nChanged 174 SP:Iteration 2F (670.065849 sec): 3 clusters Score: Raw -55187.596096 + Penalty 1549.984597 = -53637.611499 nChanged 119 SP:Iteration 3F (670.186170 sec): 3 clusters Score: Raw -55352.815108 + Penalty 1549.984597 = -53802.830510 nChanged 90 SP:Iteration 4F (670.280238 sec): 3 clusters Score: Raw -55447.358607 + Penalty 1549.984597 = -53897.374009 nChanged 61 SP:Iteration 5Q (670.364869 sec): 3 clusters Score: Raw -55495.206931 + Penalty 1549.984597 = -53945.222334 nChanged 36 SP:Iteration 6Q (670.446025 sec): 3 clusters Score: Raw -55523.338277 + Penalty 1549.984597 = -53973.353680 nChanged 33 SP:Iteration 7Q (670.522338 sec): 3 clusters Score: Raw -55564.996947 + Penalty 1549.984597 = -54015.012350 nChanged 35 SP:Iteration 8Q (670.619855 sec): 3 clusters Score: Raw -55590.418100 + Penalty 1549.984597 = -54040.433502 nChanged 30 SP:Iteration 9Q (670.718942 sec): 3 clusters Score: Raw -55607.073077 + Penalty 1549.984597 = -54057.088479 nChanged 17 SP:Iteration 10Q (670.819772 sec): 3 clusters Score: Raw -55616.690964 + Penalty 1549.984597 = -54066.706366 nChanged 13 SP:Iteration 11Q (670.914626 sec): 3 clusters Score: Raw -55625.019978 + Penalty 1549.984597 = -54075.035380 nChanged 12 SP:Iteration 12Q (671.010257 sec): 3 clusters Score: Raw -55633.559270 + Penalty 1549.984597 = -54083.574672 nChanged 10 SP:Iteration 13Q (671.114575 sec): 3 clusters Score: Raw -55641.471208 + Penalty 1549.984597 = -54091.486611 nChanged 10 SP:Iteration 14Q (671.206532 sec): 3 clusters Score: Raw -55647.018953 + Penalty 1549.984597 = -54097.034355 nChanged 6 SP:Iteration 15Q (671.313328 sec): 3 clusters Score: Raw -55649.601753 + Penalty 1549.984597 = -54099.617156 nChanged 7 SP:Iteration 16Q (671.396852 sec): 3 clusters Score: Raw -55653.300002 + Penalty 1549.984597 = -54103.315405 nChanged 5 SP:Iteration 17Q (671.482023 sec): 3 clusters Score: Raw -55655.515645 + Penalty 1549.984597 = -54105.531047 nChanged 4 SP:Iteration 18Q (671.595276 sec): 3 clusters Score: Raw -55658.132557 + Penalty 1549.984597 = -54108.147960 nChanged 3 SP:Iteration 19Q (671.686259 sec): 3 clusters Score: Raw -55658.577488 + Penalty 1549.984597 = -54108.592890 nChanged 1 SP:Iteration 20F (671.779677 sec): 3 clusters Score: Raw -55658.654514 + Penalty 1549.984597 = -54108.669917 nChanged 0 Trying to split cluster 4 (1998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (671.860206 sec): 2 clusters Score: Raw -95210.010251 + Penalty 797.989706 = -94412.020545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (671.924370 sec): 3 clusters Score: Raw -94241.112474 + Penalty 1595.979411 = -92645.133063 nChanged 767 SP:Iteration 1F (672.023985 sec): 3 clusters Score: Raw -94767.300680 + Penalty 1595.979411 = -93171.321268 nChanged 211 SP:Iteration 2F (672.148373 sec): 3 clusters Score: Raw -94967.553133 + Penalty 1595.979411 = -93371.573721 nChanged 137 SP:Iteration 3F (672.239650 sec): 3 clusters Score: Raw -95089.480923 + Penalty 1595.979411 = -93493.501511 nChanged 102 SP:Iteration 4F (672.360029 sec): 3 clusters Score: Raw -95164.826899 + Penalty 1595.979411 = -93568.847488 nChanged 89 SP:Iteration 5Q (672.445076 sec): 3 clusters Score: Raw -95233.205354 + Penalty 1595.979411 = -93637.225943 nChanged 60 SP:Iteration 6Q (672.547234 sec): 3 clusters Score: Raw -95278.622917 + Penalty 1595.979411 = -93682.643505 nChanged 57 SP:Iteration 7Q (672.652528 sec): 3 clusters Score: Raw -95321.460030 + Penalty 1595.979411 = -93725.480618 nChanged 51 SP:Iteration 8Q (672.756891 sec): 3 clusters Score: Raw -95353.071165 + Penalty 1595.979411 = -93757.091753 nChanged 35 SP:Iteration 9Q (672.835286 sec): 3 clusters Score: Raw -95370.287375 + Penalty 1595.979411 = -93774.307964 nChanged 35 SP:Iteration 10Q (672.947981 sec): 3 clusters Score: Raw -95393.095692 + Penalty 1595.979411 = -93797.116280 nChanged 34 SP:Iteration 11Q (673.019023 sec): 3 clusters Score: Raw -95416.567164 + Penalty 1595.979411 = -93820.587752 nChanged 26 SP:Iteration 12Q (673.135580 sec): 3 clusters Score: Raw -95444.903758 + Penalty 1595.979411 = -93848.924347 nChanged 42 SP:Iteration 13Q (673.236610 sec): 3 clusters Score: Raw -95495.118115 + Penalty 1595.979411 = -93899.138704 nChanged 40 SP:Iteration 14Q (673.313117 sec): 3 clusters Score: Raw -95525.521799 + Penalty 1595.979411 = -93929.542387 nChanged 41 SP:Iteration 15Q (673.436736 sec): 3 clusters Score: Raw -95552.153290 + Penalty 1595.979411 = -93956.173878 nChanged 28 SP:Iteration 16Q (673.533263 sec): 3 clusters Score: Raw -95568.325946 + Penalty 1595.979411 = -93972.346535 nChanged 18 SP:Iteration 17Q (673.609827 sec): 3 clusters Score: Raw -95577.754331 + Penalty 1595.979411 = -93981.774919 nChanged 11 SP:Iteration 18Q (673.703350 sec): 3 clusters Score: Raw -95582.429858 + Penalty 1595.979411 = -93986.450447 nChanged 14 SP:Iteration 19Q (673.786746 sec): 3 clusters Score: Raw -95588.175339 + Penalty 1595.979411 = -93992.195928 nChanged 13 SP:Iteration 20F (673.901081 sec): 3 clusters Score: Raw -95597.361041 + Penalty 1595.979411 = -94001.381629 nChanged 17 SP:Iteration 21Q (673.986026 sec): 3 clusters Score: Raw -95612.873443 + Penalty 1595.979411 = -94016.894032 nChanged 17 SP:Iteration 22Q (674.092908 sec): 3 clusters Score: Raw -95620.801609 + Penalty 1595.979411 = -94024.822197 nChanged 11 SP:Iteration 23Q (674.200085 sec): 3 clusters Score: Raw -95625.462126 + Penalty 1595.979411 = -94029.482715 nChanged 11 SP:Iteration 24Q (674.315778 sec): 3 clusters Score: Raw -95635.821935 + Penalty 1595.979411 = -94039.842524 nChanged 13 SP:Iteration 25Q (674.383744 sec): 3 clusters Score: Raw -95644.886771 + Penalty 1595.979411 = -94048.907359 nChanged 10 SP:Iteration 26Q (674.482932 sec): 3 clusters Score: Raw -95650.540063 + Penalty 1595.979411 = -94054.560652 nChanged 7 SP:Iteration 27Q (674.607858 sec): 3 clusters Score: Raw -95656.264273 + Penalty 1595.979411 = -94060.284862 nChanged 10 SP:Iteration 28Q (674.705673 sec): 3 clusters Score: Raw -95661.801866 + Penalty 1595.979411 = -94065.822455 nChanged 5 SP:Iteration 29Q (674.792535 sec): 3 clusters Score: Raw -95666.111302 + Penalty 1595.979411 = -94070.131890 nChanged 5 SP:Iteration 30Q (674.864970 sec): 3 clusters Score: Raw -95668.798459 + Penalty 1595.979411 = -94072.819048 nChanged 4 SP:Iteration 31Q (674.969941 sec): 3 clusters Score: Raw -95671.332204 + Penalty 1595.979411 = -94075.352793 nChanged 5 SP:Iteration 32Q (675.045710 sec): 3 clusters Score: Raw -95672.636282 + Penalty 1595.979411 = -94076.656871 nChanged 2 SP:Iteration 33Q (675.155053 sec): 3 clusters Score: Raw -95673.060453 + Penalty 1595.979411 = -94077.081042 nChanged 1 SP:Iteration 34Q (675.255426 sec): 3 clusters Score: Raw -95673.301776 + Penalty 1595.979411 = -94077.322365 nChanged 0 SP:Iteration 35F (675.367621 sec): 3 clusters Score: Raw -95673.301776 + Penalty 1595.979411 = -94077.322365 nChanged 0 Trying to split cluster 5 (7704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (675.439359 sec): 2 clusters Score: Raw -436001.224747 + Penalty 939.696970 = -435061.527777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (675.557471 sec): 3 clusters Score: Raw -431544.933332 + Penalty 1879.393940 = -429665.539392 nChanged 3368 SP:Iteration 1F (675.652409 sec): 3 clusters Score: Raw -433612.849413 + Penalty 1879.393940 = -431733.455473 nChanged 618 SP:Iteration 2F (675.762356 sec): 3 clusters Score: Raw -434079.942157 + Penalty 1879.393940 = -432200.548217 nChanged 602 SP:Iteration 3F (675.877365 sec): 3 clusters Score: Raw -434547.358880 + Penalty 1879.393940 = -432667.964939 nChanged 530 SP:Iteration 4F (676.003073 sec): 3 clusters Score: Raw -434963.829329 + Penalty 1879.393940 = -433084.435389 nChanged 432 SP:Iteration 5F (676.131791 sec): 3 clusters Score: Raw -435307.196526 + Penalty 1879.393940 = -433427.802586 nChanged 313 SP:Iteration 6Q (676.234836 sec): 3 clusters Score: Raw -435559.386348 + Penalty 1879.393940 = -433679.992408 nChanged 234 SP:Iteration 7Q (676.367588 sec): 3 clusters Score: Raw -435745.586083 + Penalty 1879.393940 = -433866.192143 nChanged 145 SP:Iteration 8Q (676.497019 sec): 3 clusters Score: Raw -435854.792954 + Penalty 1879.393940 = -433975.399014 nChanged 105 SP:Iteration 9Q (676.600645 sec): 3 clusters Score: Raw -435930.099268 + Penalty 1879.393940 = -434050.705328 nChanged 68 SP:Iteration 10Q (676.743698 sec): 3 clusters Score: Raw -435976.207960 + Penalty 1879.393940 = -434096.814019 nChanged 65 SP:Iteration 11Q (676.871114 sec): 3 clusters Score: Raw -436025.945515 + Penalty 1879.393940 = -434146.551575 nChanged 51 SP:Iteration 12Q (676.999290 sec): 3 clusters Score: Raw -436059.083961 + Penalty 1879.393940 = -434179.690021 nChanged 45 SP:Iteration 13Q (677.132897 sec): 3 clusters Score: Raw -436086.476241 + Penalty 1879.393940 = -434207.082301 nChanged 29 SP:Iteration 14Q (677.261106 sec): 3 clusters Score: Raw -436103.678912 + Penalty 1879.393940 = -434224.284972 nChanged 22 SP:Iteration 15Q (677.387233 sec): 3 clusters Score: Raw -436113.665060 + Penalty 1879.393940 = -434234.271119 nChanged 15 SP:Iteration 16Q (677.504954 sec): 3 clusters Score: Raw -436120.507125 + Penalty 1879.393940 = -434241.113185 nChanged 12 SP:Iteration 17Q (677.685448 sec): 3 clusters Score: Raw -436127.789753 + Penalty 1879.393940 = -434248.395812 nChanged 14 SP:Iteration 18Q (677.813982 sec): 3 clusters Score: Raw -436133.679300 + Penalty 1879.393940 = -434254.285360 nChanged 6 SP:Iteration 19Q (677.936074 sec): 3 clusters Score: Raw -436136.610167 + Penalty 1879.393940 = -434257.216227 nChanged 7 SP:Iteration 20F (678.060847 sec): 3 clusters Score: Raw -436139.537121 + Penalty 1879.393940 = -434260.143181 nChanged 5 SP:Iteration 21Q (678.189709 sec): 3 clusters Score: Raw -436141.512718 + Penalty 1879.393940 = -434262.118778 nChanged 4 SP:Iteration 22Q (678.307515 sec): 3 clusters Score: Raw -436143.077259 + Penalty 1879.393940 = -434263.683319 nChanged 3 SP:Iteration 23Q (678.435654 sec): 3 clusters Score: Raw -436144.046588 + Penalty 1879.393940 = -434264.652647 nChanged 3 SP:Iteration 24Q (678.558141 sec): 3 clusters Score: Raw -436146.522074 + Penalty 1879.393940 = -434267.128133 nChanged 4 SP:Iteration 25Q (678.680303 sec): 3 clusters Score: Raw -436148.350849 + Penalty 1879.393940 = -434268.956909 nChanged 3 SP:Iteration 26Q (678.797666 sec): 3 clusters Score: Raw -436149.910784 + Penalty 1879.393940 = -434270.516844 nChanged 2 SP:Iteration 27Q (678.905741 sec): 3 clusters Score: Raw -436152.108768 + Penalty 1879.393940 = -434272.714828 nChanged 3 SP:Iteration 28Q (679.010348 sec): 3 clusters Score: Raw -436153.467225 + Penalty 1879.393940 = -434274.073285 nChanged 2 SP:Iteration 29Q (679.127757 sec): 3 clusters Score: Raw -436153.824079 + Penalty 1879.393940 = -434274.430138 nChanged 0 SP:Iteration 30F (679.246531 sec): 3 clusters Score: Raw -436153.824079 + Penalty 1879.393940 = -434274.430138 nChanged 0 Trying to split cluster 6 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (679.306465 sec): 2 clusters Score: Raw -27090.067997 + Penalty 672.895523 = -26417.172474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (679.423303 sec): 3 clusters Score: Raw -26931.817303 + Penalty 1345.791046 = -25586.026257 nChanged 173 SP:Iteration 1F (679.520617 sec): 3 clusters Score: Raw -27125.356706 + Penalty 1345.791046 = -25779.565660 nChanged 40 SP:Iteration 2F (679.624061 sec): 3 clusters Score: Raw -27174.517927 + Penalty 1345.791046 = -25828.726881 nChanged 18 SP:Iteration 3Q (679.724587 sec): 3 clusters Score: Raw -27194.257910 + Penalty 1345.791046 = -25848.466864 nChanged 11 SP:Iteration 4Q (679.822124 sec): 3 clusters Score: Raw -27202.390638 + Penalty 1345.791046 = -25856.599592 nChanged 7 SP:Iteration 5Q (679.918739 sec): 3 clusters Score: Raw -27209.494048 + Penalty 1345.791046 = -25863.703002 nChanged 5 SP:Iteration 6Q (680.038169 sec): 3 clusters Score: Raw -27218.547685 + Penalty 1345.791046 = -25872.756639 nChanged 6 SP:Iteration 7Q (680.111829 sec): 3 clusters Score: Raw -27232.252572 + Penalty 1345.791046 = -25886.461526 nChanged 6 SP:Iteration 8Q (680.209177 sec): 3 clusters Score: Raw -27239.340894 + Penalty 1345.791046 = -25893.549847 nChanged 4 SP:Iteration 9Q (680.307719 sec): 3 clusters Score: Raw -27243.769516 + Penalty 1345.791046 = -25897.978470 nChanged 2 SP:Iteration 10Q (680.405024 sec): 3 clusters Score: Raw -27244.790788 + Penalty 1345.791046 = -25898.999742 nChanged 1 SP:Iteration 11Q (680.486365 sec): 3 clusters Score: Raw -27245.713883 + Penalty 1345.791046 = -25899.922837 nChanged 1 SP:Iteration 12Q (680.585794 sec): 3 clusters Score: Raw -27245.894363 + Penalty 1345.791046 = -25900.103317 nChanged 0 SP:Iteration 13F (680.683024 sec): 3 clusters Score: Raw -27245.894363 + Penalty 1345.791046 = -25900.103317 nChanged 0 Trying to split cluster 7 (1587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (680.758213 sec): 2 clusters Score: Raw -74219.173325 + Penalty 773.808076 = -73445.365250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (680.830486 sec): 3 clusters Score: Raw -73483.346961 + Penalty 1547.616151 = -71935.730810 nChanged 582 SP:Iteration 1F (680.921588 sec): 3 clusters Score: Raw -73883.020137 + Penalty 1547.616151 = -72335.403985 nChanged 145 SP:Iteration 2F (681.020557 sec): 3 clusters Score: Raw -74004.993216 + Penalty 1547.616151 = -72457.377065 nChanged 103 SP:Iteration 3F (681.140823 sec): 3 clusters Score: Raw -74081.080845 + Penalty 1547.616151 = -72533.464693 nChanged 64 SP:Iteration 4Q (681.213922 sec): 3 clusters Score: Raw -74135.299241 + Penalty 1547.616151 = -72587.683090 nChanged 54 SP:Iteration 5Q (681.332887 sec): 3 clusters Score: Raw -74187.347738 + Penalty 1547.616151 = -72639.731587 nChanged 38 SP:Iteration 6Q (681.414949 sec): 3 clusters Score: Raw -74212.768558 + Penalty 1547.616151 = -72665.152407 nChanged 35 SP:Iteration 7Q (681.509976 sec): 3 clusters Score: Raw -74234.090311 + Penalty 1547.616151 = -72686.474160 nChanged 30 SP:Iteration 8Q (681.600964 sec): 3 clusters Score: Raw -74266.780711 + Penalty 1547.616151 = -72719.164560 nChanged 49 SP:Iteration 9Q (681.691993 sec): 3 clusters Score: Raw -74315.751661 + Penalty 1547.616151 = -72768.135510 nChanged 53 SP:Iteration 10Q (681.784981 sec): 3 clusters Score: Raw -74361.214825 + Penalty 1547.616151 = -72813.598674 nChanged 43 SP:Iteration 11Q (681.872985 sec): 3 clusters Score: Raw -74399.871482 + Penalty 1547.616151 = -72852.255331 nChanged 29 SP:Iteration 12Q (681.975169 sec): 3 clusters Score: Raw -74415.621960 + Penalty 1547.616151 = -72868.005809 nChanged 22 SP:Iteration 13Q (682.076340 sec): 3 clusters Score: Raw -74429.005197 + Penalty 1547.616151 = -72881.389046 nChanged 14 SP:Iteration 14Q (682.154879 sec): 3 clusters Score: Raw -74442.860065 + Penalty 1547.616151 = -72895.243913 nChanged 22 SP:Iteration 15Q (682.229487 sec): 3 clusters Score: Raw -74463.646552 + Penalty 1547.616151 = -72916.030401 nChanged 19 SP:Iteration 16Q (682.319872 sec): 3 clusters Score: Raw -74479.763666 + Penalty 1547.616151 = -72932.147515 nChanged 18 SP:Iteration 17Q (682.406857 sec): 3 clusters Score: Raw -74493.263436 + Penalty 1547.616151 = -72945.647285 nChanged 24 SP:Iteration 18Q (682.495949 sec): 3 clusters Score: Raw -74514.279096 + Penalty 1547.616151 = -72966.662945 nChanged 19 SP:Iteration 19Q (682.588690 sec): 3 clusters Score: Raw -74526.335228 + Penalty 1547.616151 = -72978.719077 nChanged 13 SP:Iteration 20F (682.690525 sec): 3 clusters Score: Raw -74539.518919 + Penalty 1547.616151 = -72991.902768 nChanged 19 SP:Iteration 21Q (682.818563 sec): 3 clusters Score: Raw -74563.503327 + Penalty 1547.616151 = -73015.887175 nChanged 20 SP:Iteration 22Q (682.888066 sec): 3 clusters Score: Raw -74582.719029 + Penalty 1547.616151 = -73035.102877 nChanged 23 SP:Iteration 23Q (682.994479 sec): 3 clusters Score: Raw -74611.250540 + Penalty 1547.616151 = -73063.634389 nChanged 20 SP:Iteration 24Q (683.107027 sec): 3 clusters Score: Raw -74632.567375 + Penalty 1547.616151 = -73084.951223 nChanged 15 SP:Iteration 25Q (683.206244 sec): 3 clusters Score: Raw -74643.153798 + Penalty 1547.616151 = -73095.537647 nChanged 12 SP:Iteration 26Q (683.298447 sec): 3 clusters Score: Raw -74649.978335 + Penalty 1547.616151 = -73102.362183 nChanged 10 SP:Iteration 27Q (683.386743 sec): 3 clusters Score: Raw -74655.791852 + Penalty 1547.616151 = -73108.175700 nChanged 9 SP:Iteration 28Q (683.471157 sec): 3 clusters Score: Raw -74662.187885 + Penalty 1547.616151 = -73114.571734 nChanged 8 SP:Iteration 29Q (683.576470 sec): 3 clusters Score: Raw -74668.822735 + Penalty 1547.616151 = -73121.206584 nChanged 10 SP:Iteration 30Q (683.686201 sec): 3 clusters Score: Raw -74672.929318 + Penalty 1547.616151 = -73125.313166 nChanged 6 SP:Iteration 31Q (683.788774 sec): 3 clusters Score: Raw -74675.190067 + Penalty 1547.616151 = -73127.573916 nChanged 0 SP:Iteration 32F (683.869271 sec): 3 clusters Score: Raw -74675.190067 + Penalty 1547.616151 = -73127.573916 nChanged 0 Trying to split cluster 8 (3670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.931511 sec): 2 clusters Score: Raw -195406.125244 + Penalty 861.834429 = -194544.290815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (684.047089 sec): 3 clusters Score: Raw -193484.913342 + Penalty 1723.668858 = -191761.244484 nChanged 1533 SP:Iteration 1F (684.153100 sec): 3 clusters Score: Raw -194416.680275 + Penalty 1723.668858 = -192693.011417 nChanged 308 SP:Iteration 2F (684.244599 sec): 3 clusters Score: Raw -194618.095376 + Penalty 1723.668858 = -192894.426519 nChanged 253 SP:Iteration 3F (684.336204 sec): 3 clusters Score: Raw -194830.257650 + Penalty 1723.668858 = -193106.588792 nChanged 226 SP:Iteration 4F (684.431128 sec): 3 clusters Score: Raw -195019.006250 + Penalty 1723.668858 = -193295.337392 nChanged 218 SP:Iteration 5F (684.538867 sec): 3 clusters Score: Raw -195211.207382 + Penalty 1723.668858 = -193487.538525 nChanged 196 SP:Iteration 6F (684.621592 sec): 3 clusters Score: Raw -195352.755024 + Penalty 1723.668858 = -193629.086167 nChanged 143 SP:Iteration 7Q (684.710539 sec): 3 clusters Score: Raw -195442.150302 + Penalty 1723.668858 = -193718.481445 nChanged 112 SP:Iteration 8Q (684.822931 sec): 3 clusters Score: Raw -195496.729057 + Penalty 1723.668858 = -193773.060199 nChanged 67 SP:Iteration 9Q (684.920858 sec): 3 clusters Score: Raw -195521.015186 + Penalty 1723.668858 = -193797.346328 nChanged 49 SP:Iteration 10Q (684.978146 sec): 3 clusters Score: Raw -195540.382219 + Penalty 1723.668858 = -193816.713361 nChanged 41 SP:Iteration 11Q (685.060708 sec): 3 clusters Score: Raw -195555.847555 + Penalty 1723.668858 = -193832.178698 nChanged 36 SP:Iteration 12Q (685.134198 sec): 3 clusters Score: Raw -195568.722176 + Penalty 1723.668858 = -193845.053318 nChanged 33 SP:Iteration 13Q (685.210166 sec): 3 clusters Score: Raw -195579.149129 + Penalty 1723.668858 = -193855.480272 nChanged 30 SP:Iteration 14Q (685.297496 sec): 3 clusters Score: Raw -195589.200712 + Penalty 1723.668858 = -193865.531854 nChanged 25 SP:Iteration 15Q (685.398773 sec): 3 clusters Score: Raw -195597.916345 + Penalty 1723.668858 = -193874.247488 nChanged 24 SP:Iteration 16Q (685.454025 sec): 3 clusters Score: Raw -195603.969387 + Penalty 1723.668858 = -193880.300530 nChanged 14 SP:Iteration 17Q (685.554609 sec): 3 clusters Score: Raw -195608.532473 + Penalty 1723.668858 = -193884.863615 nChanged 14 SP:Iteration 18Q (685.628033 sec): 3 clusters Score: Raw -195611.253701 + Penalty 1723.668858 = -193887.584843 nChanged 7 SP:Iteration 19Q (685.711651 sec): 3 clusters Score: Raw -195612.662379 + Penalty 1723.668858 = -193888.993521 nChanged 7 SP:Iteration 20F (685.814156 sec): 3 clusters Score: Raw -195614.265441 + Penalty 1723.668858 = -193890.596583 nChanged 6 SP:Iteration 21Q (685.903695 sec): 3 clusters Score: Raw -195615.308065 + Penalty 1723.668858 = -193891.639207 nChanged 4 SP:Iteration 22Q (685.989864 sec): 3 clusters Score: Raw -195615.708512 + Penalty 1723.668858 = -193892.039654 nChanged 1 SP:Iteration 23Q (686.074063 sec): 3 clusters Score: Raw -195615.781004 + Penalty 1723.668858 = -193892.112146 nChanged 0 SP:Iteration 24F (686.166805 sec): 3 clusters Score: Raw -195615.781004 + Penalty 1723.668858 = -193892.112146 nChanged 0 Trying to split cluster 9 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (686.219081 sec): 2 clusters Score: Raw -13369.665060 + Penalty 629.365950 = -12740.299110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (686.288897 sec): 3 clusters Score: Raw -13357.257870 + Penalty 1258.731900 = -12098.525970 nChanged 128 SP:Iteration 1F (686.371665 sec): 3 clusters Score: Raw -13613.879126 + Penalty 1258.731900 = -12355.147226 nChanged 37 SP:Iteration 2F (686.441654 sec): 3 clusters Score: Raw -13683.241142 + Penalty 1258.731900 = -12424.509243 nChanged 21 SP:Iteration 3F (686.517728 sec): 3 clusters Score: Raw -13721.800809 + Penalty 1258.731900 = -12463.068910 nChanged 14 SP:Iteration 4Q (686.605214 sec): 3 clusters Score: Raw -13759.765417 + Penalty 1258.731900 = -12501.033518 nChanged 9 SP:Iteration 5Q (686.683764 sec): 3 clusters Score: Raw -13779.459553 + Penalty 1258.731900 = -12520.727654 nChanged 11 SP:Iteration 6Q (686.764463 sec): 3 clusters Score: Raw -13824.622494 + Penalty 1258.731900 = -12565.890594 nChanged 12 SP:Iteration 7Q (686.849708 sec): 3 clusters Score: Raw -13867.127413 + Penalty 1258.731900 = -12608.395513 nChanged 7 SP:Iteration 8Q (686.932149 sec): 3 clusters Score: Raw -13894.212159 + Penalty 1258.731900 = -12635.480260 nChanged 5 SP:Iteration 9Q (687.026792 sec): 3 clusters Score: Raw -13901.952962 + Penalty 1258.731900 = -12643.221062 nChanged 2 SP:Iteration 10Q (687.091890 sec): 3 clusters Score: Raw -13905.084547 + Penalty 1258.731900 = -12646.352647 nChanged 1 SP:Iteration 11Q (687.185105 sec): 3 clusters Score: Raw -13905.732719 + Penalty 1258.731900 = -12647.000819 nChanged 1 SP:Iteration 12Q (687.254270 sec): 3 clusters Score: Raw -13907.145938 + Penalty 1258.731900 = -12648.414038 nChanged 1 SP:Iteration 13Q (687.338275 sec): 3 clusters Score: Raw -13908.289474 + Penalty 1258.731900 = -12649.557574 nChanged 1 SP:Iteration 14Q (687.437855 sec): 3 clusters Score: Raw -13910.874792 + Penalty 1258.731900 = -12652.142892 nChanged 1 SP:Iteration 15Q (687.513161 sec): 3 clusters Score: Raw -13912.341193 + Penalty 1258.731900 = -12653.609293 nChanged 1 SP:Iteration 16Q (687.578548 sec): 3 clusters Score: Raw -13912.984739 + Penalty 1258.731900 = -12654.252839 nChanged 0 SP:Iteration 17F (687.669165 sec): 3 clusters Score: Raw -13912.984739 + Penalty 1258.731900 = -12654.252839 nChanged 0 Trying to split cluster 10 (1322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (687.702607 sec): 2 clusters Score: Raw -57741.226793 + Penalty 754.624607 = -56986.602186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (687.786397 sec): 3 clusters Score: Raw -57199.166752 + Penalty 1509.249214 = -55689.917538 nChanged 441 SP:Iteration 1F (687.883079 sec): 3 clusters Score: Raw -57568.581137 + Penalty 1509.249214 = -56059.331923 nChanged 113 SP:Iteration 2F (687.966591 sec): 3 clusters Score: Raw -57704.117772 + Penalty 1509.249214 = -56194.868557 nChanged 93 SP:Iteration 3F (688.040411 sec): 3 clusters Score: Raw -57822.665196 + Penalty 1509.249214 = -56313.415981 nChanged 83 SP:Iteration 4F (688.127249 sec): 3 clusters Score: Raw -57890.836143 + Penalty 1509.249214 = -56381.586929 nChanged 44 SP:Iteration 5Q (688.207419 sec): 3 clusters Score: Raw -57926.097376 + Penalty 1509.249214 = -56416.848162 nChanged 30 SP:Iteration 6Q (688.288307 sec): 3 clusters Score: Raw -57949.835125 + Penalty 1509.249214 = -56440.585911 nChanged 21 SP:Iteration 7Q (688.370431 sec): 3 clusters Score: Raw -57962.907159 + Penalty 1509.249214 = -56453.657945 nChanged 19 SP:Iteration 8Q (688.439519 sec): 3 clusters Score: Raw -57975.390235 + Penalty 1509.249214 = -56466.141021 nChanged 17 SP:Iteration 9Q (688.531104 sec): 3 clusters Score: Raw -57988.501736 + Penalty 1509.249214 = -56479.252522 nChanged 18 SP:Iteration 10Q (688.621077 sec): 3 clusters Score: Raw -58005.669484 + Penalty 1509.249214 = -56496.420270 nChanged 21 SP:Iteration 11Q (688.689444 sec): 3 clusters Score: Raw -58026.837620 + Penalty 1509.249214 = -56517.588405 nChanged 19 SP:Iteration 12Q (688.763767 sec): 3 clusters Score: Raw -58045.568465 + Penalty 1509.249214 = -56536.319251 nChanged 19 SP:Iteration 13Q (688.838241 sec): 3 clusters Score: Raw -58060.660397 + Penalty 1509.249214 = -56551.411182 nChanged 21 SP:Iteration 14Q (688.917509 sec): 3 clusters Score: Raw -58078.958988 + Penalty 1509.249214 = -56569.709774 nChanged 15 SP:Iteration 15Q (689.007898 sec): 3 clusters Score: Raw -58098.942886 + Penalty 1509.249214 = -56589.693672 nChanged 16 SP:Iteration 16Q (689.070643 sec): 3 clusters Score: Raw -58122.982224 + Penalty 1509.249214 = -56613.733009 nChanged 17 SP:Iteration 17Q (689.151682 sec): 3 clusters Score: Raw -58148.344833 + Penalty 1509.249214 = -56639.095619 nChanged 21 SP:Iteration 18Q (689.224373 sec): 3 clusters Score: Raw -58169.903694 + Penalty 1509.249214 = -56660.654480 nChanged 18 SP:Iteration 19Q (689.321473 sec): 3 clusters Score: Raw -58188.153777 + Penalty 1509.249214 = -56678.904563 nChanged 13 SP:Iteration 20F (689.401404 sec): 3 clusters Score: Raw -58202.559725 + Penalty 1509.249214 = -56693.310511 nChanged 11 SP:Iteration 21Q (689.474311 sec): 3 clusters Score: Raw -58207.058774 + Penalty 1509.249214 = -56697.809560 nChanged 7 SP:Iteration 22Q (689.533757 sec): 3 clusters Score: Raw -58209.834139 + Penalty 1509.249214 = -56700.584925 nChanged 5 SP:Iteration 23Q (689.616741 sec): 3 clusters Score: Raw -58212.201730 + Penalty 1509.249214 = -56702.952516 nChanged 4 SP:Iteration 24Q (689.692524 sec): 3 clusters Score: Raw -58213.782434 + Penalty 1509.249214 = -56704.533219 nChanged 4 SP:Iteration 25Q (689.766474 sec): 3 clusters Score: Raw -58215.590552 + Penalty 1509.249214 = -56706.341337 nChanged 2 SP:Iteration 26Q (689.842862 sec): 3 clusters Score: Raw -58216.494948 + Penalty 1509.249214 = -56707.245734 nChanged 2 SP:Iteration 27Q (689.910620 sec): 3 clusters Score: Raw -58218.099559 + Penalty 1509.249214 = -56708.850344 nChanged 1 SP:Iteration 28Q (689.989249 sec): 3 clusters Score: Raw -58218.302896 + Penalty 1509.249214 = -56709.053681 nChanged 0 SP:Iteration 29F (690.071069 sec): 3 clusters Score: Raw -58218.302896 + Penalty 1509.249214 = -56709.053681 nChanged 0 Trying to split cluster 11 (2751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (690.129417 sec): 2 clusters Score: Raw -152225.390499 + Penalty 831.570575 = -151393.819924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (690.190138 sec): 3 clusters Score: Raw -150854.118642 + Penalty 1663.141150 = -149190.977492 nChanged 1073 SP:Iteration 1F (690.278060 sec): 3 clusters Score: Raw -151494.832082 + Penalty 1663.141150 = -149831.690933 nChanged 234 SP:Iteration 2F (690.356814 sec): 3 clusters Score: Raw -151654.562834 + Penalty 1663.141150 = -149991.421685 nChanged 169 SP:Iteration 3F (690.444479 sec): 3 clusters Score: Raw -151754.514438 + Penalty 1663.141150 = -150091.373288 nChanged 109 SP:Iteration 4Q (690.522871 sec): 3 clusters Score: Raw -151810.518414 + Penalty 1663.141150 = -150147.377264 nChanged 87 SP:Iteration 5Q (690.623121 sec): 3 clusters Score: Raw -151858.675089 + Penalty 1663.141150 = -150195.533939 nChanged 76 SP:Iteration 6Q (690.693121 sec): 3 clusters Score: Raw -151894.154249 + Penalty 1663.141150 = -150231.013099 nChanged 58 SP:Iteration 7Q (690.771880 sec): 3 clusters Score: Raw -151933.859324 + Penalty 1663.141150 = -150270.718174 nChanged 68 SP:Iteration 8Q (690.860987 sec): 3 clusters Score: Raw -151972.051508 + Penalty 1663.141150 = -150308.910358 nChanged 69 SP:Iteration 9Q (690.939715 sec): 3 clusters Score: Raw -152014.968210 + Penalty 1663.141150 = -150351.827060 nChanged 67 SP:Iteration 10Q (691.033023 sec): 3 clusters Score: Raw -152057.335602 + Penalty 1663.141150 = -150394.194452 nChanged 70 SP:Iteration 11Q (691.110032 sec): 3 clusters Score: Raw -152102.071589 + Penalty 1663.141150 = -150438.930439 nChanged 71 SP:Iteration 12Q (691.193217 sec): 3 clusters Score: Raw -152157.167218 + Penalty 1663.141150 = -150494.026068 nChanged 72 SP:Iteration 13Q (691.278222 sec): 3 clusters Score: Raw -152212.764445 + Penalty 1663.141150 = -150549.623295 nChanged 75 SP:Iteration 14Q (691.335418 sec): 3 clusters Score: Raw -152266.087097 + Penalty 1663.141150 = -150602.945947 nChanged 76 SP:Iteration 15Q (691.442329 sec): 3 clusters Score: Raw -152330.938236 + Penalty 1663.141150 = -150667.797086 nChanged 77 SP:Iteration 16Q (691.510643 sec): 3 clusters Score: Raw -152392.092198 + Penalty 1663.141150 = -150728.951048 nChanged 73 SP:Iteration 17Q (691.606996 sec): 3 clusters Score: Raw -152448.267026 + Penalty 1663.141150 = -150785.125876 nChanged 66 SP:Iteration 18Q (691.681788 sec): 3 clusters Score: Raw -152497.121202 + Penalty 1663.141150 = -150833.980052 nChanged 54 SP:Iteration 19Q (691.770759 sec): 3 clusters Score: Raw -152538.530629 + Penalty 1663.141150 = -150875.389479 nChanged 49 SP:Iteration 20F (691.841208 sec): 3 clusters Score: Raw -152574.240789 + Penalty 1663.141150 = -150911.099640 nChanged 45 SP:Iteration 21Q (691.927983 sec): 3 clusters Score: Raw -152606.810786 + Penalty 1663.141150 = -150943.669636 nChanged 45 SP:Iteration 22Q (692.001744 sec): 3 clusters Score: Raw -152633.257168 + Penalty 1663.141150 = -150970.116018 nChanged 40 SP:Iteration 23Q (692.095685 sec): 3 clusters Score: Raw -152656.373512 + Penalty 1663.141150 = -150993.232363 nChanged 28 SP:Iteration 24Q (692.166662 sec): 3 clusters Score: Raw -152675.696261 + Penalty 1663.141150 = -151012.555111 nChanged 23 SP:Iteration 25Q (692.237406 sec): 3 clusters Score: Raw -152686.520853 + Penalty 1663.141150 = -151023.379703 nChanged 15 SP:Iteration 26Q (692.310401 sec): 3 clusters Score: Raw -152692.305011 + Penalty 1663.141150 = -151029.163862 nChanged 7 SP:Iteration 27Q (692.400679 sec): 3 clusters Score: Raw -152695.350177 + Penalty 1663.141150 = -151032.209027 nChanged 4 SP:Iteration 28Q (692.469997 sec): 3 clusters Score: Raw -152698.029675 + Penalty 1663.141150 = -151034.888525 nChanged 9 SP:Iteration 29Q (692.566930 sec): 3 clusters Score: Raw -152700.818343 + Penalty 1663.141150 = -151037.677193 nChanged 4 SP:Iteration 30Q (692.629464 sec): 3 clusters Score: Raw -152701.916946 + Penalty 1663.141150 = -151038.775797 nChanged 4 SP:Iteration 31Q (692.720500 sec): 3 clusters Score: Raw -152704.425053 + Penalty 1663.141150 = -151041.283903 nChanged 4 SP:Iteration 32Q (692.805583 sec): 3 clusters Score: Raw -152705.602082 + Penalty 1663.141150 = -151042.460932 nChanged 3 SP:Iteration 33Q (692.884293 sec): 3 clusters Score: Raw -152706.268852 + Penalty 1663.141150 = -151043.127702 nChanged 3 SP:Iteration 34Q (692.977140 sec): 3 clusters Score: Raw -152708.189632 + Penalty 1663.141150 = -151045.048482 nChanged 5 SP:Iteration 35Q (693.065480 sec): 3 clusters Score: Raw -152710.313670 + Penalty 1663.141150 = -151047.172520 nChanged 6 SP:Iteration 36Q (693.137088 sec): 3 clusters Score: Raw -152711.967318 + Penalty 1663.141150 = -151048.826168 nChanged 3 SP:Iteration 37Q (693.215301 sec): 3 clusters Score: Raw -152713.021090 + Penalty 1663.141150 = -151049.879940 nChanged 5 SP:Iteration 38Q (693.304279 sec): 3 clusters Score: Raw -152715.257719 + Penalty 1663.141150 = -151052.116569 nChanged 5 SP:Iteration 39Q (693.367557 sec): 3 clusters Score: Raw -152716.949354 + Penalty 1663.141150 = -151053.808204 nChanged 3 SP:Iteration 40F (693.458043 sec): 3 clusters Score: Raw -152718.060801 + Penalty 1663.141150 = -151054.919651 nChanged 3 SP:Iteration 41Q (693.531404 sec): 3 clusters Score: Raw -152718.825133 + Penalty 1663.141150 = -151055.683983 nChanged 3 SP:Iteration 42Q (693.628784 sec): 3 clusters Score: Raw -152719.628998 + Penalty 1663.141150 = -151056.487849 nChanged 2 SP:Iteration 43Q (693.710988 sec): 3 clusters Score: Raw -152719.969588 + Penalty 1663.141150 = -151056.828438 nChanged 2 SP:Iteration 44Q (693.798103 sec): 3 clusters Score: Raw -152720.481211 + Penalty 1663.141150 = -151057.340061 nChanged 1 SP:Iteration 45Q (693.884121 sec): 3 clusters Score: Raw -152720.522239 + Penalty 1663.141150 = -151057.381090 nChanged 0 SP:Iteration 46F (693.953193 sec): 3 clusters Score: Raw -152720.522239 + Penalty 1663.141150 = -151057.381090 nChanged 0 Trying to split cluster 12 (1340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (693.985629 sec): 2 clusters Score: Raw -60933.361545 + Penalty 756.044614 = -60177.316931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (694.052383 sec): 3 clusters Score: Raw -60340.857554 + Penalty 1512.089228 = -58828.768326 nChanged 478 SP:Iteration 1F (694.141595 sec): 3 clusters Score: Raw -60722.935290 + Penalty 1512.089228 = -59210.846062 nChanged 149 SP:Iteration 2F (694.217204 sec): 3 clusters Score: Raw -60912.168656 + Penalty 1512.089228 = -59400.079428 nChanged 98 SP:Iteration 3F (694.250338 sec): 3 clusters Score: Raw -61014.782918 + Penalty 1512.089228 = -59502.693691 nChanged 73 SP:Iteration 4F (694.262019 sec): 3 clusters Score: Raw -61082.450460 + Penalty 1512.089228 = -59570.361232 nChanged 52 SP:Iteration 5Q (694.273668 sec): 3 clusters Score: Raw -61124.583901 + Penalty 1512.089228 = -59612.494674 nChanged 23 SP:Iteration 6Q (694.285270 sec): 3 clusters Score: Raw -61140.019254 + Penalty 1512.089228 = -59627.930027 nChanged 18 SP:Iteration 7Q (694.296898 sec): 3 clusters Score: Raw -61152.837501 + Penalty 1512.089228 = -59640.748273 nChanged 12 SP:Iteration 8Q (694.363453 sec): 3 clusters Score: Raw -61160.259467 + Penalty 1512.089228 = -59648.170240 nChanged 9 SP:Iteration 9Q (694.437591 sec): 3 clusters Score: Raw -61165.656320 + Penalty 1512.089228 = -59653.567093 nChanged 11 SP:Iteration 10Q (694.527628 sec): 3 clusters Score: Raw -61174.433971 + Penalty 1512.089228 = -59662.344744 nChanged 11 SP:Iteration 11Q (694.601466 sec): 3 clusters Score: Raw -61178.854246 + Penalty 1512.089228 = -59666.765018 nChanged 3 SP:Iteration 12Q (694.665643 sec): 3 clusters Score: Raw -61180.005330 + Penalty 1512.089228 = -59667.916103 nChanged 2 SP:Iteration 13Q (694.745017 sec): 3 clusters Score: Raw -61180.807770 + Penalty 1512.089228 = -59668.718543 nChanged 2 SP:Iteration 14Q (694.809105 sec): 3 clusters Score: Raw -61182.238839 + Penalty 1512.089228 = -59670.149611 nChanged 2 SP:Iteration 15Q (694.900145 sec): 3 clusters Score: Raw -61182.994104 + Penalty 1512.089228 = -59670.904877 nChanged 1 SP:Iteration 16Q (694.986593 sec): 3 clusters Score: Raw -61183.672860 + Penalty 1512.089228 = -59671.583632 nChanged 1 SP:Iteration 17Q (695.046185 sec): 3 clusters Score: Raw -61183.801714 + Penalty 1512.089228 = -59671.712486 nChanged 0 SP:Iteration 18F (695.122654 sec): 3 clusters Score: Raw -61183.801714 + Penalty 1512.089228 = -59671.712486 nChanged 0 Trying to split cluster 13 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (695.166987 sec): 2 clusters Score: Raw -50988.182747 + Penalty 735.321873 = -50252.860874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (695.255130 sec): 3 clusters Score: Raw -50570.062556 + Penalty 1470.643746 = -49099.418810 nChanged 373 SP:Iteration 1F (695.362974 sec): 3 clusters Score: Raw -50839.733403 + Penalty 1470.643746 = -49369.089656 nChanged 81 SP:Iteration 2F (695.462120 sec): 3 clusters Score: Raw -50927.786314 + Penalty 1470.643746 = -49457.142568 nChanged 58 SP:Iteration 3F (695.543843 sec): 3 clusters Score: Raw -50993.674021 + Penalty 1470.643746 = -49523.030275 nChanged 55 SP:Iteration 4Q (695.627473 sec): 3 clusters Score: Raw -51052.292589 + Penalty 1470.643746 = -49581.648842 nChanged 37 SP:Iteration 5Q (695.719632 sec): 3 clusters Score: Raw -51075.199124 + Penalty 1470.643746 = -49604.555377 nChanged 17 SP:Iteration 6Q (695.793588 sec): 3 clusters Score: Raw -51089.561160 + Penalty 1470.643746 = -49618.917414 nChanged 19 SP:Iteration 7Q (695.879788 sec): 3 clusters Score: Raw -51102.592241 + Penalty 1470.643746 = -49631.948494 nChanged 15 SP:Iteration 8Q (695.989406 sec): 3 clusters Score: Raw -51116.133484 + Penalty 1470.643746 = -49645.489738 nChanged 16 SP:Iteration 9Q (696.064904 sec): 3 clusters Score: Raw -51126.725274 + Penalty 1470.643746 = -49656.081527 nChanged 16 SP:Iteration 10Q (696.170797 sec): 3 clusters Score: Raw -51145.949209 + Penalty 1470.643746 = -49675.305463 nChanged 16 SP:Iteration 11Q (696.248023 sec): 3 clusters Score: Raw -51164.150005 + Penalty 1470.643746 = -49693.506258 nChanged 19 SP:Iteration 12Q (696.312784 sec): 3 clusters Score: Raw -51181.368281 + Penalty 1470.643746 = -49710.724535 nChanged 16 SP:Iteration 13Q (696.384657 sec): 3 clusters Score: Raw -51194.490316 + Penalty 1470.643746 = -49723.846570 nChanged 15 SP:Iteration 14Q (696.480180 sec): 3 clusters Score: Raw -51204.946233 + Penalty 1470.643746 = -49734.302486 nChanged 10 SP:Iteration 15Q (696.583538 sec): 3 clusters Score: Raw -51216.820813 + Penalty 1470.643746 = -49746.177066 nChanged 10 SP:Iteration 16Q (696.673701 sec): 3 clusters Score: Raw -51226.851655 + Penalty 1470.643746 = -49756.207909 nChanged 11 SP:Iteration 17Q (696.738410 sec): 3 clusters Score: Raw -51238.091033 + Penalty 1470.643746 = -49767.447287 nChanged 12 SP:Iteration 18Q (696.829182 sec): 3 clusters Score: Raw -51251.656559 + Penalty 1470.643746 = -49781.012813 nChanged 11 SP:Iteration 19Q (696.922904 sec): 3 clusters Score: Raw -51262.947778 + Penalty 1470.643746 = -49792.304032 nChanged 11 SP:Iteration 20F (697.002527 sec): 3 clusters Score: Raw -51269.112622 + Penalty 1470.643746 = -49798.468876 nChanged 5 SP:Iteration 21Q (697.082278 sec): 3 clusters Score: Raw -51273.706824 + Penalty 1470.643746 = -49803.063078 nChanged 6 SP:Iteration 22Q (697.156222 sec): 3 clusters Score: Raw -51276.951796 + Penalty 1470.643746 = -49806.308049 nChanged 2 SP:Iteration 23Q (697.242714 sec): 3 clusters Score: Raw -51277.463507 + Penalty 1470.643746 = -49806.819760 nChanged 2 SP:Iteration 24Q (697.312022 sec): 3 clusters Score: Raw -51278.323100 + Penalty 1470.643746 = -49807.679354 nChanged 3 SP:Iteration 25Q (697.385738 sec): 3 clusters Score: Raw -51280.610032 + Penalty 1470.643746 = -49809.966286 nChanged 1 SP:Iteration 26Q (697.470892 sec): 3 clusters Score: Raw -51281.432237 + Penalty 1470.643746 = -49810.788491 nChanged 1 SP:Iteration 27Q (697.556339 sec): 3 clusters Score: Raw -51281.620368 + Penalty 1470.643746 = -49810.976622 nChanged 0 SP:Iteration 28F (697.666139 sec): 3 clusters Score: Raw -51281.620368 + Penalty 1470.643746 = -49810.976622 nChanged 0 Trying to split cluster 14 (2755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (697.694103 sec): 2 clusters Score: Raw -149033.473418 + Penalty 831.723136 = -148201.750282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (697.782807 sec): 3 clusters Score: Raw -147639.929343 + Penalty 1663.446272 = -145976.483072 nChanged 1111 SP:Iteration 1F (697.856454 sec): 3 clusters Score: Raw -148357.471614 + Penalty 1663.446272 = -146694.025342 nChanged 223 SP:Iteration 2F (697.946692 sec): 3 clusters Score: Raw -148544.637118 + Penalty 1663.446272 = -146881.190846 nChanged 165 SP:Iteration 3F (698.030096 sec): 3 clusters Score: Raw -148682.987472 + Penalty 1663.446272 = -147019.541200 nChanged 163 SP:Iteration 4F (698.114425 sec): 3 clusters Score: Raw -148817.929234 + Penalty 1663.446272 = -147154.482962 nChanged 137 SP:Iteration 5Q (698.201626 sec): 3 clusters Score: Raw -148926.973696 + Penalty 1663.446272 = -147263.527425 nChanged 110 SP:Iteration 6Q (698.270827 sec): 3 clusters Score: Raw -149006.863691 + Penalty 1663.446272 = -147343.417420 nChanged 96 SP:Iteration 7Q (698.365518 sec): 3 clusters Score: Raw -149077.073289 + Penalty 1663.446272 = -147413.627017 nChanged 73 SP:Iteration 8Q (698.459832 sec): 3 clusters Score: Raw -149123.238659 + Penalty 1663.446272 = -147459.792387 nChanged 54 SP:Iteration 9Q (698.535855 sec): 3 clusters Score: Raw -149159.163908 + Penalty 1663.446272 = -147495.717637 nChanged 46 SP:Iteration 10Q (698.629094 sec): 3 clusters Score: Raw -149191.669451 + Penalty 1663.446272 = -147528.223180 nChanged 42 SP:Iteration 11Q (698.728393 sec): 3 clusters Score: Raw -149216.691745 + Penalty 1663.446272 = -147553.245473 nChanged 38 SP:Iteration 12Q (698.824966 sec): 3 clusters Score: Raw -149238.199402 + Penalty 1663.446272 = -147574.753130 nChanged 28 SP:Iteration 13Q (698.912347 sec): 3 clusters Score: Raw -149253.660545 + Penalty 1663.446272 = -147590.214273 nChanged 24 SP:Iteration 14Q (698.984078 sec): 3 clusters Score: Raw -149264.353071 + Penalty 1663.446272 = -147600.906799 nChanged 24 SP:Iteration 15Q (699.075669 sec): 3 clusters Score: Raw -149274.448674 + Penalty 1663.446272 = -147611.002402 nChanged 19 SP:Iteration 16Q (699.145837 sec): 3 clusters Score: Raw -149284.113836 + Penalty 1663.446272 = -147620.667564 nChanged 16 SP:Iteration 17Q (699.238515 sec): 3 clusters Score: Raw -149290.437700 + Penalty 1663.446272 = -147626.991428 nChanged 11 SP:Iteration 18Q (699.332642 sec): 3 clusters Score: Raw -149294.599158 + Penalty 1663.446272 = -147631.152886 nChanged 6 SP:Iteration 19Q (699.392372 sec): 3 clusters Score: Raw -149297.460711 + Penalty 1663.446272 = -147634.014440 nChanged 5 SP:Iteration 20F (699.487192 sec): 3 clusters Score: Raw -149298.825702 + Penalty 1663.446272 = -147635.379430 nChanged 1 SP:Iteration 21Q (699.563922 sec): 3 clusters Score: Raw -149300.222513 + Penalty 1663.446272 = -147636.776241 nChanged 1 SP:Iteration 22Q (699.671799 sec): 3 clusters Score: Raw -149300.895195 + Penalty 1663.446272 = -147637.448924 nChanged 4 SP:Iteration 23Q (699.759328 sec): 3 clusters Score: Raw -149302.164395 + Penalty 1663.446272 = -147638.718124 nChanged 3 SP:Iteration 24Q (699.848447 sec): 3 clusters Score: Raw -149302.943882 + Penalty 1663.446272 = -147639.497610 nChanged 4 SP:Iteration 25Q (699.940459 sec): 3 clusters Score: Raw -149304.026512 + Penalty 1663.446272 = -147640.580240 nChanged 3 SP:Iteration 26Q (700.024103 sec): 3 clusters Score: Raw -149304.794725 + Penalty 1663.446272 = -147641.348454 nChanged 2 SP:Iteration 27Q (700.123821 sec): 3 clusters Score: Raw -149305.404648 + Penalty 1663.446272 = -147641.958376 nChanged 3 SP:Iteration 28Q (700.226051 sec): 3 clusters Score: Raw -149306.344891 + Penalty 1663.446272 = -147642.898619 nChanged 1 SP:Iteration 29Q (700.325577 sec): 3 clusters Score: Raw -149306.984651 + Penalty 1663.446272 = -147643.538380 nChanged 0 SP:Iteration 30F (700.405845 sec): 3 clusters Score: Raw -149306.984651 + Penalty 1663.446272 = -147643.538380 nChanged 0 Trying to split cluster 15 (2164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.458790 sec): 2 clusters Score: Raw -100906.267086 + Penalty 806.369932 = -100099.897154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.573752 sec): 3 clusters Score: Raw -99869.917259 + Penalty 1612.739864 = -98257.177394 nChanged 817 SP:Iteration 1F (700.638201 sec): 3 clusters Score: Raw -100411.452493 + Penalty 1612.739864 = -98798.712629 nChanged 194 SP:Iteration 2F (700.727532 sec): 3 clusters Score: Raw -100573.901718 + Penalty 1612.739864 = -98961.161853 nChanged 129 SP:Iteration 3F (700.837585 sec): 3 clusters Score: Raw -100703.817537 + Penalty 1612.739864 = -99091.077673 nChanged 132 SP:Iteration 4F (700.901453 sec): 3 clusters Score: Raw -100835.013093 + Penalty 1612.739864 = -99222.273229 nChanged 112 SP:Iteration 5F (700.988739 sec): 3 clusters Score: Raw -100944.898187 + Penalty 1612.739864 = -99332.158323 nChanged 92 SP:Iteration 6Q (701.093471 sec): 3 clusters Score: Raw -101030.573129 + Penalty 1612.739864 = -99417.833264 nChanged 64 SP:Iteration 7Q (701.183037 sec): 3 clusters Score: Raw -101077.904072 + Penalty 1612.739864 = -99465.164207 nChanged 47 SP:Iteration 8Q (701.258802 sec): 3 clusters Score: Raw -101111.962056 + Penalty 1612.739864 = -99499.222191 nChanged 40 SP:Iteration 9Q (701.345593 sec): 3 clusters Score: Raw -101134.611651 + Penalty 1612.739864 = -99521.871786 nChanged 29 SP:Iteration 10Q (701.441808 sec): 3 clusters Score: Raw -101149.559870 + Penalty 1612.739864 = -99536.820006 nChanged 21 SP:Iteration 11Q (701.536800 sec): 3 clusters Score: Raw -101158.064133 + Penalty 1612.739864 = -99545.324268 nChanged 13 SP:Iteration 12Q (701.641976 sec): 3 clusters Score: Raw -101164.062491 + Penalty 1612.739864 = -99551.322626 nChanged 9 SP:Iteration 13Q (701.707295 sec): 3 clusters Score: Raw -101167.226619 + Penalty 1612.739864 = -99554.486754 nChanged 8 SP:Iteration 14Q (701.807913 sec): 3 clusters Score: Raw -101170.173418 + Penalty 1612.739864 = -99557.433553 nChanged 7 SP:Iteration 15Q (701.898815 sec): 3 clusters Score: Raw -101173.493138 + Penalty 1612.739864 = -99560.753274 nChanged 8 SP:Iteration 16Q (701.978242 sec): 3 clusters Score: Raw -101177.283616 + Penalty 1612.739864 = -99564.543752 nChanged 10 SP:Iteration 17Q (702.088939 sec): 3 clusters Score: Raw -101180.431297 + Penalty 1612.739864 = -99567.691432 nChanged 5 SP:Iteration 18Q (702.188999 sec): 3 clusters Score: Raw -101182.507634 + Penalty 1612.739864 = -99569.767770 nChanged 8 SP:Iteration 19Q (702.274639 sec): 3 clusters Score: Raw -101186.910621 + Penalty 1612.739864 = -99574.170756 nChanged 9 SP:Iteration 20F (702.389872 sec): 3 clusters Score: Raw -101191.305495 + Penalty 1612.739864 = -99578.565630 nChanged 9 SP:Iteration 21Q (702.476284 sec): 3 clusters Score: Raw -101194.781259 + Penalty 1612.739864 = -99582.041395 nChanged 9 SP:Iteration 22Q (702.575991 sec): 3 clusters Score: Raw -101197.912493 + Penalty 1612.739864 = -99585.172628 nChanged 6 SP:Iteration 23Q (702.667546 sec): 3 clusters Score: Raw -101200.585753 + Penalty 1612.739864 = -99587.845889 nChanged 4 SP:Iteration 24Q (702.732162 sec): 3 clusters Score: Raw -101202.114626 + Penalty 1612.739864 = -99589.374761 nChanged 3 SP:Iteration 25Q (702.838970 sec): 3 clusters Score: Raw -101203.064372 + Penalty 1612.739864 = -99590.324508 nChanged 1 SP:Iteration 26Q (702.952573 sec): 3 clusters Score: Raw -101203.971465 + Penalty 1612.739864 = -99591.231601 nChanged 2 SP:Iteration 27Q (703.046629 sec): 3 clusters Score: Raw -101205.387973 + Penalty 1612.739864 = -99592.648108 nChanged 7 SP:Iteration 28Q (703.127874 sec): 3 clusters Score: Raw -101207.748492 + Penalty 1612.739864 = -99595.008628 nChanged 5 SP:Iteration 29Q (703.236323 sec): 3 clusters Score: Raw -101209.522464 + Penalty 1612.739864 = -99596.782600 nChanged 5 SP:Iteration 30Q (703.339147 sec): 3 clusters Score: Raw -101211.494988 + Penalty 1612.739864 = -99598.755124 nChanged 3 SP:Iteration 31Q (703.430219 sec): 3 clusters Score: Raw -101214.356477 + Penalty 1612.739864 = -99601.616613 nChanged 6 SP:Iteration 32Q (703.534491 sec): 3 clusters Score: Raw -101217.852345 + Penalty 1612.739864 = -99605.112480 nChanged 7 SP:Iteration 33Q (703.628410 sec): 3 clusters Score: Raw -101222.544411 + Penalty 1612.739864 = -99609.804546 nChanged 2 SP:Iteration 34Q (703.726435 sec): 3 clusters Score: Raw -101223.864889 + Penalty 1612.739864 = -99611.125025 nChanged 3 SP:Iteration 35Q (703.823659 sec): 3 clusters Score: Raw -101225.978538 + Penalty 1612.739864 = -99613.238674 nChanged 2 SP:Iteration 36Q (703.943992 sec): 3 clusters Score: Raw -101227.255523 + Penalty 1612.739864 = -99614.515659 nChanged 3 SP:Iteration 37Q (704.025038 sec): 3 clusters Score: Raw -101228.786504 + Penalty 1612.739864 = -99616.046639 nChanged 1 SP:Iteration 38Q (704.138245 sec): 3 clusters Score: Raw -101229.060696 + Penalty 1612.739864 = -99616.320832 nChanged 3 SP:Iteration 39Q (704.231781 sec): 3 clusters Score: Raw -101230.469337 + Penalty 1612.739864 = -99617.729472 nChanged 4 SP:Iteration 40F (704.332156 sec): 3 clusters Score: Raw -101231.622630 + Penalty 1612.739864 = -99618.882766 nChanged 1 SP:Iteration 41Q (704.452516 sec): 3 clusters Score: Raw -101231.842986 + Penalty 1612.739864 = -99619.103122 nChanged 1 SP:Iteration 42Q (704.541696 sec): 3 clusters Score: Raw -101232.008154 + Penalty 1612.739864 = -99619.268289 nChanged 1 SP:Iteration 43Q (704.667977 sec): 3 clusters Score: Raw -101232.185844 + Penalty 1612.739864 = -99619.445980 nChanged 2 SP:Iteration 44Q (704.753545 sec): 3 clusters Score: Raw -101232.502690 + Penalty 1612.739864 = -99619.762825 nChanged 0 SP:Iteration 45F (704.889324 sec): 3 clusters Score: Raw -101232.502690 + Penalty 1612.739864 = -99619.762825 nChanged 0 Trying to split cluster 16 (5861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (704.977289 sec): 2 clusters Score: Raw -335206.066497 + Penalty 910.987929 = -334295.078568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.088517 sec): 3 clusters Score: Raw -331931.884285 + Penalty 1821.975858 = -330109.908426 nChanged 2485 SP:Iteration 1F (705.215673 sec): 3 clusters Score: Raw -333336.582934 + Penalty 1821.975858 = -331514.607076 nChanged 415 SP:Iteration 2F (705.316531 sec): 3 clusters Score: Raw -333581.077500 + Penalty 1821.975858 = -331759.101641 nChanged 386 SP:Iteration 3F (705.404068 sec): 3 clusters Score: Raw -333820.797133 + Penalty 1821.975858 = -331998.821274 nChanged 405 SP:Iteration 4F (705.511194 sec): 3 clusters Score: Raw -334081.611793 + Penalty 1821.975858 = -332259.635934 nChanged 320 SP:Iteration 5F (705.621393 sec): 3 clusters Score: Raw -334285.456749 + Penalty 1821.975858 = -332463.480891 nChanged 303 SP:Iteration 6F (705.742162 sec): 3 clusters Score: Raw -334461.074145 + Penalty 1821.975858 = -332639.098287 nChanged 242 SP:Iteration 7Q (705.847381 sec): 3 clusters Score: Raw -334587.902023 + Penalty 1821.975858 = -332765.926165 nChanged 234 SP:Iteration 8Q (705.978010 sec): 3 clusters Score: Raw -334706.949932 + Penalty 1821.975858 = -332884.974074 nChanged 167 SP:Iteration 9Q (706.069993 sec): 3 clusters Score: Raw -334788.102546 + Penalty 1821.975858 = -332966.126687 nChanged 133 SP:Iteration 10Q (706.202620 sec): 3 clusters Score: Raw -334855.325263 + Penalty 1821.975858 = -333033.349404 nChanged 133 SP:Iteration 11Q (706.308960 sec): 3 clusters Score: Raw -334925.937041 + Penalty 1821.975858 = -333103.961183 nChanged 110 SP:Iteration 12Q (706.406086 sec): 3 clusters Score: Raw -334990.393561 + Penalty 1821.975858 = -333168.417703 nChanged 87 SP:Iteration 13Q (706.517636 sec): 3 clusters Score: Raw -335036.300164 + Penalty 1821.975858 = -333214.324306 nChanged 78 SP:Iteration 14Q (706.621318 sec): 3 clusters Score: Raw -335071.626515 + Penalty 1821.975858 = -333249.650656 nChanged 68 SP:Iteration 15Q (706.737032 sec): 3 clusters Score: Raw -335107.505319 + Penalty 1821.975858 = -333285.529460 nChanged 62 SP:Iteration 16Q (706.845606 sec): 3 clusters Score: Raw -335137.565609 + Penalty 1821.975858 = -333315.589751 nChanged 57 SP:Iteration 17Q (706.937974 sec): 3 clusters Score: Raw -335167.228687 + Penalty 1821.975858 = -333345.252828 nChanged 54 SP:Iteration 18Q (707.057869 sec): 3 clusters Score: Raw -335189.862571 + Penalty 1821.975858 = -333367.886713 nChanged 52 SP:Iteration 19Q (707.150106 sec): 3 clusters Score: Raw -335213.348038 + Penalty 1821.975858 = -333391.372180 nChanged 40 SP:Iteration 20F (707.262843 sec): 3 clusters Score: Raw -335226.012548 + Penalty 1821.975858 = -333404.036689 nChanged 33 SP:Iteration 21Q (707.376685 sec): 3 clusters Score: Raw -335235.532112 + Penalty 1821.975858 = -333413.556254 nChanged 26 SP:Iteration 22Q (707.492598 sec): 3 clusters Score: Raw -335245.630868 + Penalty 1821.975858 = -333423.655009 nChanged 29 SP:Iteration 23Q (707.591483 sec): 3 clusters Score: Raw -335254.986869 + Penalty 1821.975858 = -333433.011011 nChanged 23 SP:Iteration 24Q (707.704245 sec): 3 clusters Score: Raw -335262.414424 + Penalty 1821.975858 = -333440.438566 nChanged 24 SP:Iteration 25Q (707.835539 sec): 3 clusters Score: Raw -335270.059431 + Penalty 1821.975858 = -333448.083573 nChanged 26 SP:Iteration 26Q (707.926832 sec): 3 clusters Score: Raw -335278.459541 + Penalty 1821.975858 = -333456.483683 nChanged 26 SP:Iteration 27Q (708.027664 sec): 3 clusters Score: Raw -335287.237562 + Penalty 1821.975858 = -333465.261703 nChanged 24 SP:Iteration 28Q (708.162878 sec): 3 clusters Score: Raw -335294.492002 + Penalty 1821.975858 = -333472.516144 nChanged 21 SP:Iteration 29Q (708.247252 sec): 3 clusters Score: Raw -335301.739631 + Penalty 1821.975858 = -333479.763772 nChanged 22 SP:Iteration 30Q (708.351679 sec): 3 clusters Score: Raw -335309.969144 + Penalty 1821.975858 = -333487.993286 nChanged 25 SP:Iteration 31Q (708.475455 sec): 3 clusters Score: Raw -335317.566899 + Penalty 1821.975858 = -333495.591041 nChanged 17 SP:Iteration 32Q (708.562457 sec): 3 clusters Score: Raw -335325.178863 + Penalty 1821.975858 = -333503.203004 nChanged 18 SP:Iteration 33Q (708.671240 sec): 3 clusters Score: Raw -335332.733315 + Penalty 1821.975858 = -333510.757457 nChanged 22 SP:Iteration 34Q (708.775383 sec): 3 clusters Score: Raw -335341.857253 + Penalty 1821.975858 = -333519.881394 nChanged 14 SP:Iteration 35Q (708.880096 sec): 3 clusters Score: Raw -335346.424889 + Penalty 1821.975858 = -333524.449031 nChanged 9 SP:Iteration 36Q (708.975793 sec): 3 clusters Score: Raw -335349.885777 + Penalty 1821.975858 = -333527.909919 nChanged 9 SP:Iteration 37Q (709.103676 sec): 3 clusters Score: Raw -335353.407555 + Penalty 1821.975858 = -333531.431696 nChanged 11 SP:Iteration 38Q (709.200410 sec): 3 clusters Score: Raw -335356.180415 + Penalty 1821.975858 = -333534.204557 nChanged 10 SP:Iteration 39Q (709.315004 sec): 3 clusters Score: Raw -335359.187021 + Penalty 1821.975858 = -333537.211163 nChanged 8 SP:Iteration 40F (709.435982 sec): 3 clusters Score: Raw -335361.485147 + Penalty 1821.975858 = -333539.509288 nChanged 6 SP:Iteration 41Q (709.546422 sec): 3 clusters Score: Raw -335363.316301 + Penalty 1821.975858 = -333541.340443 nChanged 4 SP:Iteration 42Q (709.661755 sec): 3 clusters Score: Raw -335364.313983 + Penalty 1821.975858 = -333542.338124 nChanged 6 SP:Iteration 43Q (709.756817 sec): 3 clusters Score: Raw -335366.394468 + Penalty 1821.975858 = -333544.418609 nChanged 5 SP:Iteration 44Q (709.864826 sec): 3 clusters Score: Raw -335368.514916 + Penalty 1821.975858 = -333546.539058 nChanged 8 SP:Iteration 45Q (709.976487 sec): 3 clusters Score: Raw -335371.032250 + Penalty 1821.975858 = -333549.056392 nChanged 5 SP:Iteration 46Q (710.082334 sec): 3 clusters Score: Raw -335373.483076 + Penalty 1821.975858 = -333551.507217 nChanged 5 SP:Iteration 47Q (710.178738 sec): 3 clusters Score: Raw -335375.271744 + Penalty 1821.975858 = -333553.295885 nChanged 3 SP:Iteration 48Q (710.295206 sec): 3 clusters Score: Raw -335376.247091 + Penalty 1821.975858 = -333554.271233 nChanged 2 SP:Iteration 49Q (710.414090 sec): 3 clusters Score: Raw -335376.780774 + Penalty 1821.975858 = -333554.804916 nChanged 1 SP:Iteration 50Q (710.519654 sec): 3 clusters Score: Raw -335376.932612 + Penalty 1821.975858 = -333554.956754 nChanged 1 SP:Iteration 51Q (710.646211 sec): 3 clusters Score: Raw -335377.127304 + Penalty 1821.975858 = -333555.151446 nChanged 2 SP:Iteration 52Q (710.785708 sec): 3 clusters Score: Raw -335377.545177 + Penalty 1821.975858 = -333555.569319 nChanged 3 SP:Iteration 53Q (710.880802 sec): 3 clusters Score: Raw -335377.796748 + Penalty 1821.975858 = -333555.820890 nChanged 1 SP:Iteration 54Q (711.022432 sec): 3 clusters Score: Raw -335377.923908 + Penalty 1821.975858 = -333555.948049 nChanged 1 SP:Iteration 55Q (711.134683 sec): 3 clusters Score: Raw -335377.984874 + Penalty 1821.975858 = -333556.009016 nChanged 0 SP:Iteration 56F (711.237255 sec): 3 clusters Score: Raw -335377.984874 + Penalty 1821.975858 = -333556.009016 nChanged 0 Iteration 139Q (712.430373 sec): 17 clusters Score: Raw -2010117.812065 + Penalty 17845.222534 = -1992272.589531 nChanged 35 Iteration 140F (713.760143 sec): 17 clusters Score: Raw -2010169.382312 + Penalty 17845.222534 = -1992324.159778 nChanged 24 Iteration 141Q (714.894245 sec): 17 clusters Score: Raw -2010193.911997 + Penalty 17845.222534 = -1992348.689463 nChanged 22 Iteration 142Q (716.079703 sec): 17 clusters Score: Raw -2010202.078708 + Penalty 17845.222534 = -1992356.856174 nChanged 24 Iteration 143Q (717.202988 sec): 17 clusters Score: Raw -2010208.093634 + Penalty 17845.222534 = -1992362.871100 nChanged 17 Iteration 144Q (718.174414 sec): 17 clusters Score: Raw -2010211.861173 + Penalty 17845.222534 = -1992366.638639 nChanged 7 Iteration 145Q (719.353720 sec): 17 clusters Score: Raw -2010213.807623 + Penalty 17845.222534 = -1992368.585089 nChanged 9 Iteration 146Q (720.552517 sec): 17 clusters Score: Raw -2010216.229878 + Penalty 17845.222534 = -1992371.007344 nChanged 7 Iteration 147Q (721.746616 sec): 17 clusters Score: Raw -2010218.354729 + Penalty 17845.222534 = -1992373.132195 nChanged 8 Iteration 148Q (722.852392 sec): 17 clusters Score: Raw -2010221.768991 + Penalty 17845.222534 = -1992376.546457 nChanged 12 Iteration 149Q (723.973418 sec): 17 clusters Score: Raw -2010224.358908 + Penalty 17845.222534 = -1992379.136374 nChanged 5 Iteration 150Q (725.115107 sec): 17 clusters Score: Raw -2010225.697424 + Penalty 17845.222534 = -1992380.474890 nChanged 4 Iteration 151Q (726.252953 sec): 17 clusters Score: Raw -2010226.811950 + Penalty 17845.222534 = -1992381.589416 nChanged 1 Iteration 152Q (727.389612 sec): 17 clusters Score: Raw -2010227.911366 + Penalty 17845.222534 = -1992382.688832 nChanged 2 Iteration 153Q (728.500141 sec): 17 clusters Score: Raw -2010228.350512 + Penalty 17845.222534 = -1992383.127978 nChanged 3 Iteration 154Q (729.615799 sec): 17 clusters Score: Raw -2010229.344629 + Penalty 17845.222534 = -1992384.122095 nChanged 4 Iteration 155Q (730.740983 sec): 17 clusters Score: Raw -2010231.977715 + Penalty 17845.222534 = -1992386.755181 nChanged 5 Iteration 156Q (731.797344 sec): 17 clusters Score: Raw -2010235.227060 + Penalty 17845.222534 = -1992390.004526 nChanged 2 Iteration 157Q (732.937130 sec): 17 clusters Score: Raw -2010235.971007 + Penalty 17845.222534 = -1992390.748473 nChanged 3 Iteration 158Q (734.046828 sec): 17 clusters Score: Raw -2010236.575678 + Penalty 17845.222534 = -1992391.353143 nChanged 3 Iteration 159Q (735.151512 sec): 17 clusters Score: Raw -2010237.515517 + Penalty 17845.222534 = -1992392.292983 nChanged 3 Iteration 160F (736.407059 sec): 17 clusters Score: Raw -2010238.323132 + Penalty 17845.222534 = -1992393.100598 nChanged 1 Iteration 161Q (737.506180 sec): 17 clusters Score: Raw -2010238.547553 + Penalty 17845.222534 = -1992393.325019 nChanged 0 Iteration 162F (738.784134 sec): 17 clusters Score: Raw -2010238.547553 + Penalty 17845.222534 = -1992393.325019 nChanged 0 Compute initial score before splitting: Score: Raw -2010238.547553 + Penalty 17845.222534 = -1992393.325019 Trying to split cluster 1 (2088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (738.849883 sec): 2 clusters Score: Raw -97502.595558 + Penalty 802.616005 = -96699.979553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.958801 sec): 3 clusters Score: Raw -96518.881948 + Penalty 1605.232009 = -94913.649938 nChanged 802 SP:Iteration 1F (739.036867 sec): 3 clusters Score: Raw -97114.919225 + Penalty 1605.232009 = -95509.687216 nChanged 193 SP:Iteration 2F (739.134482 sec): 3 clusters Score: Raw -97304.240629 + Penalty 1605.232009 = -95699.008619 nChanged 143 SP:Iteration 3F (739.243657 sec): 3 clusters Score: Raw -97433.279387 + Penalty 1605.232009 = -95828.047378 nChanged 103 SP:Iteration 4Q (739.333020 sec): 3 clusters Score: Raw -97503.586260 + Penalty 1605.232009 = -95898.354251 nChanged 70 SP:Iteration 5Q (739.430408 sec): 3 clusters Score: Raw -97547.593975 + Penalty 1605.232009 = -95942.361966 nChanged 51 SP:Iteration 6Q (739.546074 sec): 3 clusters Score: Raw -97580.168960 + Penalty 1605.232009 = -95974.936951 nChanged 45 SP:Iteration 7Q (739.638236 sec): 3 clusters Score: Raw -97607.264636 + Penalty 1605.232009 = -96002.032627 nChanged 47 SP:Iteration 8Q (739.727730 sec): 3 clusters Score: Raw -97634.416979 + Penalty 1605.232009 = -96029.184970 nChanged 40 SP:Iteration 9Q (739.816178 sec): 3 clusters Score: Raw -97653.105379 + Penalty 1605.232009 = -96047.873370 nChanged 27 SP:Iteration 10Q (739.925506 sec): 3 clusters Score: Raw -97666.073085 + Penalty 1605.232009 = -96060.841076 nChanged 22 SP:Iteration 11Q (740.027421 sec): 3 clusters Score: Raw -97675.182746 + Penalty 1605.232009 = -96069.950736 nChanged 19 SP:Iteration 12Q (740.134866 sec): 3 clusters Score: Raw -97681.887764 + Penalty 1605.232009 = -96076.655755 nChanged 15 SP:Iteration 13Q (740.214929 sec): 3 clusters Score: Raw -97687.030272 + Penalty 1605.232009 = -96081.798262 nChanged 13 SP:Iteration 14Q (740.307377 sec): 3 clusters Score: Raw -97692.789081 + Penalty 1605.232009 = -96087.557072 nChanged 9 SP:Iteration 15Q (740.403884 sec): 3 clusters Score: Raw -97694.871269 + Penalty 1605.232009 = -96089.639260 nChanged 4 SP:Iteration 16Q (740.491528 sec): 3 clusters Score: Raw -97695.971654 + Penalty 1605.232009 = -96090.739645 nChanged 1 SP:Iteration 17Q (740.603517 sec): 3 clusters Score: Raw -97696.318016 + Penalty 1605.232009 = -96091.086007 nChanged 0 SP:Iteration 18F (740.701987 sec): 3 clusters Score: Raw -97696.318016 + Penalty 1605.232009 = -96091.086007 nChanged 0 Trying to split cluster 2 (4039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (740.764504 sec): 2 clusters Score: Raw -213199.181109 + Penalty 871.894004 = -212327.287106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (740.852340 sec): 3 clusters Score: Raw -210973.258367 + Penalty 1743.788007 = -209229.470360 nChanged 1695 SP:Iteration 1F (740.924500 sec): 3 clusters Score: Raw -212016.480080 + Penalty 1743.788007 = -210272.692073 nChanged 365 SP:Iteration 2F (741.031887 sec): 3 clusters Score: Raw -212283.435133 + Penalty 1743.788007 = -210539.647126 nChanged 304 SP:Iteration 3F (741.138865 sec): 3 clusters Score: Raw -212540.942722 + Penalty 1743.788007 = -210797.154715 nChanged 260 SP:Iteration 4F (741.243487 sec): 3 clusters Score: Raw -212733.534527 + Penalty 1743.788007 = -210989.746520 nChanged 204 SP:Iteration 5F (741.343197 sec): 3 clusters Score: Raw -212869.938382 + Penalty 1743.788007 = -211126.150375 nChanged 174 SP:Iteration 6Q (741.458926 sec): 3 clusters Score: Raw -212990.115589 + Penalty 1743.788007 = -211246.327582 nChanged 152 SP:Iteration 7Q (741.553391 sec): 3 clusters Score: Raw -213085.385142 + Penalty 1743.788007 = -211341.597135 nChanged 142 SP:Iteration 8Q (741.657333 sec): 3 clusters Score: Raw -213162.512861 + Penalty 1743.788007 = -211418.724853 nChanged 97 SP:Iteration 9Q (741.767625 sec): 3 clusters Score: Raw -213204.647167 + Penalty 1743.788007 = -211460.859159 nChanged 67 SP:Iteration 10Q (741.869523 sec): 3 clusters Score: Raw -213224.992768 + Penalty 1743.788007 = -211481.204761 nChanged 50 SP:Iteration 11Q (741.954941 sec): 3 clusters Score: Raw -213237.535041 + Penalty 1743.788007 = -211493.747033 nChanged 30 SP:Iteration 12Q (742.076144 sec): 3 clusters Score: Raw -213245.285368 + Penalty 1743.788007 = -211501.497361 nChanged 32 SP:Iteration 13Q (742.167785 sec): 3 clusters Score: Raw -213254.134206 + Penalty 1743.788007 = -211510.346199 nChanged 22 SP:Iteration 14Q (742.261422 sec): 3 clusters Score: Raw -213259.020526 + Penalty 1743.788007 = -211515.232519 nChanged 18 SP:Iteration 15Q (742.362808 sec): 3 clusters Score: Raw -213264.546184 + Penalty 1743.788007 = -211520.758177 nChanged 18 SP:Iteration 16Q (742.474984 sec): 3 clusters Score: Raw -213268.568072 + Penalty 1743.788007 = -211524.780065 nChanged 14 SP:Iteration 17Q (742.555026 sec): 3 clusters Score: Raw -213271.816931 + Penalty 1743.788007 = -211528.028924 nChanged 10 SP:Iteration 18Q (742.658030 sec): 3 clusters Score: Raw -213273.737769 + Penalty 1743.788007 = -211529.949761 nChanged 6 SP:Iteration 19Q (742.777996 sec): 3 clusters Score: Raw -213274.541655 + Penalty 1743.788007 = -211530.753648 nChanged 4 SP:Iteration 20F (742.867529 sec): 3 clusters Score: Raw -213275.222837 + Penalty 1743.788007 = -211531.434829 nChanged 4 SP:Iteration 21Q (742.980897 sec): 3 clusters Score: Raw -213275.746979 + Penalty 1743.788007 = -211531.958972 nChanged 6 SP:Iteration 22Q (743.078229 sec): 3 clusters Score: Raw -213277.415313 + Penalty 1743.788007 = -211533.627306 nChanged 14 SP:Iteration 23Q (743.175928 sec): 3 clusters Score: Raw -213281.733582 + Penalty 1743.788007 = -211537.945574 nChanged 11 SP:Iteration 24Q (743.270779 sec): 3 clusters Score: Raw -213284.336070 + Penalty 1743.788007 = -211540.548063 nChanged 11 SP:Iteration 25Q (743.392489 sec): 3 clusters Score: Raw -213286.823835 + Penalty 1743.788007 = -211543.035828 nChanged 6 SP:Iteration 26Q (743.500907 sec): 3 clusters Score: Raw -213287.867295 + Penalty 1743.788007 = -211544.079288 nChanged 4 SP:Iteration 27Q (743.586834 sec): 3 clusters Score: Raw -213288.377382 + Penalty 1743.788007 = -211544.589375 nChanged 5 SP:Iteration 28Q (743.674671 sec): 3 clusters Score: Raw -213289.429521 + Penalty 1743.788007 = -211545.641514 nChanged 6 SP:Iteration 29Q (743.788702 sec): 3 clusters Score: Raw -213290.816892 + Penalty 1743.788007 = -211547.028885 nChanged 6 SP:Iteration 30Q (743.910789 sec): 3 clusters Score: Raw -213291.966191 + Penalty 1743.788007 = -211548.178184 nChanged 7 SP:Iteration 31Q (743.994589 sec): 3 clusters Score: Raw -213292.745036 + Penalty 1743.788007 = -211548.957029 nChanged 3 SP:Iteration 32Q (744.099521 sec): 3 clusters Score: Raw -213293.054468 + Penalty 1743.788007 = -211549.266461 nChanged 2 SP:Iteration 33Q (744.197130 sec): 3 clusters Score: Raw -213293.275190 + Penalty 1743.788007 = -211549.487183 nChanged 3 SP:Iteration 34Q (744.322617 sec): 3 clusters Score: Raw -213294.005292 + Penalty 1743.788007 = -211550.217285 nChanged 2 SP:Iteration 35Q (744.396634 sec): 3 clusters Score: Raw -213294.846398 + Penalty 1743.788007 = -211551.058391 nChanged 4 SP:Iteration 36Q (744.491262 sec): 3 clusters Score: Raw -213296.221292 + Penalty 1743.788007 = -211552.433285 nChanged 11 SP:Iteration 37Q (744.593540 sec): 3 clusters Score: Raw -213298.525959 + Penalty 1743.788007 = -211554.737952 nChanged 7 SP:Iteration 38Q (744.699849 sec): 3 clusters Score: Raw -213300.007128 + Penalty 1743.788007 = -211556.219121 nChanged 9 SP:Iteration 39Q (744.819958 sec): 3 clusters Score: Raw -213302.175687 + Penalty 1743.788007 = -211558.387680 nChanged 8 SP:Iteration 40F (744.908392 sec): 3 clusters Score: Raw -213303.618854 + Penalty 1743.788007 = -211559.830847 nChanged 9 SP:Iteration 41Q (745.006074 sec): 3 clusters Score: Raw -213305.401529 + Penalty 1743.788007 = -211561.613521 nChanged 8 SP:Iteration 42Q (745.117069 sec): 3 clusters Score: Raw -213307.451120 + Penalty 1743.788007 = -211563.663113 nChanged 9 SP:Iteration 43Q (745.219708 sec): 3 clusters Score: Raw -213310.186659 + Penalty 1743.788007 = -211566.398652 nChanged 10 SP:Iteration 44Q (745.310297 sec): 3 clusters Score: Raw -213313.407048 + Penalty 1743.788007 = -211569.619040 nChanged 9 SP:Iteration 45Q (745.423148 sec): 3 clusters Score: Raw -213315.932117 + Penalty 1743.788007 = -211572.144110 nChanged 4 SP:Iteration 46Q (745.524141 sec): 3 clusters Score: Raw -213316.499062 + Penalty 1743.788007 = -211572.711055 nChanged 2 SP:Iteration 47Q (745.611449 sec): 3 clusters Score: Raw -213316.759478 + Penalty 1743.788007 = -211572.971471 nChanged 1 SP:Iteration 48Q (745.723335 sec): 3 clusters Score: Raw -213316.803236 + Penalty 1743.788007 = -211573.015229 nChanged 0 SP:Iteration 49F (745.825945 sec): 3 clusters Score: Raw -213316.803236 + Penalty 1743.788007 = -211573.015229 nChanged 0 Trying to split cluster 3 (1699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (745.880596 sec): 2 clusters Score: Raw -58300.960950 + Penalty 780.968488 = -57519.992462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (745.947798 sec): 3 clusters Score: Raw -57522.963138 + Penalty 1561.936976 = -55961.026163 nChanged 659 SP:Iteration 1F (746.039876 sec): 3 clusters Score: Raw -58086.302088 + Penalty 1561.936976 = -56524.365112 nChanged 202 SP:Iteration 2F (746.143552 sec): 3 clusters Score: Raw -58330.619476 + Penalty 1561.936976 = -56768.682501 nChanged 140 SP:Iteration 3F (746.239019 sec): 3 clusters Score: Raw -58496.172265 + Penalty 1561.936976 = -56934.235290 nChanged 106 SP:Iteration 4F (746.361618 sec): 3 clusters Score: Raw -58593.289520 + Penalty 1561.936976 = -57031.352545 nChanged 74 SP:Iteration 5Q (746.454477 sec): 3 clusters Score: Raw -58684.724224 + Penalty 1561.936976 = -57122.787248 nChanged 67 SP:Iteration 6Q (746.584550 sec): 3 clusters Score: Raw -58759.261753 + Penalty 1561.936976 = -57197.324777 nChanged 59 SP:Iteration 7Q (746.664784 sec): 3 clusters Score: Raw -58834.733049 + Penalty 1561.936976 = -57272.796074 nChanged 47 SP:Iteration 8Q (746.734338 sec): 3 clusters Score: Raw -58889.315239 + Penalty 1561.936976 = -57327.378263 nChanged 39 SP:Iteration 9Q (746.821598 sec): 3 clusters Score: Raw -58927.128274 + Penalty 1561.936976 = -57365.191298 nChanged 32 SP:Iteration 10Q (746.926140 sec): 3 clusters Score: Raw -58945.470009 + Penalty 1561.936976 = -57383.533034 nChanged 19 SP:Iteration 11Q (747.016590 sec): 3 clusters Score: Raw -58954.891568 + Penalty 1561.936976 = -57392.954592 nChanged 11 SP:Iteration 12Q (747.113336 sec): 3 clusters Score: Raw -58960.170648 + Penalty 1561.936976 = -57398.233672 nChanged 8 SP:Iteration 13Q (747.208744 sec): 3 clusters Score: Raw -58963.361515 + Penalty 1561.936976 = -57401.424539 nChanged 3 SP:Iteration 14Q (747.332250 sec): 3 clusters Score: Raw -58964.469353 + Penalty 1561.936976 = -57402.532378 nChanged 1 SP:Iteration 15Q (747.400686 sec): 3 clusters Score: Raw -58964.907293 + Penalty 1561.936976 = -57402.970317 nChanged 2 SP:Iteration 16Q (747.490897 sec): 3 clusters Score: Raw -58965.847233 + Penalty 1561.936976 = -57403.910258 nChanged 2 SP:Iteration 17Q (747.579762 sec): 3 clusters Score: Raw -58967.719758 + Penalty 1561.936976 = -57405.782782 nChanged 3 SP:Iteration 18Q (747.672374 sec): 3 clusters Score: Raw -58968.581621 + Penalty 1561.936976 = -57406.644646 nChanged 0 SP:Iteration 19F (747.768689 sec): 3 clusters Score: Raw -58968.581621 + Penalty 1561.936976 = -57406.644646 nChanged 0 Trying to split cluster 4 (1995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (747.815397 sec): 2 clusters Score: Raw -95213.888911 + Penalty 797.831930 = -94416.056981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (747.896004 sec): 3 clusters Score: Raw -94261.617007 + Penalty 1595.663859 = -92665.953147 nChanged 785 SP:Iteration 1F (747.982556 sec): 3 clusters Score: Raw -94818.600933 + Penalty 1595.663859 = -93222.937074 nChanged 186 SP:Iteration 2F (748.065603 sec): 3 clusters Score: Raw -94964.107792 + Penalty 1595.663859 = -93368.443933 nChanged 135 SP:Iteration 3F (748.126461 sec): 3 clusters Score: Raw -95070.379860 + Penalty 1595.663859 = -93474.716001 nChanged 111 SP:Iteration 4F (748.211355 sec): 3 clusters Score: Raw -95152.575007 + Penalty 1595.663859 = -93556.911148 nChanged 77 SP:Iteration 5Q (748.324963 sec): 3 clusters Score: Raw -95209.568833 + Penalty 1595.663859 = -93613.904973 nChanged 62 SP:Iteration 6Q (748.398893 sec): 3 clusters Score: Raw -95254.320627 + Penalty 1595.663859 = -93658.656768 nChanged 50 SP:Iteration 7Q (748.485786 sec): 3 clusters Score: Raw -95286.529605 + Penalty 1595.663859 = -93690.865746 nChanged 36 SP:Iteration 8Q (748.587429 sec): 3 clusters Score: Raw -95305.517727 + Penalty 1595.663859 = -93709.853868 nChanged 33 SP:Iteration 9Q (748.670266 sec): 3 clusters Score: Raw -95323.610316 + Penalty 1595.663859 = -93727.946457 nChanged 26 SP:Iteration 10Q (748.796092 sec): 3 clusters Score: Raw -95337.354846 + Penalty 1595.663859 = -93741.690987 nChanged 28 SP:Iteration 11Q (748.870798 sec): 3 clusters Score: Raw -95355.695347 + Penalty 1595.663859 = -93760.031488 nChanged 26 SP:Iteration 12Q (748.962860 sec): 3 clusters Score: Raw -95368.310463 + Penalty 1595.663859 = -93772.646604 nChanged 19 SP:Iteration 13Q (749.074435 sec): 3 clusters Score: Raw -95379.336789 + Penalty 1595.663859 = -93783.672930 nChanged 15 SP:Iteration 14Q (749.167523 sec): 3 clusters Score: Raw -95386.499562 + Penalty 1595.663859 = -93790.835703 nChanged 9 SP:Iteration 15Q (749.280813 sec): 3 clusters Score: Raw -95391.447442 + Penalty 1595.663859 = -93795.783583 nChanged 10 SP:Iteration 16Q (749.375264 sec): 3 clusters Score: Raw -95397.673629 + Penalty 1595.663859 = -93802.009770 nChanged 13 SP:Iteration 17Q (749.478894 sec): 3 clusters Score: Raw -95402.423549 + Penalty 1595.663859 = -93806.759690 nChanged 8 SP:Iteration 18Q (749.580950 sec): 3 clusters Score: Raw -95404.791934 + Penalty 1595.663859 = -93809.128074 nChanged 4 SP:Iteration 19Q (749.654829 sec): 3 clusters Score: Raw -95405.540337 + Penalty 1595.663859 = -93809.876478 nChanged 3 SP:Iteration 20F (749.745999 sec): 3 clusters Score: Raw -95407.158193 + Penalty 1595.663859 = -93811.494334 nChanged 2 SP:Iteration 21Q (749.831191 sec): 3 clusters Score: Raw -95407.732413 + Penalty 1595.663859 = -93812.068554 nChanged 2 SP:Iteration 22Q (749.923195 sec): 3 clusters Score: Raw -95408.087895 + Penalty 1595.663859 = -93812.424036 nChanged 0 SP:Iteration 23F (750.031009 sec): 3 clusters Score: Raw -95408.087895 + Penalty 1595.663859 = -93812.424036 nChanged 0 Trying to split cluster 5 (7700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (750.101074 sec): 2 clusters Score: Raw -435806.294796 + Penalty 939.642439 = -434866.652357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (750.205215 sec): 3 clusters Score: Raw -431295.010327 + Penalty 1879.284878 = -429415.725449 nChanged 3384 SP:Iteration 1F (750.315106 sec): 3 clusters Score: Raw -433256.343862 + Penalty 1879.284878 = -431377.058984 nChanged 474 SP:Iteration 2F (750.411965 sec): 3 clusters Score: Raw -433486.589285 + Penalty 1879.284878 = -431607.304408 nChanged 446 SP:Iteration 3F (750.529611 sec): 3 clusters Score: Raw -433706.797404 + Penalty 1879.284878 = -431827.512527 nChanged 386 SP:Iteration 4F (750.641837 sec): 3 clusters Score: Raw -433874.796039 + Penalty 1879.284878 = -431995.511162 nChanged 344 SP:Iteration 5Q (750.763392 sec): 3 clusters Score: Raw -434029.440030 + Penalty 1879.284878 = -432150.155152 nChanged 349 SP:Iteration 6Q (750.850027 sec): 3 clusters Score: Raw -434190.245769 + Penalty 1879.284878 = -432310.960891 nChanged 327 SP:Iteration 7Q (750.970690 sec): 3 clusters Score: Raw -434340.161440 + Penalty 1879.284878 = -432460.876563 nChanged 307 SP:Iteration 8Q (751.097859 sec): 3 clusters Score: Raw -434478.825919 + Penalty 1879.284878 = -432599.541041 nChanged 269 SP:Iteration 9Q (751.198041 sec): 3 clusters Score: Raw -434613.421429 + Penalty 1879.284878 = -432734.136552 nChanged 244 SP:Iteration 10Q (751.330203 sec): 3 clusters Score: Raw -434726.281844 + Penalty 1879.284878 = -432846.996966 nChanged 234 SP:Iteration 11Q (751.435984 sec): 3 clusters Score: Raw -434832.761978 + Penalty 1879.284878 = -432953.477101 nChanged 217 SP:Iteration 12Q (751.567172 sec): 3 clusters Score: Raw -434935.685423 + Penalty 1879.284878 = -433056.400546 nChanged 229 SP:Iteration 13Q (751.663324 sec): 3 clusters Score: Raw -435066.485654 + Penalty 1879.284878 = -433187.200776 nChanged 205 SP:Iteration 14Q (751.776380 sec): 3 clusters Score: Raw -435179.232846 + Penalty 1879.284878 = -433299.947968 nChanged 188 SP:Iteration 15Q (751.876215 sec): 3 clusters Score: Raw -435287.219269 + Penalty 1879.284878 = -433407.934391 nChanged 161 SP:Iteration 16Q (751.962948 sec): 3 clusters Score: Raw -435383.917432 + Penalty 1879.284878 = -433504.632555 nChanged 138 SP:Iteration 17Q (752.064132 sec): 3 clusters Score: Raw -435460.833839 + Penalty 1879.284878 = -433581.548962 nChanged 122 SP:Iteration 18Q (752.179723 sec): 3 clusters Score: Raw -435533.646997 + Penalty 1879.284878 = -433654.362120 nChanged 110 SP:Iteration 19Q (752.286083 sec): 3 clusters Score: Raw -435592.103061 + Penalty 1879.284878 = -433712.818184 nChanged 88 SP:Iteration 20F (752.396038 sec): 3 clusters Score: Raw -435641.723384 + Penalty 1879.284878 = -433762.438506 nChanged 77 SP:Iteration 21Q (752.493959 sec): 3 clusters Score: Raw -435692.109360 + Penalty 1879.284878 = -433812.824482 nChanged 68 SP:Iteration 22Q (752.607586 sec): 3 clusters Score: Raw -435730.789247 + Penalty 1879.284878 = -433851.504370 nChanged 67 SP:Iteration 23Q (752.735729 sec): 3 clusters Score: Raw -435772.634716 + Penalty 1879.284878 = -433893.349839 nChanged 70 SP:Iteration 24Q (752.849607 sec): 3 clusters Score: Raw -435817.420239 + Penalty 1879.284878 = -433938.135361 nChanged 51 SP:Iteration 25Q (752.949548 sec): 3 clusters Score: Raw -435851.834018 + Penalty 1879.284878 = -433972.549140 nChanged 33 SP:Iteration 26Q (753.054737 sec): 3 clusters Score: Raw -435875.849792 + Penalty 1879.284878 = -433996.564914 nChanged 30 SP:Iteration 27Q (753.178451 sec): 3 clusters Score: Raw -435897.325687 + Penalty 1879.284878 = -434018.040809 nChanged 22 SP:Iteration 28Q (753.271804 sec): 3 clusters Score: Raw -435913.601503 + Penalty 1879.284878 = -434034.316626 nChanged 13 SP:Iteration 29Q (753.379887 sec): 3 clusters Score: Raw -435921.684690 + Penalty 1879.284878 = -434042.399812 nChanged 11 SP:Iteration 30Q (753.507508 sec): 3 clusters Score: Raw -435927.420488 + Penalty 1879.284878 = -434048.135611 nChanged 9 SP:Iteration 31Q (753.616770 sec): 3 clusters Score: Raw -435933.955025 + Penalty 1879.284878 = -434054.670147 nChanged 7 SP:Iteration 32Q (753.731587 sec): 3 clusters Score: Raw -435939.300574 + Penalty 1879.284878 = -434060.015697 nChanged 7 SP:Iteration 33Q (753.833515 sec): 3 clusters Score: Raw -435944.473907 + Penalty 1879.284878 = -434065.189029 nChanged 11 SP:Iteration 34Q (753.934054 sec): 3 clusters Score: Raw -435953.393974 + Penalty 1879.284878 = -434074.109097 nChanged 7 SP:Iteration 35Q (754.057353 sec): 3 clusters Score: Raw -435958.743341 + Penalty 1879.284878 = -434079.458463 nChanged 7 SP:Iteration 36Q (754.172131 sec): 3 clusters Score: Raw -435965.958040 + Penalty 1879.284878 = -434086.673162 nChanged 5 SP:Iteration 37Q (754.279351 sec): 3 clusters Score: Raw -435971.623688 + Penalty 1879.284878 = -434092.338811 nChanged 6 SP:Iteration 38Q (754.390020 sec): 3 clusters Score: Raw -435975.243607 + Penalty 1879.284878 = -434095.958729 nChanged 6 SP:Iteration 39Q (754.490936 sec): 3 clusters Score: Raw -435980.371776 + Penalty 1879.284878 = -434101.086899 nChanged 4 SP:Iteration 40F (754.586167 sec): 3 clusters Score: Raw -435983.078723 + Penalty 1879.284878 = -434103.793846 nChanged 1 SP:Iteration 41Q (754.701631 sec): 3 clusters Score: Raw -435984.028151 + Penalty 1879.284878 = -434104.743274 nChanged 1 SP:Iteration 42Q (754.808850 sec): 3 clusters Score: Raw -435984.869597 + Penalty 1879.284878 = -434105.584719 nChanged 1 SP:Iteration 43Q (754.918199 sec): 3 clusters Score: Raw -435985.099417 + Penalty 1879.284878 = -434105.814539 nChanged 0 SP:Iteration 44F (755.002516 sec): 3 clusters Score: Raw -435985.099417 + Penalty 1879.284878 = -434105.814539 nChanged 0 Trying to split cluster 6 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.076551 sec): 2 clusters Score: Raw -27090.067997 + Penalty 672.895523 = -26417.172474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.152837 sec): 3 clusters Score: Raw -26912.070902 + Penalty 1345.791046 = -25566.279856 nChanged 178 SP:Iteration 1F (755.249160 sec): 3 clusters Score: Raw -27118.670736 + Penalty 1345.791046 = -25772.879690 nChanged 54 SP:Iteration 2F (755.344257 sec): 3 clusters Score: Raw -27199.223107 + Penalty 1345.791046 = -25853.432061 nChanged 24 SP:Iteration 3Q (755.417068 sec): 3 clusters Score: Raw -27240.871491 + Penalty 1345.791046 = -25895.080445 nChanged 18 SP:Iteration 4Q (755.518972 sec): 3 clusters Score: Raw -27278.911130 + Penalty 1345.791046 = -25933.120084 nChanged 16 SP:Iteration 5Q (755.599645 sec): 3 clusters Score: Raw -27302.804763 + Penalty 1345.791046 = -25957.013717 nChanged 11 SP:Iteration 6Q (755.699673 sec): 3 clusters Score: Raw -27316.704944 + Penalty 1345.791046 = -25970.913898 nChanged 5 SP:Iteration 7Q (755.796375 sec): 3 clusters Score: Raw -27320.016716 + Penalty 1345.791046 = -25974.225670 nChanged 4 SP:Iteration 8Q (755.900066 sec): 3 clusters Score: Raw -27322.863364 + Penalty 1345.791046 = -25977.072318 nChanged 1 SP:Iteration 9Q (755.978284 sec): 3 clusters Score: Raw -27323.199993 + Penalty 1345.791046 = -25977.408947 nChanged 1 SP:Iteration 10Q (756.105951 sec): 3 clusters Score: Raw -27323.375373 + Penalty 1345.791046 = -25977.584327 nChanged 0 SP:Iteration 11F (756.182218 sec): 3 clusters Score: Raw -27323.375373 + Penalty 1345.791046 = -25977.584327 nChanged 0 Trying to split cluster 7 (1585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (756.240450 sec): 2 clusters Score: Raw -74122.566808 + Penalty 773.675667 = -73348.891141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (756.318220 sec): 3 clusters Score: Raw -73446.178934 + Penalty 1547.351334 = -71898.827600 nChanged 577 SP:Iteration 1F (756.395632 sec): 3 clusters Score: Raw -73890.619821 + Penalty 1547.351334 = -72343.268487 nChanged 132 SP:Iteration 2F (756.495640 sec): 3 clusters Score: Raw -74018.927091 + Penalty 1547.351334 = -72471.575756 nChanged 110 SP:Iteration 3F (756.609225 sec): 3 clusters Score: Raw -74143.169199 + Penalty 1547.351334 = -72595.817865 nChanged 91 SP:Iteration 4F (756.705755 sec): 3 clusters Score: Raw -74253.852870 + Penalty 1547.351334 = -72706.501536 nChanged 63 SP:Iteration 5Q (756.800123 sec): 3 clusters Score: Raw -74309.303198 + Penalty 1547.351334 = -72761.951864 nChanged 55 SP:Iteration 6Q (756.906139 sec): 3 clusters Score: Raw -74355.393453 + Penalty 1547.351334 = -72808.042119 nChanged 44 SP:Iteration 7Q (756.996417 sec): 3 clusters Score: Raw -74384.889880 + Penalty 1547.351334 = -72837.538546 nChanged 23 SP:Iteration 8Q (757.093724 sec): 3 clusters Score: Raw -74397.196669 + Penalty 1547.351334 = -72849.845335 nChanged 19 SP:Iteration 9Q (757.190733 sec): 3 clusters Score: Raw -74410.860423 + Penalty 1547.351334 = -72863.509089 nChanged 12 SP:Iteration 10Q (757.285223 sec): 3 clusters Score: Raw -74420.778323 + Penalty 1547.351334 = -72873.426989 nChanged 15 SP:Iteration 11Q (757.386563 sec): 3 clusters Score: Raw -74428.971248 + Penalty 1547.351334 = -72881.619914 nChanged 12 SP:Iteration 12Q (757.496730 sec): 3 clusters Score: Raw -74435.132089 + Penalty 1547.351334 = -72887.780754 nChanged 9 SP:Iteration 13Q (757.604418 sec): 3 clusters Score: Raw -74437.770155 + Penalty 1547.351334 = -72890.418821 nChanged 7 SP:Iteration 14Q (757.691484 sec): 3 clusters Score: Raw -74442.251276 + Penalty 1547.351334 = -72894.899942 nChanged 6 SP:Iteration 15Q (757.783693 sec): 3 clusters Score: Raw -74445.380794 + Penalty 1547.351334 = -72898.029459 nChanged 7 SP:Iteration 16Q (757.868861 sec): 3 clusters Score: Raw -74448.484942 + Penalty 1547.351334 = -72901.133608 nChanged 7 SP:Iteration 17Q (757.985062 sec): 3 clusters Score: Raw -74451.537557 + Penalty 1547.351334 = -72904.186223 nChanged 9 SP:Iteration 18Q (758.082889 sec): 3 clusters Score: Raw -74455.811279 + Penalty 1547.351334 = -72908.459945 nChanged 7 SP:Iteration 19Q (758.201265 sec): 3 clusters Score: Raw -74459.555180 + Penalty 1547.351334 = -72912.203846 nChanged 7 SP:Iteration 20F (758.289309 sec): 3 clusters Score: Raw -74462.967078 + Penalty 1547.351334 = -72915.615744 nChanged 13 SP:Iteration 21Q (758.410658 sec): 3 clusters Score: Raw -74469.147406 + Penalty 1547.351334 = -72921.796072 nChanged 7 SP:Iteration 22Q (758.504627 sec): 3 clusters Score: Raw -74471.757951 + Penalty 1547.351334 = -72924.406617 nChanged 5 SP:Iteration 23Q (758.631428 sec): 3 clusters Score: Raw -74472.903162 + Penalty 1547.351334 = -72925.551828 nChanged 2 SP:Iteration 24Q (758.738162 sec): 3 clusters Score: Raw -74474.704711 + Penalty 1547.351334 = -72927.353377 nChanged 2 SP:Iteration 25Q (758.824962 sec): 3 clusters Score: Raw -74476.512347 + Penalty 1547.351334 = -72929.161013 nChanged 5 SP:Iteration 26Q (758.927719 sec): 3 clusters Score: Raw -74479.499917 + Penalty 1547.351334 = -72932.148583 nChanged 6 SP:Iteration 27Q (759.030651 sec): 3 clusters Score: Raw -74484.123988 + Penalty 1547.351334 = -72936.772654 nChanged 9 SP:Iteration 28Q (759.113882 sec): 3 clusters Score: Raw -74492.113335 + Penalty 1547.351334 = -72944.762001 nChanged 9 SP:Iteration 29Q (759.222650 sec): 3 clusters Score: Raw -74498.671489 + Penalty 1547.351334 = -72951.320155 nChanged 12 SP:Iteration 30Q (759.322981 sec): 3 clusters Score: Raw -74504.486228 + Penalty 1547.351334 = -72957.134894 nChanged 8 SP:Iteration 31Q (759.399379 sec): 3 clusters Score: Raw -74507.423583 + Penalty 1547.351334 = -72960.072249 nChanged 4 SP:Iteration 32Q (759.518136 sec): 3 clusters Score: Raw -74509.834655 + Penalty 1547.351334 = -72962.483321 nChanged 9 SP:Iteration 33Q (759.594378 sec): 3 clusters Score: Raw -74515.767990 + Penalty 1547.351334 = -72968.416656 nChanged 11 SP:Iteration 34Q (759.706322 sec): 3 clusters Score: Raw -74520.537327 + Penalty 1547.351334 = -72973.185993 nChanged 10 SP:Iteration 35Q (759.790796 sec): 3 clusters Score: Raw -74531.174605 + Penalty 1547.351334 = -72983.823271 nChanged 17 SP:Iteration 36Q (759.908392 sec): 3 clusters Score: Raw -74546.529753 + Penalty 1547.351334 = -72999.178419 nChanged 13 SP:Iteration 37Q (759.991920 sec): 3 clusters Score: Raw -74553.233613 + Penalty 1547.351334 = -73005.882279 nChanged 10 SP:Iteration 38Q (760.084171 sec): 3 clusters Score: Raw -74557.577989 + Penalty 1547.351334 = -73010.226655 nChanged 6 SP:Iteration 39Q (760.172597 sec): 3 clusters Score: Raw -74560.731666 + Penalty 1547.351334 = -73013.380332 nChanged 5 SP:Iteration 40F (760.272996 sec): 3 clusters Score: Raw -74563.924890 + Penalty 1547.351334 = -73016.573556 nChanged 3 SP:Iteration 41Q (760.382083 sec): 3 clusters Score: Raw -74566.196817 + Penalty 1547.351334 = -73018.845483 nChanged 5 SP:Iteration 42Q (760.467028 sec): 3 clusters Score: Raw -74568.099807 + Penalty 1547.351334 = -73020.748473 nChanged 0 SP:Iteration 43F (760.572045 sec): 3 clusters Score: Raw -74568.099807 + Penalty 1547.351334 = -73020.748473 nChanged 0 Trying to split cluster 8 (3668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (760.653706 sec): 2 clusters Score: Raw -195325.830313 + Penalty 861.777193 = -194464.053120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (760.746901 sec): 3 clusters Score: Raw -193420.530686 + Penalty 1723.554385 = -191696.976301 nChanged 1524 SP:Iteration 1F (760.876833 sec): 3 clusters Score: Raw -194407.254266 + Penalty 1723.554385 = -192683.699881 nChanged 359 SP:Iteration 2F (760.967159 sec): 3 clusters Score: Raw -194711.558324 + Penalty 1723.554385 = -192988.003939 nChanged 287 SP:Iteration 3F (761.067901 sec): 3 clusters Score: Raw -194931.793166 + Penalty 1723.554385 = -193208.238781 nChanged 233 SP:Iteration 4F (761.184936 sec): 3 clusters Score: Raw -195128.660297 + Penalty 1723.554385 = -193405.105912 nChanged 182 SP:Iteration 5Q (761.280247 sec): 3 clusters Score: Raw -195253.298700 + Penalty 1723.554385 = -193529.744315 nChanged 145 SP:Iteration 6Q (761.375551 sec): 3 clusters Score: Raw -195347.275850 + Penalty 1723.554385 = -193623.721465 nChanged 115 SP:Iteration 7Q (761.469730 sec): 3 clusters Score: Raw -195412.734242 + Penalty 1723.554385 = -193689.179857 nChanged 74 SP:Iteration 8Q (761.559357 sec): 3 clusters Score: Raw -195445.733689 + Penalty 1723.554385 = -193722.179304 nChanged 55 SP:Iteration 9Q (761.647339 sec): 3 clusters Score: Raw -195466.743463 + Penalty 1723.554385 = -193743.189078 nChanged 38 SP:Iteration 10Q (761.749072 sec): 3 clusters Score: Raw -195479.963601 + Penalty 1723.554385 = -193756.409216 nChanged 39 SP:Iteration 11Q (761.860244 sec): 3 clusters Score: Raw -195498.043265 + Penalty 1723.554385 = -193774.488880 nChanged 40 SP:Iteration 12Q (761.962708 sec): 3 clusters Score: Raw -195512.909650 + Penalty 1723.554385 = -193789.355265 nChanged 39 SP:Iteration 13Q (762.056406 sec): 3 clusters Score: Raw -195527.451198 + Penalty 1723.554385 = -193803.896813 nChanged 32 SP:Iteration 14Q (762.160511 sec): 3 clusters Score: Raw -195538.266569 + Penalty 1723.554385 = -193814.712184 nChanged 29 SP:Iteration 15Q (762.271096 sec): 3 clusters Score: Raw -195549.158991 + Penalty 1723.554385 = -193825.604606 nChanged 17 SP:Iteration 16Q (762.359067 sec): 3 clusters Score: Raw -195555.903191 + Penalty 1723.554385 = -193832.348806 nChanged 23 SP:Iteration 17Q (762.459802 sec): 3 clusters Score: Raw -195567.118496 + Penalty 1723.554385 = -193843.564111 nChanged 22 SP:Iteration 18Q (762.557459 sec): 3 clusters Score: Raw -195574.549982 + Penalty 1723.554385 = -193850.995597 nChanged 14 SP:Iteration 19Q (762.659968 sec): 3 clusters Score: Raw -195578.632178 + Penalty 1723.554385 = -193855.077793 nChanged 10 SP:Iteration 20F (762.754561 sec): 3 clusters Score: Raw -195581.530390 + Penalty 1723.554385 = -193857.976005 nChanged 10 SP:Iteration 21Q (762.860315 sec): 3 clusters Score: Raw -195584.243452 + Penalty 1723.554385 = -193860.689067 nChanged 5 SP:Iteration 22Q (762.944363 sec): 3 clusters Score: Raw -195585.261488 + Penalty 1723.554385 = -193861.707103 nChanged 6 SP:Iteration 23Q (763.060055 sec): 3 clusters Score: Raw -195587.010297 + Penalty 1723.554385 = -193863.455912 nChanged 2 SP:Iteration 24Q (763.145515 sec): 3 clusters Score: Raw -195587.356348 + Penalty 1723.554385 = -193863.801963 nChanged 2 SP:Iteration 25Q (763.265885 sec): 3 clusters Score: Raw -195587.650589 + Penalty 1723.554385 = -193864.096204 nChanged 3 SP:Iteration 26Q (763.348001 sec): 3 clusters Score: Raw -195588.234976 + Penalty 1723.554385 = -193864.680591 nChanged 2 SP:Iteration 27Q (763.451485 sec): 3 clusters Score: Raw -195588.768427 + Penalty 1723.554385 = -193865.214042 nChanged 4 SP:Iteration 28Q (763.555799 sec): 3 clusters Score: Raw -195590.460488 + Penalty 1723.554385 = -193866.906103 nChanged 5 SP:Iteration 29Q (763.647856 sec): 3 clusters Score: Raw -195591.610284 + Penalty 1723.554385 = -193868.055899 nChanged 7 SP:Iteration 30Q (763.762077 sec): 3 clusters Score: Raw -195593.026912 + Penalty 1723.554385 = -193869.472527 nChanged 6 SP:Iteration 31Q (763.869872 sec): 3 clusters Score: Raw -195594.548737 + Penalty 1723.554385 = -193870.994352 nChanged 2 SP:Iteration 32Q (763.955066 sec): 3 clusters Score: Raw -195594.858746 + Penalty 1723.554385 = -193871.304361 nChanged 1 SP:Iteration 33Q (764.080982 sec): 3 clusters Score: Raw -195595.132189 + Penalty 1723.554385 = -193871.577804 nChanged 1 SP:Iteration 34Q (764.165398 sec): 3 clusters Score: Raw -195595.430011 + Penalty 1723.554385 = -193871.875626 nChanged 0 SP:Iteration 35F (764.289801 sec): 3 clusters Score: Raw -195595.430011 + Penalty 1723.554385 = -193871.875626 nChanged 0 Trying to split cluster 9 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (764.353213 sec): 2 clusters Score: Raw -10421.689433 + Penalty 604.684686 = -9817.004747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (764.429833 sec): 3 clusters Score: Raw -10465.686902 + Penalty 1209.369373 = -9256.317530 nChanged 86 SP:Iteration 1F (764.556103 sec): 3 clusters Score: Raw -10896.971550 + Penalty 1209.369373 = -9687.602177 nChanged 33 SP:Iteration 2F (764.633672 sec): 3 clusters Score: Raw -11050.051771 + Penalty 1209.369373 = -9840.682398 nChanged 11 SP:Iteration 3Q (764.757214 sec): 3 clusters Score: Raw -11102.137867 + Penalty 1209.369373 = -9892.768495 nChanged 7 SP:Iteration 4Q (764.840139 sec): 3 clusters Score: Raw -11151.312706 + Penalty 1209.369373 = -9941.943334 nChanged 1 SP:Iteration 5Q (764.936930 sec): 3 clusters Score: Raw -11154.198191 + Penalty 1209.369373 = -9944.828818 nChanged 1 SP:Iteration 6Q (765.018672 sec): 3 clusters Score: Raw -11172.398175 + Penalty 1209.369373 = -9963.028802 nChanged 1 SP:Iteration 7Q (765.108990 sec): 3 clusters Score: Raw -11184.967548 + Penalty 1209.369373 = -9975.598175 nChanged 2 SP:Iteration 8Q (765.196981 sec): 3 clusters Score: Raw -11193.758093 + Penalty 1209.369373 = -9984.388721 nChanged 1 SP:Iteration 9Q (765.284702 sec): 3 clusters Score: Raw -11199.403272 + Penalty 1209.369373 = -9990.033900 nChanged 0 SP:Iteration 10F (765.380706 sec): 3 clusters Score: Raw -11199.403272 + Penalty 1209.369373 = -9990.033900 nChanged 0 Score: Raw -2011016.261392 + Penalty 18960.548943 = -1992055.712450 Splitting cluster 9 changes total score from -1992393.325019 to -1992055.712450 So it's not getting split. Trying to split cluster 10 (1305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.870146 sec): 2 clusters Score: Raw -57040.792659 + Penalty 753.265624 = -56287.527035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.948898 sec): 3 clusters Score: Raw -56500.715615 + Penalty 1506.531247 = -54994.184368 nChanged 481 SP:Iteration 1F (767.058565 sec): 3 clusters Score: Raw -56902.489316 + Penalty 1506.531247 = -55395.958069 nChanged 121 SP:Iteration 2F (767.151156 sec): 3 clusters Score: Raw -57017.402514 + Penalty 1506.531247 = -55510.871267 nChanged 75 SP:Iteration 3F (767.281483 sec): 3 clusters Score: Raw -57085.909730 + Penalty 1506.531247 = -55579.378483 nChanged 62 SP:Iteration 4Q (767.350026 sec): 3 clusters Score: Raw -57129.029206 + Penalty 1506.531247 = -55622.497959 nChanged 52 SP:Iteration 5Q (767.442669 sec): 3 clusters Score: Raw -57181.211424 + Penalty 1506.531247 = -55674.680177 nChanged 54 SP:Iteration 6Q (767.567491 sec): 3 clusters Score: Raw -57245.785526 + Penalty 1506.531247 = -55739.254279 nChanged 41 SP:Iteration 7Q (767.641303 sec): 3 clusters Score: Raw -57290.680639 + Penalty 1506.531247 = -55784.149392 nChanged 34 SP:Iteration 8Q (767.755839 sec): 3 clusters Score: Raw -57323.109539 + Penalty 1506.531247 = -55816.578292 nChanged 37 SP:Iteration 9Q (767.839626 sec): 3 clusters Score: Raw -57352.411197 + Penalty 1506.531247 = -55845.879949 nChanged 25 SP:Iteration 10Q (767.944503 sec): 3 clusters Score: Raw -57369.911007 + Penalty 1506.531247 = -55863.379760 nChanged 25 SP:Iteration 11Q (768.039872 sec): 3 clusters Score: Raw -57396.901421 + Penalty 1506.531247 = -55890.370174 nChanged 31 SP:Iteration 12Q (768.134113 sec): 3 clusters Score: Raw -57426.534677 + Penalty 1506.531247 = -55920.003430 nChanged 23 SP:Iteration 13Q (768.248084 sec): 3 clusters Score: Raw -57450.810574 + Penalty 1506.531247 = -55944.279327 nChanged 21 SP:Iteration 14Q (768.337982 sec): 3 clusters Score: Raw -57472.769828 + Penalty 1506.531247 = -55966.238581 nChanged 15 SP:Iteration 15Q (768.472113 sec): 3 clusters Score: Raw -57486.079370 + Penalty 1506.531247 = -55979.548122 nChanged 7 SP:Iteration 16Q (768.550449 sec): 3 clusters Score: Raw -57490.767196 + Penalty 1506.531247 = -55984.235949 nChanged 6 SP:Iteration 17Q (768.661936 sec): 3 clusters Score: Raw -57497.482298 + Penalty 1506.531247 = -55990.951051 nChanged 3 SP:Iteration 18Q (768.745737 sec): 3 clusters Score: Raw -57500.531969 + Penalty 1506.531247 = -55994.000722 nChanged 4 SP:Iteration 19Q (768.866274 sec): 3 clusters Score: Raw -57504.121991 + Penalty 1506.531247 = -55997.590744 nChanged 6 SP:Iteration 20F (768.948946 sec): 3 clusters Score: Raw -57512.936433 + Penalty 1506.531247 = -56006.405186 nChanged 10 SP:Iteration 21Q (769.066670 sec): 3 clusters Score: Raw -57520.574668 + Penalty 1506.531247 = -56014.043421 nChanged 5 SP:Iteration 22Q (769.137655 sec): 3 clusters Score: Raw -57522.304068 + Penalty 1506.531247 = -56015.772821 nChanged 1 SP:Iteration 23Q (769.260378 sec): 3 clusters Score: Raw -57522.954590 + Penalty 1506.531247 = -56016.423343 nChanged 1 SP:Iteration 24Q (769.375458 sec): 3 clusters Score: Raw -57523.341493 + Penalty 1506.531247 = -56016.810246 nChanged 1 SP:Iteration 25Q (769.445846 sec): 3 clusters Score: Raw -57523.945267 + Penalty 1506.531247 = -56017.414020 nChanged 0 SP:Iteration 26F (769.541918 sec): 3 clusters Score: Raw -57523.945267 + Penalty 1506.531247 = -56017.414020 nChanged 0 Trying to split cluster 11 (2742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (769.609234 sec): 2 clusters Score: Raw -151728.586948 + Penalty 831.226500 = -150897.360448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (769.710361 sec): 3 clusters Score: Raw -150331.794836 + Penalty 1662.453001 = -148669.341835 nChanged 1078 SP:Iteration 1F (769.808530 sec): 3 clusters Score: Raw -150958.851119 + Penalty 1662.453001 = -149296.398119 nChanged 233 SP:Iteration 2F (769.917129 sec): 3 clusters Score: Raw -151115.540501 + Penalty 1662.453001 = -149453.087501 nChanged 183 SP:Iteration 3F (770.032242 sec): 3 clusters Score: Raw -151235.646276 + Penalty 1662.453001 = -149573.193276 nChanged 157 SP:Iteration 4F (770.115977 sec): 3 clusters Score: Raw -151328.709218 + Penalty 1662.453001 = -149666.256217 nChanged 122 SP:Iteration 5Q (770.235469 sec): 3 clusters Score: Raw -151408.685132 + Penalty 1662.453001 = -149746.232131 nChanged 108 SP:Iteration 6Q (770.318309 sec): 3 clusters Score: Raw -151484.890888 + Penalty 1662.453001 = -149822.437888 nChanged 98 SP:Iteration 7Q (770.425391 sec): 3 clusters Score: Raw -151553.669993 + Penalty 1662.453001 = -149891.216992 nChanged 93 SP:Iteration 8Q (770.532150 sec): 3 clusters Score: Raw -151614.109863 + Penalty 1662.453001 = -149951.656863 nChanged 92 SP:Iteration 9Q (770.638003 sec): 3 clusters Score: Raw -151672.277206 + Penalty 1662.453001 = -150009.824205 nChanged 72 SP:Iteration 10Q (770.744931 sec): 3 clusters Score: Raw -151716.396201 + Penalty 1662.453001 = -150053.943201 nChanged 74 SP:Iteration 11Q (770.852985 sec): 3 clusters Score: Raw -151775.632878 + Penalty 1662.453001 = -150113.179877 nChanged 84 SP:Iteration 12Q (770.955020 sec): 3 clusters Score: Raw -151839.004606 + Penalty 1662.453001 = -150176.551606 nChanged 83 SP:Iteration 13Q (771.063622 sec): 3 clusters Score: Raw -151903.955196 + Penalty 1662.453001 = -150241.502196 nChanged 79 SP:Iteration 14Q (771.166348 sec): 3 clusters Score: Raw -151969.708265 + Penalty 1662.453001 = -150307.255265 nChanged 70 SP:Iteration 15Q (771.282831 sec): 3 clusters Score: Raw -152034.935457 + Penalty 1662.453001 = -150372.482457 nChanged 63 SP:Iteration 16Q (771.360089 sec): 3 clusters Score: Raw -152089.710239 + Penalty 1662.453001 = -150427.257239 nChanged 49 SP:Iteration 17Q (771.460452 sec): 3 clusters Score: Raw -152130.253775 + Penalty 1662.453001 = -150467.800775 nChanged 48 SP:Iteration 18Q (771.563490 sec): 3 clusters Score: Raw -152163.838214 + Penalty 1662.453001 = -150501.385214 nChanged 39 SP:Iteration 19Q (771.685002 sec): 3 clusters Score: Raw -152182.495696 + Penalty 1662.453001 = -150520.042695 nChanged 23 SP:Iteration 20F (771.768979 sec): 3 clusters Score: Raw -152190.341656 + Penalty 1662.453001 = -150527.888655 nChanged 11 SP:Iteration 21Q (771.880412 sec): 3 clusters Score: Raw -152193.243244 + Penalty 1662.453001 = -150530.790243 nChanged 7 SP:Iteration 22Q (771.964392 sec): 3 clusters Score: Raw -152195.135461 + Penalty 1662.453001 = -150532.682460 nChanged 5 SP:Iteration 23Q (772.078177 sec): 3 clusters Score: Raw -152196.950510 + Penalty 1662.453001 = -150534.497509 nChanged 6 SP:Iteration 24Q (772.181262 sec): 3 clusters Score: Raw -152200.041503 + Penalty 1662.453001 = -150537.588503 nChanged 6 SP:Iteration 25Q (772.279893 sec): 3 clusters Score: Raw -152202.082079 + Penalty 1662.453001 = -150539.629079 nChanged 2 SP:Iteration 26Q (772.385951 sec): 3 clusters Score: Raw -152202.365688 + Penalty 1662.453001 = -150539.912687 nChanged 2 SP:Iteration 27Q (772.466840 sec): 3 clusters Score: Raw -152203.163681 + Penalty 1662.453001 = -150540.710680 nChanged 0 SP:Iteration 28F (772.589353 sec): 3 clusters Score: Raw -152203.163681 + Penalty 1662.453001 = -150540.710680 nChanged 0 Trying to split cluster 12 (1343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (772.623053 sec): 2 clusters Score: Raw -61052.298409 + Penalty 756.279426 = -60296.018983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (772.718678 sec): 3 clusters Score: Raw -60456.760594 + Penalty 1512.558851 = -58944.201743 nChanged 482 SP:Iteration 1F (772.815685 sec): 3 clusters Score: Raw -60793.499132 + Penalty 1512.558851 = -59280.940280 nChanged 151 SP:Iteration 2F (772.903263 sec): 3 clusters Score: Raw -60960.275403 + Penalty 1512.558851 = -59447.716552 nChanged 103 SP:Iteration 3F (773.008213 sec): 3 clusters Score: Raw -61067.818586 + Penalty 1512.558851 = -59555.259734 nChanged 69 SP:Iteration 4F (773.096599 sec): 3 clusters Score: Raw -61147.060780 + Penalty 1512.558851 = -59634.501929 nChanged 57 SP:Iteration 5Q (773.213383 sec): 3 clusters Score: Raw -61198.277687 + Penalty 1512.558851 = -59685.718836 nChanged 40 SP:Iteration 6Q (773.317514 sec): 3 clusters Score: Raw -61230.262807 + Penalty 1512.558851 = -59717.703956 nChanged 25 SP:Iteration 7Q (773.393100 sec): 3 clusters Score: Raw -61245.373688 + Penalty 1512.558851 = -59732.814837 nChanged 13 SP:Iteration 8Q (773.508740 sec): 3 clusters Score: Raw -61251.033295 + Penalty 1512.558851 = -59738.474443 nChanged 5 SP:Iteration 9Q (773.590697 sec): 3 clusters Score: Raw -61253.958184 + Penalty 1512.558851 = -59741.399332 nChanged 7 SP:Iteration 10Q (773.679148 sec): 3 clusters Score: Raw -61257.143115 + Penalty 1512.558851 = -59744.584264 nChanged 5 SP:Iteration 11Q (773.768184 sec): 3 clusters Score: Raw -61259.404848 + Penalty 1512.558851 = -59746.845997 nChanged 3 SP:Iteration 12Q (773.869374 sec): 3 clusters Score: Raw -61260.855094 + Penalty 1512.558851 = -59748.296243 nChanged 2 SP:Iteration 13Q (773.951741 sec): 3 clusters Score: Raw -61261.986778 + Penalty 1512.558851 = -59749.427926 nChanged 1 SP:Iteration 14Q (774.058394 sec): 3 clusters Score: Raw -61262.396206 + Penalty 1512.558851 = -59749.837354 nChanged 2 SP:Iteration 15Q (774.182927 sec): 3 clusters Score: Raw -61265.291958 + Penalty 1512.558851 = -59752.733107 nChanged 4 SP:Iteration 16Q (774.277533 sec): 3 clusters Score: Raw -61267.302277 + Penalty 1512.558851 = -59754.743426 nChanged 2 SP:Iteration 17Q (774.362301 sec): 3 clusters Score: Raw -61268.730221 + Penalty 1512.558851 = -59756.171370 nChanged 3 SP:Iteration 18Q (774.461452 sec): 3 clusters Score: Raw -61270.453375 + Penalty 1512.558851 = -59757.894524 nChanged 3 SP:Iteration 19Q (774.572554 sec): 3 clusters Score: Raw -61272.458669 + Penalty 1512.558851 = -59759.899818 nChanged 2 SP:Iteration 20F (774.659226 sec): 3 clusters Score: Raw -61272.880503 + Penalty 1512.558851 = -59760.321652 nChanged 1 SP:Iteration 21Q (774.763424 sec): 3 clusters Score: Raw -61273.284769 + Penalty 1512.558851 = -59760.725918 nChanged 0 SP:Iteration 22F (774.861990 sec): 3 clusters Score: Raw -61273.284769 + Penalty 1512.558851 = -59760.725918 nChanged 0 Trying to split cluster 13 (1124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.936288 sec): 2 clusters Score: Raw -52064.326211 + Penalty 737.588148 = -51326.738063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.007166 sec): 3 clusters Score: Raw -51609.005384 + Penalty 1475.176296 = -50133.829087 nChanged 397 SP:Iteration 1F (775.102872 sec): 3 clusters Score: Raw -51899.882451 + Penalty 1475.176296 = -50424.706154 nChanged 102 SP:Iteration 2F (775.199079 sec): 3 clusters Score: Raw -52007.777961 + Penalty 1475.176296 = -50532.601665 nChanged 62 SP:Iteration 3F (775.287726 sec): 3 clusters Score: Raw -52066.982053 + Penalty 1475.176296 = -50591.805757 nChanged 41 SP:Iteration 4Q (775.382604 sec): 3 clusters Score: Raw -52100.588266 + Penalty 1475.176296 = -50625.411970 nChanged 33 SP:Iteration 5Q (775.480598 sec): 3 clusters Score: Raw -52123.299922 + Penalty 1475.176296 = -50648.123626 nChanged 25 SP:Iteration 6Q (775.579602 sec): 3 clusters Score: Raw -52141.673551 + Penalty 1475.176296 = -50666.497255 nChanged 18 SP:Iteration 7Q (775.700197 sec): 3 clusters Score: Raw -52155.390005 + Penalty 1475.176296 = -50680.213709 nChanged 15 SP:Iteration 8Q (775.786244 sec): 3 clusters Score: Raw -52164.817954 + Penalty 1475.176296 = -50689.641658 nChanged 8 SP:Iteration 9Q (775.894712 sec): 3 clusters Score: Raw -52168.946092 + Penalty 1475.176296 = -50693.769796 nChanged 8 SP:Iteration 10Q (776.007348 sec): 3 clusters Score: Raw -52173.950807 + Penalty 1475.176296 = -50698.774511 nChanged 5 SP:Iteration 11Q (776.102463 sec): 3 clusters Score: Raw -52176.060654 + Penalty 1475.176296 = -50700.884357 nChanged 6 SP:Iteration 12Q (776.195527 sec): 3 clusters Score: Raw -52178.759968 + Penalty 1475.176296 = -50703.583672 nChanged 4 SP:Iteration 13Q (776.330169 sec): 3 clusters Score: Raw -52179.639422 + Penalty 1475.176296 = -50704.463125 nChanged 2 SP:Iteration 14Q (776.396949 sec): 3 clusters Score: Raw -52179.992867 + Penalty 1475.176296 = -50704.816571 nChanged 0 SP:Iteration 15F (776.491733 sec): 3 clusters Score: Raw -52179.992867 + Penalty 1475.176296 = -50704.816571 nChanged 0 Trying to split cluster 14 (2756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (776.573900 sec): 2 clusters Score: Raw -149063.314657 + Penalty 831.761241 = -148231.553415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (776.664888 sec): 3 clusters Score: Raw -147715.091353 + Penalty 1663.522483 = -146051.568870 nChanged 1094 SP:Iteration 1F (776.791458 sec): 3 clusters Score: Raw -148459.467386 + Penalty 1663.522483 = -146795.944904 nChanged 208 SP:Iteration 2F (776.886602 sec): 3 clusters Score: Raw -148601.405560 + Penalty 1663.522483 = -146937.883077 nChanged 150 SP:Iteration 3F (776.980761 sec): 3 clusters Score: Raw -148710.103936 + Penalty 1663.522483 = -147046.581454 nChanged 129 SP:Iteration 4Q (777.096527 sec): 3 clusters Score: Raw -148813.530786 + Penalty 1663.522483 = -147150.008304 nChanged 114 SP:Iteration 5Q (777.205924 sec): 3 clusters Score: Raw -148890.973846 + Penalty 1663.522483 = -147227.451363 nChanged 94 SP:Iteration 6Q (777.326758 sec): 3 clusters Score: Raw -148957.715770 + Penalty 1663.522483 = -147294.193287 nChanged 102 SP:Iteration 7Q (777.400276 sec): 3 clusters Score: Raw -149039.668220 + Penalty 1663.522483 = -147376.145738 nChanged 84 SP:Iteration 8Q (777.512960 sec): 3 clusters Score: Raw -149093.563265 + Penalty 1663.522483 = -147430.040782 nChanged 57 SP:Iteration 9Q (777.650595 sec): 3 clusters Score: Raw -149133.211697 + Penalty 1663.522483 = -147469.689214 nChanged 50 SP:Iteration 10Q (777.722105 sec): 3 clusters Score: Raw -149164.228839 + Penalty 1663.522483 = -147500.706356 nChanged 40 SP:Iteration 11Q (777.836000 sec): 3 clusters Score: Raw -149185.781893 + Penalty 1663.522483 = -147522.259410 nChanged 28 SP:Iteration 12Q (777.926438 sec): 3 clusters Score: Raw -149196.594053 + Penalty 1663.522483 = -147533.071570 nChanged 25 SP:Iteration 13Q (778.022491 sec): 3 clusters Score: Raw -149208.226661 + Penalty 1663.522483 = -147544.704179 nChanged 29 SP:Iteration 14Q (778.122547 sec): 3 clusters Score: Raw -149223.001436 + Penalty 1663.522483 = -147559.478953 nChanged 21 SP:Iteration 15Q (778.223364 sec): 3 clusters Score: Raw -149232.844740 + Penalty 1663.522483 = -147569.322258 nChanged 18 SP:Iteration 16Q (778.340145 sec): 3 clusters Score: Raw -149240.436544 + Penalty 1663.522483 = -147576.914061 nChanged 21 SP:Iteration 17Q (778.427502 sec): 3 clusters Score: Raw -149252.369820 + Penalty 1663.522483 = -147588.847337 nChanged 24 SP:Iteration 18Q (778.527889 sec): 3 clusters Score: Raw -149261.860466 + Penalty 1663.522483 = -147598.337983 nChanged 17 SP:Iteration 19Q (778.628968 sec): 3 clusters Score: Raw -149268.026775 + Penalty 1663.522483 = -147604.504292 nChanged 17 SP:Iteration 20F (778.725149 sec): 3 clusters Score: Raw -149275.096729 + Penalty 1663.522483 = -147611.574246 nChanged 13 SP:Iteration 21Q (778.838987 sec): 3 clusters Score: Raw -149282.331402 + Penalty 1663.522483 = -147618.808919 nChanged 15 SP:Iteration 22Q (778.939197 sec): 3 clusters Score: Raw -149290.199998 + Penalty 1663.522483 = -147626.677515 nChanged 13 SP:Iteration 23Q (779.044797 sec): 3 clusters Score: Raw -149295.748573 + Penalty 1663.522483 = -147632.226091 nChanged 16 SP:Iteration 24Q (779.143572 sec): 3 clusters Score: Raw -149301.784560 + Penalty 1663.522483 = -147638.262077 nChanged 11 SP:Iteration 25Q (779.258590 sec): 3 clusters Score: Raw -149305.845082 + Penalty 1663.522483 = -147642.322599 nChanged 14 SP:Iteration 26Q (779.334941 sec): 3 clusters Score: Raw -149313.592302 + Penalty 1663.522483 = -147650.069819 nChanged 13 SP:Iteration 27Q (779.440939 sec): 3 clusters Score: Raw -149321.195089 + Penalty 1663.522483 = -147657.672606 nChanged 17 SP:Iteration 28Q (779.540723 sec): 3 clusters Score: Raw -149330.567901 + Penalty 1663.522483 = -147667.045418 nChanged 19 SP:Iteration 29Q (779.643419 sec): 3 clusters Score: Raw -149341.846095 + Penalty 1663.522483 = -147678.323612 nChanged 24 SP:Iteration 30Q (779.757010 sec): 3 clusters Score: Raw -149354.248891 + Penalty 1663.522483 = -147690.726408 nChanged 20 SP:Iteration 31Q (779.857828 sec): 3 clusters Score: Raw -149365.825029 + Penalty 1663.522483 = -147702.302546 nChanged 22 SP:Iteration 32Q (779.991616 sec): 3 clusters Score: Raw -149375.533232 + Penalty 1663.522483 = -147712.010749 nChanged 22 SP:Iteration 33Q (780.077098 sec): 3 clusters Score: Raw -149385.445776 + Penalty 1663.522483 = -147721.923293 nChanged 23 SP:Iteration 34Q (780.179757 sec): 3 clusters Score: Raw -149396.733795 + Penalty 1663.522483 = -147733.211312 nChanged 27 SP:Iteration 35Q (780.259095 sec): 3 clusters Score: Raw -149411.991809 + Penalty 1663.522483 = -147748.469327 nChanged 28 SP:Iteration 36Q (780.359572 sec): 3 clusters Score: Raw -149424.120378 + Penalty 1663.522483 = -147760.597896 nChanged 25 SP:Iteration 37Q (780.484151 sec): 3 clusters Score: Raw -149438.479093 + Penalty 1663.522483 = -147774.956610 nChanged 29 SP:Iteration 38Q (780.558086 sec): 3 clusters Score: Raw -149451.230962 + Penalty 1663.522483 = -147787.708479 nChanged 28 SP:Iteration 39Q (780.642191 sec): 3 clusters Score: Raw -149463.999932 + Penalty 1663.522483 = -147800.477450 nChanged 23 SP:Iteration 40F (780.774790 sec): 3 clusters Score: Raw -149472.071258 + Penalty 1663.522483 = -147808.548775 nChanged 22 SP:Iteration 41Q (780.859140 sec): 3 clusters Score: Raw -149481.630738 + Penalty 1663.522483 = -147818.108255 nChanged 17 SP:Iteration 42Q (780.974285 sec): 3 clusters Score: Raw -149487.303666 + Penalty 1663.522483 = -147823.781183 nChanged 14 SP:Iteration 43Q (781.075677 sec): 3 clusters Score: Raw -149495.330880 + Penalty 1663.522483 = -147831.808397 nChanged 17 SP:Iteration 44Q (781.168932 sec): 3 clusters Score: Raw -149500.476365 + Penalty 1663.522483 = -147836.953882 nChanged 13 SP:Iteration 45Q (781.244192 sec): 3 clusters Score: Raw -149505.837494 + Penalty 1663.522483 = -147842.315011 nChanged 14 SP:Iteration 46Q (781.339475 sec): 3 clusters Score: Raw -149510.682801 + Penalty 1663.522483 = -147847.160318 nChanged 10 SP:Iteration 47Q (781.438766 sec): 3 clusters Score: Raw -149514.685174 + Penalty 1663.522483 = -147851.162691 nChanged 10 SP:Iteration 48Q (781.539538 sec): 3 clusters Score: Raw -149517.619248 + Penalty 1663.522483 = -147854.096766 nChanged 9 SP:Iteration 49Q (781.659246 sec): 3 clusters Score: Raw -149520.532470 + Penalty 1663.522483 = -147857.009987 nChanged 7 SP:Iteration 50Q (781.746206 sec): 3 clusters Score: Raw -149522.923283 + Penalty 1663.522483 = -147859.400800 nChanged 4 SP:Iteration 51Q (781.834408 sec): 3 clusters Score: Raw -149524.610608 + Penalty 1663.522483 = -147861.088125 nChanged 5 SP:Iteration 52Q (781.929190 sec): 3 clusters Score: Raw -149526.086967 + Penalty 1663.522483 = -147862.564484 nChanged 3 SP:Iteration 53Q (782.032452 sec): 3 clusters Score: Raw -149526.635666 + Penalty 1663.522483 = -147863.113183 nChanged 2 SP:Iteration 54Q (782.149899 sec): 3 clusters Score: Raw -149526.942635 + Penalty 1663.522483 = -147863.420153 nChanged 1 SP:Iteration 55Q (782.264453 sec): 3 clusters Score: Raw -149527.067907 + Penalty 1663.522483 = -147863.545425 nChanged 1 SP:Iteration 56Q (782.369420 sec): 3 clusters Score: Raw -149527.221064 + Penalty 1663.522483 = -147863.698581 nChanged 0 SP:Iteration 57F (782.456167 sec): 3 clusters Score: Raw -149527.221064 + Penalty 1663.522483 = -147863.698581 nChanged 0 Trying to split cluster 15 (2163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (782.533045 sec): 2 clusters Score: Raw -100843.475249 + Penalty 806.321400 = -100037.153849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (782.609091 sec): 3 clusters Score: Raw -99811.421948 + Penalty 1612.642799 = -98198.779148 nChanged 846 SP:Iteration 1F (782.714676 sec): 3 clusters Score: Raw -100352.994165 + Penalty 1612.642799 = -98740.351365 nChanged 181 SP:Iteration 2F (782.813906 sec): 3 clusters Score: Raw -100478.738721 + Penalty 1612.642799 = -98866.095921 nChanged 128 SP:Iteration 3F (782.903715 sec): 3 clusters Score: Raw -100572.692573 + Penalty 1612.642799 = -98960.049774 nChanged 103 SP:Iteration 4Q (782.989672 sec): 3 clusters Score: Raw -100639.039251 + Penalty 1612.642799 = -99026.396452 nChanged 77 SP:Iteration 5Q (783.111362 sec): 3 clusters Score: Raw -100702.345340 + Penalty 1612.642799 = -99089.702540 nChanged 74 SP:Iteration 6Q (783.214476 sec): 3 clusters Score: Raw -100754.467329 + Penalty 1612.642799 = -99141.824530 nChanged 67 SP:Iteration 7Q (783.285692 sec): 3 clusters Score: Raw -100793.489124 + Penalty 1612.642799 = -99180.846324 nChanged 57 SP:Iteration 8Q (783.401459 sec): 3 clusters Score: Raw -100830.899281 + Penalty 1612.642799 = -99218.256482 nChanged 51 SP:Iteration 9Q (783.496174 sec): 3 clusters Score: Raw -100873.936416 + Penalty 1612.642799 = -99261.293617 nChanged 53 SP:Iteration 10Q (783.586375 sec): 3 clusters Score: Raw -100906.007865 + Penalty 1612.642799 = -99293.365065 nChanged 43 SP:Iteration 11Q (783.691598 sec): 3 clusters Score: Raw -100932.089603 + Penalty 1612.642799 = -99319.446803 nChanged 40 SP:Iteration 12Q (783.810611 sec): 3 clusters Score: Raw -100950.103124 + Penalty 1612.642799 = -99337.460325 nChanged 28 SP:Iteration 13Q (783.889104 sec): 3 clusters Score: Raw -100961.365292 + Penalty 1612.642799 = -99348.722492 nChanged 20 SP:Iteration 14Q (783.977173 sec): 3 clusters Score: Raw -100976.325348 + Penalty 1612.642799 = -99363.682549 nChanged 25 SP:Iteration 15Q (784.089599 sec): 3 clusters Score: Raw -101004.886965 + Penalty 1612.642799 = -99392.244165 nChanged 38 SP:Iteration 16Q (784.168350 sec): 3 clusters Score: Raw -101025.142840 + Penalty 1612.642799 = -99412.500040 nChanged 29 SP:Iteration 17Q (784.272994 sec): 3 clusters Score: Raw -101042.341929 + Penalty 1612.642799 = -99429.699130 nChanged 21 SP:Iteration 18Q (784.379987 sec): 3 clusters Score: Raw -101050.686167 + Penalty 1612.642799 = -99438.043367 nChanged 14 SP:Iteration 19Q (784.469108 sec): 3 clusters Score: Raw -101057.823195 + Penalty 1612.642799 = -99445.180396 nChanged 14 SP:Iteration 20F (784.575900 sec): 3 clusters Score: Raw -101063.047640 + Penalty 1612.642799 = -99450.404840 nChanged 13 SP:Iteration 21Q (784.668170 sec): 3 clusters Score: Raw -101066.279712 + Penalty 1612.642799 = -99453.636913 nChanged 9 SP:Iteration 22Q (784.762551 sec): 3 clusters Score: Raw -101068.279166 + Penalty 1612.642799 = -99455.636367 nChanged 4 SP:Iteration 23Q (784.860707 sec): 3 clusters Score: Raw -101069.153773 + Penalty 1612.642799 = -99456.510974 nChanged 2 SP:Iteration 24Q (784.926336 sec): 3 clusters Score: Raw -101069.444154 + Penalty 1612.642799 = -99456.801354 nChanged 0 SP:Iteration 25F (785.043202 sec): 3 clusters Score: Raw -101069.444154 + Penalty 1612.642799 = -99456.801354 nChanged 0 Trying to split cluster 16 (5866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (785.099880 sec): 2 clusters Score: Raw -335502.738888 + Penalty 911.077466 = -334591.661422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (785.197466 sec): 3 clusters Score: Raw -332210.216729 + Penalty 1822.154932 = -330388.061796 nChanged 2499 SP:Iteration 1F (785.304645 sec): 3 clusters Score: Raw -333836.354643 + Penalty 1822.154932 = -332014.199711 nChanged 485 SP:Iteration 2F (785.413667 sec): 3 clusters Score: Raw -334126.463424 + Penalty 1822.154932 = -332304.308492 nChanged 403 SP:Iteration 3F (785.540083 sec): 3 clusters Score: Raw -334414.676650 + Penalty 1822.154932 = -332592.521718 nChanged 393 SP:Iteration 4F (785.635696 sec): 3 clusters Score: Raw -334687.731080 + Penalty 1822.154932 = -332865.576148 nChanged 336 SP:Iteration 5F (785.757876 sec): 3 clusters Score: Raw -334898.154143 + Penalty 1822.154932 = -333075.999211 nChanged 248 SP:Iteration 6Q (785.855231 sec): 3 clusters Score: Raw -335045.021632 + Penalty 1822.154932 = -333222.866700 nChanged 195 SP:Iteration 7Q (785.975454 sec): 3 clusters Score: Raw -335158.593365 + Penalty 1822.154932 = -333336.438433 nChanged 158 SP:Iteration 8Q (786.094286 sec): 3 clusters Score: Raw -335255.431462 + Penalty 1822.154932 = -333433.276529 nChanged 132 SP:Iteration 9Q (786.230335 sec): 3 clusters Score: Raw -335327.686202 + Penalty 1822.154932 = -333505.531270 nChanged 105 SP:Iteration 10Q (786.326397 sec): 3 clusters Score: Raw -335383.717303 + Penalty 1822.154932 = -333561.562370 nChanged 81 SP:Iteration 11Q (786.464144 sec): 3 clusters Score: Raw -335426.671679 + Penalty 1822.154932 = -333604.516747 nChanged 67 SP:Iteration 12Q (786.557216 sec): 3 clusters Score: Raw -335458.498928 + Penalty 1822.154932 = -333636.343996 nChanged 49 SP:Iteration 13Q (786.677325 sec): 3 clusters Score: Raw -335482.520534 + Penalty 1822.154932 = -333660.365602 nChanged 42 SP:Iteration 14Q (786.791709 sec): 3 clusters Score: Raw -335506.591122 + Penalty 1822.154932 = -333684.436189 nChanged 40 SP:Iteration 15Q (786.904444 sec): 3 clusters Score: Raw -335532.379280 + Penalty 1822.154932 = -333710.224347 nChanged 42 SP:Iteration 16Q (787.028673 sec): 3 clusters Score: Raw -335558.383517 + Penalty 1822.154932 = -333736.228585 nChanged 40 SP:Iteration 17Q (787.160227 sec): 3 clusters Score: Raw -335583.153498 + Penalty 1822.154932 = -333760.998566 nChanged 37 SP:Iteration 18Q (787.257995 sec): 3 clusters Score: Raw -335603.428776 + Penalty 1822.154932 = -333781.273844 nChanged 19 SP:Iteration 19Q (787.411168 sec): 3 clusters Score: Raw -335612.041034 + Penalty 1822.154932 = -333789.886102 nChanged 15 SP:Iteration 20F (787.504795 sec): 3 clusters Score: Raw -335619.752466 + Penalty 1822.154932 = -333797.597533 nChanged 14 SP:Iteration 21Q (787.627385 sec): 3 clusters Score: Raw -335629.479407 + Penalty 1822.154932 = -333807.324475 nChanged 23 SP:Iteration 22Q (787.750321 sec): 3 clusters Score: Raw -335644.149935 + Penalty 1822.154932 = -333821.995003 nChanged 16 SP:Iteration 23Q (787.872737 sec): 3 clusters Score: Raw -335657.886742 + Penalty 1822.154932 = -333835.731810 nChanged 19 SP:Iteration 24Q (787.963391 sec): 3 clusters Score: Raw -335669.542564 + Penalty 1822.154932 = -333847.387632 nChanged 14 SP:Iteration 25Q (788.073065 sec): 3 clusters Score: Raw -335679.560483 + Penalty 1822.154932 = -333857.405551 nChanged 9 SP:Iteration 26Q (788.168274 sec): 3 clusters Score: Raw -335684.554971 + Penalty 1822.154932 = -333862.400038 nChanged 11 SP:Iteration 27Q (788.285024 sec): 3 clusters Score: Raw -335689.311349 + Penalty 1822.154932 = -333867.156417 nChanged 5 SP:Iteration 28Q (788.407058 sec): 3 clusters Score: Raw -335692.101056 + Penalty 1822.154932 = -333869.946123 nChanged 8 SP:Iteration 29Q (788.520754 sec): 3 clusters Score: Raw -335698.804701 + Penalty 1822.154932 = -333876.649768 nChanged 12 SP:Iteration 30Q (788.637871 sec): 3 clusters Score: Raw -335710.717892 + Penalty 1822.154932 = -333888.562960 nChanged 18 SP:Iteration 31Q (788.753375 sec): 3 clusters Score: Raw -335720.225069 + Penalty 1822.154932 = -333898.070136 nChanged 15 SP:Iteration 32Q (788.895438 sec): 3 clusters Score: Raw -335726.479889 + Penalty 1822.154932 = -333904.324957 nChanged 7 SP:Iteration 33Q (788.998545 sec): 3 clusters Score: Raw -335733.239656 + Penalty 1822.154932 = -333911.084723 nChanged 10 SP:Iteration 34Q (789.108943 sec): 3 clusters Score: Raw -335739.517746 + Penalty 1822.154932 = -333917.362814 nChanged 10 SP:Iteration 35Q (789.230955 sec): 3 clusters Score: Raw -335743.791177 + Penalty 1822.154932 = -333921.636245 nChanged 6 SP:Iteration 36Q (789.328509 sec): 3 clusters Score: Raw -335747.671140 + Penalty 1822.154932 = -333925.516207 nChanged 1 SP:Iteration 37Q (789.483124 sec): 3 clusters Score: Raw -335748.578605 + Penalty 1822.154932 = -333926.423672 nChanged 3 SP:Iteration 38Q (789.576730 sec): 3 clusters Score: Raw -335749.964412 + Penalty 1822.154932 = -333927.809480 nChanged 2 SP:Iteration 39Q (789.694132 sec): 3 clusters Score: Raw -335750.789088 + Penalty 1822.154932 = -333928.634155 nChanged 1 SP:Iteration 40F (789.813400 sec): 3 clusters Score: Raw -335751.697521 + Penalty 1822.154932 = -333929.542588 nChanged 4 SP:Iteration 41Q (789.935989 sec): 3 clusters Score: Raw -335754.998809 + Penalty 1822.154932 = -333932.843877 nChanged 5 SP:Iteration 42Q (790.053620 sec): 3 clusters Score: Raw -335758.784775 + Penalty 1822.154932 = -333936.629843 nChanged 4 SP:Iteration 43Q (790.174882 sec): 3 clusters Score: Raw -335760.956400 + Penalty 1822.154932 = -333938.801467 nChanged 3 SP:Iteration 44Q (790.294262 sec): 3 clusters Score: Raw -335762.914508 + Penalty 1822.154932 = -333940.759576 nChanged 6 SP:Iteration 45Q (790.407467 sec): 3 clusters Score: Raw -335764.623673 + Penalty 1822.154932 = -333942.468741 nChanged 2 SP:Iteration 46Q (790.518701 sec): 3 clusters Score: Raw -335766.155475 + Penalty 1822.154932 = -333944.000543 nChanged 2 SP:Iteration 47Q (790.614082 sec): 3 clusters Score: Raw -335767.954395 + Penalty 1822.154932 = -333945.799462 nChanged 3 SP:Iteration 48Q (790.785987 sec): 3 clusters Score: Raw -335770.038952 + Penalty 1822.154932 = -333947.884020 nChanged 4 SP:Iteration 49Q (790.893495 sec): 3 clusters Score: Raw -335771.788540 + Penalty 1822.154932 = -333949.633608 nChanged 2 SP:Iteration 50Q (791.025316 sec): 3 clusters Score: Raw -335772.466768 + Penalty 1822.154932 = -333950.311836 nChanged 0 SP:Iteration 51F (791.120032 sec): 3 clusters Score: Raw -335772.466768 + Penalty 1822.154932 = -333950.311836 nChanged 0 Time taken for this iteration:338.032872 seconds. 4->17 Clusters: Score -1992393.325019, best is -1988933.670009 THE BEST YET! Starting from 5 clusters... ------ Clustering full data set of 41034 points ------ SP: Assigned 5 initial classes randomly. Iteration 0F (791.484363 sec): 5 clusters Score: Raw -1798957.281893 + Penalty 4461.305634 = -1794495.976259 nChanged 30472 Iteration 1F (791.791624 sec): 5 clusters Score: Raw -1888341.002694 + Penalty 4461.305634 = -1883879.697060 nChanged 13921 Iteration 2F (792.109138 sec): 5 clusters Score: Raw -1951095.256978 + Penalty 4461.305634 = -1946633.951344 nChanged 7120 Iteration 3F (792.437689 sec): 5 clusters Score: Raw -1962296.969519 + Penalty 4461.305634 = -1957835.663885 nChanged 2705 Iteration 4F (792.732750 sec): 5 clusters Score: Raw -1964333.551567 + Penalty 4461.305634 = -1959872.245933 nChanged 1436 Iteration 5Q (793.044578 sec): 5 clusters Score: Raw -1965544.508482 + Penalty 4461.305634 = -1961083.202849 nChanged 1173 Iteration 6Q (793.286594 sec): 5 clusters Score: Raw -1967245.733796 + Penalty 4461.305634 = -1962784.428162 nChanged 1271 Iteration 7Q (793.613232 sec): 5 clusters Score: Raw -1969216.858987 + Penalty 4461.305634 = -1964755.553354 nChanged 1214 Iteration 8Q (793.913892 sec): 5 clusters Score: Raw -1970592.078511 + Penalty 4461.305634 = -1966130.772877 nChanged 1079 Iteration 9Q (794.186410 sec): 5 clusters Score: Raw -1971596.043802 + Penalty 4461.305634 = -1967134.738169 nChanged 987 Iteration 10Q (794.460030 sec): 5 clusters Score: Raw -1972315.476633 + Penalty 4461.305634 = -1967854.171000 nChanged 843 Iteration 11Q (794.715575 sec): 5 clusters Score: Raw -1972847.055937 + Penalty 4461.305634 = -1968385.750303 nChanged 755 Iteration 12Q (794.951393 sec): 5 clusters Score: Raw -1973247.091089 + Penalty 4461.305634 = -1968785.785455 nChanged 682 Iteration 13Q (795.200378 sec): 5 clusters Score: Raw -1973558.372845 + Penalty 4461.305634 = -1969097.067211 nChanged 630 Iteration 14Q (795.451103 sec): 5 clusters Score: Raw -1973799.671134 + Penalty 4461.305634 = -1969338.365501 nChanged 478 Iteration 15Q (795.728902 sec): 5 clusters Score: Raw -1973941.976691 + Penalty 4461.305634 = -1969480.671058 nChanged 405 Iteration 16Q (795.998682 sec): 5 clusters Score: Raw -1974052.172291 + Penalty 4461.305634 = -1969590.866657 nChanged 379 Iteration 17Q (796.283631 sec): 5 clusters Score: Raw -1974142.541431 + Penalty 4461.305634 = -1969681.235797 nChanged 308 Iteration 18Q (796.537218 sec): 5 clusters Score: Raw -1974196.956630 + Penalty 4461.305634 = -1969735.650997 nChanged 228 Iteration 19Q (796.801355 sec): 5 clusters Score: Raw -1974233.170893 + Penalty 4461.305634 = -1969771.865259 nChanged 218 Writing temp clu file Because OldScore, -1969735.650997, is greater than current (better) Score,-1969771.865259 Compute initial score before splitting: Score: Raw -1974233.170893 + Penalty 4461.305634 = -1969771.865259 Trying to split cluster 1 (8849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (796.901657 sec): 2 clusters Score: Raw -430250.082181 + Penalty 954.246272 = -429295.835909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (796.979532 sec): 3 clusters Score: Raw -425031.109868 + Penalty 1908.492545 = -423122.617323 nChanged 3962 SP:Iteration 1F (797.073334 sec): 3 clusters Score: Raw -427545.723860 + Penalty 1908.492545 = -425637.231315 nChanged 796 SP:Iteration 2F (797.187694 sec): 3 clusters Score: Raw -428420.802590 + Penalty 1908.492545 = -426512.310045 nChanged 844 SP:Iteration 3F (797.258685 sec): 3 clusters Score: Raw -429780.536718 + Penalty 1908.492545 = -427872.044173 nChanged 963 SP:Iteration 4F (797.353971 sec): 3 clusters Score: Raw -431257.504360 + Penalty 1908.492545 = -429349.011815 nChanged 883 SP:Iteration 5F (797.449540 sec): 3 clusters Score: Raw -432639.214315 + Penalty 1908.492545 = -430730.721770 nChanged 677 SP:Iteration 6F (797.536645 sec): 3 clusters Score: Raw -433771.846233 + Penalty 1908.492545 = -431863.353688 nChanged 484 SP:Iteration 7F (797.630655 sec): 3 clusters Score: Raw -434228.765590 + Penalty 1908.492545 = -432320.273045 nChanged 289 SP:Iteration 8Q (797.728095 sec): 3 clusters Score: Raw -434425.407130 + Penalty 1908.492545 = -432516.914586 nChanged 217 SP:Iteration 9Q (797.821496 sec): 3 clusters Score: Raw -434568.019552 + Penalty 1908.492545 = -432659.527007 nChanged 170 SP:Iteration 10Q (797.900106 sec): 3 clusters Score: Raw -434665.722922 + Penalty 1908.492545 = -432757.230377 nChanged 135 SP:Iteration 11Q (797.981856 sec): 3 clusters Score: Raw -434723.227975 + Penalty 1908.492545 = -432814.735430 nChanged 91 SP:Iteration 12Q (798.076270 sec): 3 clusters Score: Raw -434749.812309 + Penalty 1908.492545 = -432841.319764 nChanged 77 SP:Iteration 13Q (798.164317 sec): 3 clusters Score: Raw -434772.847169 + Penalty 1908.492545 = -432864.354624 nChanged 68 SP:Iteration 14Q (798.249285 sec): 3 clusters Score: Raw -434791.944106 + Penalty 1908.492545 = -432883.451561 nChanged 63 SP:Iteration 15Q (798.355047 sec): 3 clusters Score: Raw -434805.513186 + Penalty 1908.492545 = -432897.020641 nChanged 55 SP:Iteration 16Q (798.442849 sec): 3 clusters Score: Raw -434816.179345 + Penalty 1908.492545 = -432907.686800 nChanged 48 SP:Iteration 17Q (798.512285 sec): 3 clusters Score: Raw -434825.816966 + Penalty 1908.492545 = -432917.324421 nChanged 38 SP:Iteration 18Q (798.607347 sec): 3 clusters Score: Raw -434832.585810 + Penalty 1908.492545 = -432924.093265 nChanged 29 SP:Iteration 19Q (798.699738 sec): 3 clusters Score: Raw -434835.839407 + Penalty 1908.492545 = -432927.346863 nChanged 14 SP:Iteration 20F (798.791807 sec): 3 clusters Score: Raw -434837.505113 + Penalty 1908.492545 = -432929.012569 nChanged 13 SP:Iteration 21Q (798.852719 sec): 3 clusters Score: Raw -434838.777865 + Penalty 1908.492545 = -432930.285320 nChanged 11 SP:Iteration 22Q (798.950136 sec): 3 clusters Score: Raw -434839.884567 + Penalty 1908.492545 = -432931.392022 nChanged 11 SP:Iteration 23Q (799.048233 sec): 3 clusters Score: Raw -434840.973546 + Penalty 1908.492545 = -432932.481001 nChanged 11 SP:Iteration 24Q (799.172938 sec): 3 clusters Score: Raw -434841.973121 + Penalty 1908.492545 = -432933.480576 nChanged 7 SP:Iteration 25Q (799.296105 sec): 3 clusters Score: Raw -434842.392704 + Penalty 1908.492545 = -432933.900159 nChanged 4 SP:Iteration 26Q (799.430155 sec): 3 clusters Score: Raw -434842.593387 + Penalty 1908.492545 = -432934.100842 nChanged 2 SP:Iteration 27Q (799.540812 sec): 3 clusters Score: Raw -434842.709706 + Penalty 1908.492545 = -432934.217161 nChanged 1 SP:Iteration 28Q (799.652430 sec): 3 clusters Score: Raw -434842.794719 + Penalty 1908.492545 = -432934.302174 nChanged 1 SP:Iteration 29Q (799.750989 sec): 3 clusters Score: Raw -434842.875897 + Penalty 1908.492545 = -432934.383353 nChanged 2 SP:Iteration 30Q (799.886497 sec): 3 clusters Score: Raw -434842.957650 + Penalty 1908.492545 = -432934.465105 nChanged 0 SP:Iteration 31F (800.005460 sec): 3 clusters Score: Raw -434842.957650 + Penalty 1908.492545 = -432934.465105 nChanged 0 Score: Raw -1978846.161890 + Penalty 5576.632042 = -1973269.529848 Splitting cluster 1 changes total score from -1969771.865259 to -1973269.529848 So it's getting split into cluster 5. Trying to split cluster 2 (8268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (800.486408 sec): 2 clusters Score: Raw -400131.493434 + Penalty 947.115532 = -399184.377902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (800.635802 sec): 3 clusters Score: Raw -395408.540022 + Penalty 1894.231063 = -393514.308958 nChanged 3648 SP:Iteration 1F (800.737159 sec): 3 clusters Score: Raw -398147.303911 + Penalty 1894.231063 = -396253.072847 nChanged 877 SP:Iteration 2F (800.865407 sec): 3 clusters Score: Raw -399226.358046 + Penalty 1894.231063 = -397332.126983 nChanged 851 SP:Iteration 3F (800.966988 sec): 3 clusters Score: Raw -400310.965634 + Penalty 1894.231063 = -398416.734570 nChanged 760 SP:Iteration 4F (801.074863 sec): 3 clusters Score: Raw -401116.926725 + Penalty 1894.231063 = -399222.695662 nChanged 580 SP:Iteration 5F (801.203574 sec): 3 clusters Score: Raw -401563.055670 + Penalty 1894.231063 = -399668.824606 nChanged 399 SP:Iteration 6Q (801.350970 sec): 3 clusters Score: Raw -401790.369693 + Penalty 1894.231063 = -399896.138630 nChanged 238 SP:Iteration 7Q (801.461734 sec): 3 clusters Score: Raw -401910.337757 + Penalty 1894.231063 = -400016.106694 nChanged 162 SP:Iteration 8Q (801.591000 sec): 3 clusters Score: Raw -401992.904299 + Penalty 1894.231063 = -400098.673235 nChanged 132 SP:Iteration 9Q (801.704891 sec): 3 clusters Score: Raw -402046.489579 + Penalty 1894.231063 = -400152.258516 nChanged 86 SP:Iteration 10Q (801.820890 sec): 3 clusters Score: Raw -402070.423332 + Penalty 1894.231063 = -400176.192268 nChanged 61 SP:Iteration 11Q (801.939875 sec): 3 clusters Score: Raw -402087.798838 + Penalty 1894.231063 = -400193.567774 nChanged 63 SP:Iteration 12Q (802.046333 sec): 3 clusters Score: Raw -402105.561067 + Penalty 1894.231063 = -400211.330003 nChanged 48 SP:Iteration 13Q (802.169044 sec): 3 clusters Score: Raw -402125.542590 + Penalty 1894.231063 = -400231.311527 nChanged 45 SP:Iteration 14Q (802.290837 sec): 3 clusters Score: Raw -402146.071471 + Penalty 1894.231063 = -400251.840407 nChanged 49 SP:Iteration 15Q (802.400236 sec): 3 clusters Score: Raw -402171.281931 + Penalty 1894.231063 = -400277.050868 nChanged 49 SP:Iteration 16Q (802.508682 sec): 3 clusters Score: Raw -402194.546960 + Penalty 1894.231063 = -400300.315896 nChanged 57 SP:Iteration 17Q (802.618614 sec): 3 clusters Score: Raw -402232.896418 + Penalty 1894.231063 = -400338.665355 nChanged 63 SP:Iteration 18Q (802.729958 sec): 3 clusters Score: Raw -402276.732893 + Penalty 1894.231063 = -400382.501830 nChanged 71 SP:Iteration 19Q (802.842290 sec): 3 clusters Score: Raw -402328.058260 + Penalty 1894.231063 = -400433.827197 nChanged 76 SP:Iteration 20F (802.966189 sec): 3 clusters Score: Raw -402362.372146 + Penalty 1894.231063 = -400468.141083 nChanged 66 SP:Iteration 21Q (803.087488 sec): 3 clusters Score: Raw -402380.674965 + Penalty 1894.231063 = -400486.443902 nChanged 46 SP:Iteration 22Q (803.192708 sec): 3 clusters Score: Raw -402389.496632 + Penalty 1894.231063 = -400495.265569 nChanged 29 SP:Iteration 23Q (803.332050 sec): 3 clusters Score: Raw -402392.998031 + Penalty 1894.231063 = -400498.766967 nChanged 27 SP:Iteration 24Q (803.448359 sec): 3 clusters Score: Raw -402396.530905 + Penalty 1894.231063 = -400502.299842 nChanged 17 SP:Iteration 25Q (803.559759 sec): 3 clusters Score: Raw -402397.962860 + Penalty 1894.231063 = -400503.731797 nChanged 12 SP:Iteration 26Q (803.676732 sec): 3 clusters Score: Raw -402398.773367 + Penalty 1894.231063 = -400504.542303 nChanged 7 SP:Iteration 27Q (803.800648 sec): 3 clusters Score: Raw -402399.407317 + Penalty 1894.231063 = -400505.176254 nChanged 7 SP:Iteration 28Q (803.909799 sec): 3 clusters Score: Raw -402399.986917 + Penalty 1894.231063 = -400505.755853 nChanged 7 SP:Iteration 29Q (804.046246 sec): 3 clusters Score: Raw -402400.586214 + Penalty 1894.231063 = -400506.355151 nChanged 7 SP:Iteration 30Q (804.178870 sec): 3 clusters Score: Raw -402401.187516 + Penalty 1894.231063 = -400506.956452 nChanged 4 SP:Iteration 31Q (804.313857 sec): 3 clusters Score: Raw -402401.476556 + Penalty 1894.231063 = -400507.245492 nChanged 4 SP:Iteration 32Q (804.438125 sec): 3 clusters Score: Raw -402401.689663 + Penalty 1894.231063 = -400507.458600 nChanged 3 SP:Iteration 33Q (804.567352 sec): 3 clusters Score: Raw -402401.983374 + Penalty 1894.231063 = -400507.752311 nChanged 4 SP:Iteration 34Q (804.687886 sec): 3 clusters Score: Raw -402402.307734 + Penalty 1894.231063 = -400508.076670 nChanged 5 SP:Iteration 35Q (804.822228 sec): 3 clusters Score: Raw -402402.570520 + Penalty 1894.231063 = -400508.339457 nChanged 3 SP:Iteration 36Q (804.946577 sec): 3 clusters Score: Raw -402402.767470 + Penalty 1894.231063 = -400508.536407 nChanged 1 SP:Iteration 37Q (805.034014 sec): 3 clusters Score: Raw -402402.953161 + Penalty 1894.231063 = -400508.722098 nChanged 2 SP:Iteration 38Q (805.146321 sec): 3 clusters Score: Raw -402403.035348 + Penalty 1894.231063 = -400508.804284 nChanged 1 SP:Iteration 39Q (805.270613 sec): 3 clusters Score: Raw -402403.113017 + Penalty 1894.231063 = -400508.881954 nChanged 2 SP:Iteration 40F (805.387703 sec): 3 clusters Score: Raw -402403.209451 + Penalty 1894.231063 = -400508.978387 nChanged 1 SP:Iteration 41Q (805.477951 sec): 3 clusters Score: Raw -402403.267201 + Penalty 1894.231063 = -400509.036138 nChanged 0 SP:Iteration 42F (805.587711 sec): 3 clusters Score: Raw -402403.267201 + Penalty 1894.231063 = -400509.036138 nChanged 0 Score: Raw -1981117.935657 + Penalty 6691.958450 = -1974425.977206 Splitting cluster 2 changes total score from -1969771.865259 to -1974425.977206 So it's getting split into cluster 6. Trying to split cluster 3 (6407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (806.139517 sec): 2 clusters Score: Raw -235720.260922 + Penalty 920.340374 = -234799.920547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (806.262780 sec): 3 clusters Score: Raw -232185.934514 + Penalty 1840.680749 = -230345.253766 nChanged 2808 SP:Iteration 1F (806.351357 sec): 3 clusters Score: Raw -235692.568532 + Penalty 1840.680749 = -233851.887784 nChanged 1072 SP:Iteration 2F (806.469598 sec): 3 clusters Score: Raw -237870.418474 + Penalty 1840.680749 = -236029.737726 nChanged 613 SP:Iteration 3F (806.546628 sec): 3 clusters Score: Raw -238782.152438 + Penalty 1840.680749 = -236941.471689 nChanged 344 SP:Iteration 4F (806.665485 sec): 3 clusters Score: Raw -239180.004472 + Penalty 1840.680749 = -237339.323724 nChanged 234 SP:Iteration 5Q (806.775296 sec): 3 clusters Score: Raw -239398.585037 + Penalty 1840.680749 = -237557.904288 nChanged 161 SP:Iteration 6Q (806.866833 sec): 3 clusters Score: Raw -239573.866090 + Penalty 1840.680749 = -237733.185341 nChanged 126 SP:Iteration 7Q (806.974131 sec): 3 clusters Score: Raw -239731.479799 + Penalty 1840.680749 = -237890.799050 nChanged 114 SP:Iteration 8Q (807.061045 sec): 3 clusters Score: Raw -239811.848305 + Penalty 1840.680749 = -237971.167557 nChanged 87 SP:Iteration 9Q (807.157023 sec): 3 clusters Score: Raw -239869.414440 + Penalty 1840.680749 = -238028.733692 nChanged 97 SP:Iteration 10Q (807.268737 sec): 3 clusters Score: Raw -239934.235164 + Penalty 1840.680749 = -238093.554415 nChanged 80 SP:Iteration 11Q (807.384213 sec): 3 clusters Score: Raw -239981.539829 + Penalty 1840.680749 = -238140.859080 nChanged 72 SP:Iteration 12Q (807.466715 sec): 3 clusters Score: Raw -240013.809731 + Penalty 1840.680749 = -238173.128982 nChanged 75 SP:Iteration 13Q (807.571423 sec): 3 clusters Score: Raw -240056.437662 + Penalty 1840.680749 = -238215.756913 nChanged 65 SP:Iteration 14Q (807.711062 sec): 3 clusters Score: Raw -240103.615154 + Penalty 1840.680749 = -238262.934405 nChanged 58 SP:Iteration 15Q (807.816955 sec): 3 clusters Score: Raw -240124.977817 + Penalty 1840.680749 = -238284.297068 nChanged 41 SP:Iteration 16Q (807.926369 sec): 3 clusters Score: Raw -240141.820982 + Penalty 1840.680749 = -238301.140234 nChanged 40 SP:Iteration 17Q (808.027575 sec): 3 clusters Score: Raw -240154.430468 + Penalty 1840.680749 = -238313.749719 nChanged 26 SP:Iteration 18Q (808.118430 sec): 3 clusters Score: Raw -240163.064694 + Penalty 1840.680749 = -238322.383946 nChanged 17 SP:Iteration 19Q (808.186781 sec): 3 clusters Score: Raw -240169.019010 + Penalty 1840.680749 = -238328.338261 nChanged 14 SP:Iteration 20F (808.305564 sec): 3 clusters Score: Raw -240172.183756 + Penalty 1840.680749 = -238331.503008 nChanged 9 SP:Iteration 21Q (808.389820 sec): 3 clusters Score: Raw -240173.521894 + Penalty 1840.680749 = -238332.841146 nChanged 9 SP:Iteration 22Q (808.489422 sec): 3 clusters Score: Raw -240174.750571 + Penalty 1840.680749 = -238334.069823 nChanged 9 SP:Iteration 23Q (808.575461 sec): 3 clusters Score: Raw -240175.815179 + Penalty 1840.680749 = -238335.134431 nChanged 9 SP:Iteration 24Q (808.674186 sec): 3 clusters Score: Raw -240177.205441 + Penalty 1840.680749 = -238336.524692 nChanged 9 SP:Iteration 25Q (808.764119 sec): 3 clusters Score: Raw -240178.172268 + Penalty 1840.680749 = -238337.491519 nChanged 6 SP:Iteration 26Q (808.856668 sec): 3 clusters Score: Raw -240178.588959 + Penalty 1840.680749 = -238337.908210 nChanged 4 SP:Iteration 27Q (808.952447 sec): 3 clusters Score: Raw -240178.860705 + Penalty 1840.680749 = -238338.179956 nChanged 4 SP:Iteration 28Q (809.030625 sec): 3 clusters Score: Raw -240179.119640 + Penalty 1840.680749 = -238338.438892 nChanged 4 SP:Iteration 29Q (809.121442 sec): 3 clusters Score: Raw -240179.654681 + Penalty 1840.680749 = -238338.973932 nChanged 7 SP:Iteration 30Q (809.193815 sec): 3 clusters Score: Raw -240180.784572 + Penalty 1840.680749 = -238340.103823 nChanged 13 SP:Iteration 31Q (809.277122 sec): 3 clusters Score: Raw -240182.317093 + Penalty 1840.680749 = -238341.636345 nChanged 4 SP:Iteration 32Q (809.380710 sec): 3 clusters Score: Raw -240183.577548 + Penalty 1840.680749 = -238342.896799 nChanged 5 SP:Iteration 33Q (809.465158 sec): 3 clusters Score: Raw -240184.460287 + Penalty 1840.680749 = -238343.779538 nChanged 2 SP:Iteration 34Q (809.549571 sec): 3 clusters Score: Raw -240184.599177 + Penalty 1840.680749 = -238343.918429 nChanged 1 SP:Iteration 35Q (809.642778 sec): 3 clusters Score: Raw -240184.652383 + Penalty 1840.680749 = -238343.971634 nChanged 0 SP:Iteration 36F (809.706572 sec): 3 clusters Score: Raw -240184.652383 + Penalty 1840.680749 = -238343.971634 nChanged 0 Score: Raw -1985582.327118 + Penalty 7807.284859 = -1977775.042259 Splitting cluster 3 changes total score from -1969771.865259 to -1977775.042259 So it's getting split into cluster 7. Trying to split cluster 4 (17431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (810.242716 sec): 2 clusters Score: Raw -962283.471592 + Penalty 1025.430578 = -961258.041014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (810.344904 sec): 3 clusters Score: Raw -951550.295934 + Penalty 2050.861157 = -949499.434777 nChanged 7969 SP:Iteration 1F (810.466304 sec): 3 clusters Score: Raw -956989.502909 + Penalty 2050.861157 = -954938.641752 nChanged 1410 SP:Iteration 2F (810.564398 sec): 3 clusters Score: Raw -958071.333878 + Penalty 2050.861157 = -956020.472721 nChanged 1374 SP:Iteration 3F (810.669212 sec): 3 clusters Score: Raw -959114.491331 + Penalty 2050.861157 = -957063.630174 nChanged 1212 SP:Iteration 4F (810.790031 sec): 3 clusters Score: Raw -959947.786014 + Penalty 2050.861157 = -957896.924857 nChanged 948 SP:Iteration 5F (810.893125 sec): 3 clusters Score: Raw -960537.663516 + Penalty 2050.861157 = -958486.802359 nChanged 793 SP:Iteration 6Q (810.998323 sec): 3 clusters Score: Raw -961009.259995 + Penalty 2050.861157 = -958958.398838 nChanged 678 SP:Iteration 7Q (811.094314 sec): 3 clusters Score: Raw -961406.772297 + Penalty 2050.861157 = -959355.911140 nChanged 572 SP:Iteration 8Q (811.207946 sec): 3 clusters Score: Raw -961706.031954 + Penalty 2050.861157 = -959655.170797 nChanged 491 SP:Iteration 9Q (811.310145 sec): 3 clusters Score: Raw -961917.318152 + Penalty 2050.861157 = -959866.456995 nChanged 408 SP:Iteration 10Q (811.388466 sec): 3 clusters Score: Raw -962091.961064 + Penalty 2050.861157 = -960041.099907 nChanged 372 SP:Iteration 11Q (811.494835 sec): 3 clusters Score: Raw -962245.007727 + Penalty 2050.861157 = -960194.146570 nChanged 333 SP:Iteration 12Q (811.600360 sec): 3 clusters Score: Raw -962373.613318 + Penalty 2050.861157 = -960322.752161 nChanged 317 SP:Iteration 13Q (811.691061 sec): 3 clusters Score: Raw -962498.515426 + Penalty 2050.861157 = -960447.654269 nChanged 307 SP:Iteration 14Q (811.805371 sec): 3 clusters Score: Raw -962617.794206 + Penalty 2050.861157 = -960566.933049 nChanged 287 SP:Iteration 15Q (811.900051 sec): 3 clusters Score: Raw -962738.793825 + Penalty 2050.861157 = -960687.932668 nChanged 283 SP:Iteration 16Q (811.994723 sec): 3 clusters Score: Raw -962871.169780 + Penalty 2050.861157 = -960820.308624 nChanged 266 SP:Iteration 17Q (812.108428 sec): 3 clusters Score: Raw -963010.831906 + Penalty 2050.861157 = -960959.970749 nChanged 248 SP:Iteration 18Q (812.222125 sec): 3 clusters Score: Raw -963125.924100 + Penalty 2050.861157 = -961075.062943 nChanged 258 SP:Iteration 19Q (812.317885 sec): 3 clusters Score: Raw -963239.854513 + Penalty 2050.861157 = -961188.993356 nChanged 211 SP:Iteration 20F (812.436061 sec): 3 clusters Score: Raw -963321.600452 + Penalty 2050.861157 = -961270.739295 nChanged 187 SP:Iteration 21Q (812.538810 sec): 3 clusters Score: Raw -963389.732956 + Penalty 2050.861157 = -961338.871799 nChanged 159 SP:Iteration 22Q (812.634301 sec): 3 clusters Score: Raw -963449.998141 + Penalty 2050.861157 = -961399.136984 nChanged 126 SP:Iteration 23Q (812.746875 sec): 3 clusters Score: Raw -963498.790862 + Penalty 2050.861157 = -961447.929705 nChanged 121 SP:Iteration 24Q (812.835061 sec): 3 clusters Score: Raw -963535.981829 + Penalty 2050.861157 = -961485.120672 nChanged 91 SP:Iteration 25Q (812.933334 sec): 3 clusters Score: Raw -963560.759305 + Penalty 2050.861157 = -961509.898148 nChanged 73 SP:Iteration 26Q (813.024872 sec): 3 clusters Score: Raw -963575.826342 + Penalty 2050.861157 = -961524.965185 nChanged 59 SP:Iteration 27Q (813.129692 sec): 3 clusters Score: Raw -963587.281010 + Penalty 2050.861157 = -961536.419853 nChanged 50 SP:Iteration 28Q (813.237375 sec): 3 clusters Score: Raw -963595.635504 + Penalty 2050.861157 = -961544.774347 nChanged 36 SP:Iteration 29Q (813.334934 sec): 3 clusters Score: Raw -963604.614780 + Penalty 2050.861157 = -961553.753623 nChanged 39 SP:Iteration 30Q (813.441466 sec): 3 clusters Score: Raw -963612.290325 + Penalty 2050.861157 = -961561.429168 nChanged 37 SP:Iteration 31Q (813.546627 sec): 3 clusters Score: Raw -963617.170282 + Penalty 2050.861157 = -961566.309125 nChanged 26 SP:Iteration 32Q (813.639406 sec): 3 clusters Score: Raw -963620.912287 + Penalty 2050.861157 = -961570.051130 nChanged 17 SP:Iteration 33Q (813.727908 sec): 3 clusters Score: Raw -963623.074468 + Penalty 2050.861157 = -961572.213311 nChanged 10 SP:Iteration 34Q (813.783019 sec): 3 clusters Score: Raw -963624.179531 + Penalty 2050.861157 = -961573.318374 nChanged 7 SP:Iteration 35Q (813.884997 sec): 3 clusters Score: Raw -963625.028136 + Penalty 2050.861157 = -961574.166979 nChanged 1 SP:Iteration 36Q (813.989041 sec): 3 clusters Score: Raw -963625.100743 + Penalty 2050.861157 = -961574.239586 nChanged 2 SP:Iteration 37Q (814.083709 sec): 3 clusters Score: Raw -963625.319347 + Penalty 2050.861157 = -961574.458190 nChanged 1 SP:Iteration 38Q (814.178642 sec): 3 clusters Score: Raw -963625.383731 + Penalty 2050.861157 = -961574.522574 nChanged 1 SP:Iteration 39Q (814.279359 sec): 3 clusters Score: Raw -963625.501329 + Penalty 2050.861157 = -961574.640172 nChanged 1 SP:Iteration 40F (814.388177 sec): 3 clusters Score: Raw -963625.627481 + Penalty 2050.861157 = -961574.766324 nChanged 3 SP:Iteration 41Q (814.500299 sec): 3 clusters Score: Raw -963625.848424 + Penalty 2050.861157 = -961574.987267 nChanged 4 SP:Iteration 42Q (814.600206 sec): 3 clusters Score: Raw -963626.213185 + Penalty 2050.861157 = -961575.352028 nChanged 4 SP:Iteration 43Q (814.714277 sec): 3 clusters Score: Raw -963626.501899 + Penalty 2050.861157 = -961575.640742 nChanged 3 SP:Iteration 44Q (814.824041 sec): 3 clusters Score: Raw -963626.664670 + Penalty 2050.861157 = -961575.803513 nChanged 2 SP:Iteration 45Q (814.941443 sec): 3 clusters Score: Raw -963626.738416 + Penalty 2050.861157 = -961575.877259 nChanged 2 SP:Iteration 46Q (815.037832 sec): 3 clusters Score: Raw -963626.866949 + Penalty 2050.861157 = -961576.005792 nChanged 1 SP:Iteration 47Q (815.126917 sec): 3 clusters Score: Raw -963626.914267 + Penalty 2050.861157 = -961576.053110 nChanged 0 SP:Iteration 48F (815.248202 sec): 3 clusters Score: Raw -963626.914267 + Penalty 2050.861157 = -961576.053110 nChanged 0 Score: Raw -1986925.769792 + Penalty 8922.611267 = -1978003.158525 Splitting cluster 4 changes total score from -1969771.865259 to -1978003.158525 So it's getting split into cluster 8. Iteration 20F (816.299813 sec): 9 clusters Score: Raw -1989948.162105 + Penalty 8922.611267 = -1981025.550838 nChanged 2595 Iteration 21F (816.825016 sec): 9 clusters Score: Raw -1991406.502098 + Penalty 8922.611267 = -1982483.890831 nChanged 1158 Iteration 22Q (817.312407 sec): 9 clusters Score: Raw -1991957.004365 + Penalty 8922.611267 = -1983034.393098 nChanged 793 Iteration 23Q (817.782451 sec): 9 clusters Score: Raw -1992254.015068 + Penalty 8922.611267 = -1983331.403801 nChanged 591 Iteration 24Q (818.273007 sec): 9 clusters Score: Raw -1992429.137606 + Penalty 8922.611267 = -1983506.526338 nChanged 441 Iteration 25Q (818.773429 sec): 9 clusters Score: Raw -1992550.436687 + Penalty 8922.611267 = -1983627.825420 nChanged 322 Iteration 26Q (819.240495 sec): 9 clusters Score: Raw -1992628.119578 + Penalty 8922.611267 = -1983705.508311 nChanged 245 Iteration 27Q (819.744853 sec): 9 clusters Score: Raw -1992682.618751 + Penalty 8922.611267 = -1983760.007484 nChanged 205 Iteration 28Q (820.296281 sec): 9 clusters Score: Raw -1992729.004686 + Penalty 8922.611267 = -1983806.393419 nChanged 193 Iteration 29Q (820.885010 sec): 9 clusters Score: Raw -1992771.816354 + Penalty 8922.611267 = -1983849.205087 nChanged 195 Iteration 30Q (821.481494 sec): 9 clusters Score: Raw -1992809.181737 + Penalty 8922.611267 = -1983886.570470 nChanged 159 Iteration 31Q (822.068166 sec): 9 clusters Score: Raw -1992839.579662 + Penalty 8922.611267 = -1983916.968395 nChanged 136 Iteration 32Q (822.667158 sec): 9 clusters Score: Raw -1992864.723408 + Penalty 8922.611267 = -1983942.112141 nChanged 117 Iteration 33Q (823.212640 sec): 9 clusters Score: Raw -1992882.380499 + Penalty 8922.611267 = -1983959.769231 nChanged 98 Iteration 34Q (823.842452 sec): 9 clusters Score: Raw -1992894.681218 + Penalty 8922.611267 = -1983972.069951 nChanged 69 Iteration 35Q (824.499474 sec): 9 clusters Score: Raw -1992903.733374 + Penalty 8922.611267 = -1983981.122107 nChanged 56 Iteration 36Q (825.089250 sec): 9 clusters Score: Raw -1992909.364578 + Penalty 8922.611267 = -1983986.753311 nChanged 44 Iteration 37Q (825.673105 sec): 9 clusters Score: Raw -1992914.060607 + Penalty 8922.611267 = -1983991.449340 nChanged 39 Iteration 38Q (826.235017 sec): 9 clusters Score: Raw -1992918.360913 + Penalty 8922.611267 = -1983995.749646 nChanged 30 Iteration 39Q (826.815234 sec): 9 clusters Score: Raw -1992920.948347 + Penalty 8922.611267 = -1983998.337080 nChanged 27 Iteration 40F (827.376175 sec): 9 clusters Score: Raw -1992953.187211 + Penalty 8922.611267 = -1984030.575944 nChanged 47 Iteration 41Q (827.778717 sec): 9 clusters Score: Raw -1992999.908424 + Penalty 8922.611267 = -1984077.297157 nChanged 69 Iteration 42Q (828.137860 sec): 9 clusters Score: Raw -1993030.120885 + Penalty 8922.611267 = -1984107.509618 nChanged 69 Iteration 43Q (828.636346 sec): 9 clusters Score: Raw -1993060.814457 + Penalty 8922.611267 = -1984138.203190 nChanged 82 Iteration 44Q (829.086956 sec): 9 clusters Score: Raw -1993089.161278 + Penalty 8922.611267 = -1984166.550011 nChanged 73 Iteration 45Q (829.570709 sec): 9 clusters Score: Raw -1993113.078224 + Penalty 8922.611267 = -1984190.466957 nChanged 56 Iteration 46Q (830.020049 sec): 9 clusters Score: Raw -1993127.462023 + Penalty 8922.611267 = -1984204.850756 nChanged 39 Iteration 47Q (830.505334 sec): 9 clusters Score: Raw -1993135.756581 + Penalty 8922.611267 = -1984213.145314 nChanged 43 Iteration 48Q (830.980501 sec): 9 clusters Score: Raw -1993142.751154 + Penalty 8922.611267 = -1984220.139887 nChanged 35 Iteration 49Q (831.425397 sec): 9 clusters Score: Raw -1993148.086788 + Penalty 8922.611267 = -1984225.475521 nChanged 35 Iteration 50Q (831.927064 sec): 9 clusters Score: Raw -1993153.557782 + Penalty 8922.611267 = -1984230.946514 nChanged 30 Iteration 51Q (832.385526 sec): 9 clusters Score: Raw -1993156.977571 + Penalty 8922.611267 = -1984234.366304 nChanged 30 Iteration 52Q (832.858250 sec): 9 clusters Score: Raw -1993160.011598 + Penalty 8922.611267 = -1984237.400331 nChanged 22 Iteration 53Q (833.317021 sec): 9 clusters Score: Raw -1993163.417341 + Penalty 8922.611267 = -1984240.806074 nChanged 17 Iteration 54Q (833.790785 sec): 9 clusters Score: Raw -1993166.266143 + Penalty 8922.611267 = -1984243.654876 nChanged 22 Iteration 55Q (834.284326 sec): 9 clusters Score: Raw -1993170.278301 + Penalty 8922.611267 = -1984247.667034 nChanged 25 Iteration 56Q (834.755888 sec): 9 clusters Score: Raw -1993174.700611 + Penalty 8922.611267 = -1984252.089344 nChanged 33 Iteration 57Q (835.186542 sec): 9 clusters Score: Raw -1993179.330182 + Penalty 8922.611267 = -1984256.718915 nChanged 24 Iteration 58Q (835.769923 sec): 9 clusters Score: Raw -1993181.990280 + Penalty 8922.611267 = -1984259.379013 nChanged 16 Writing temp clu file Because OldScore, -1984256.718915, is greater than current (better) Score,-1984259.379013 Compute initial score before splitting: Score: Raw -1993181.990280 + Penalty 8922.611267 = -1984259.379013 Trying to split cluster 1 (5562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (835.844126 sec): 2 clusters Score: Raw -294107.710452 + Penalty 905.489869 = -293202.220583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (835.963547 sec): 3 clusters Score: Raw -291013.715800 + Penalty 1810.979737 = -289202.736063 nChanged 2397 SP:Iteration 1F (836.058921 sec): 3 clusters Score: Raw -292569.540642 + Penalty 1810.979737 = -290758.560905 nChanged 486 SP:Iteration 2F (836.159033 sec): 3 clusters Score: Raw -292983.568873 + Penalty 1810.979737 = -291172.589135 nChanged 456 SP:Iteration 3F (836.253981 sec): 3 clusters Score: Raw -293355.364596 + Penalty 1810.979737 = -291544.384859 nChanged 406 SP:Iteration 4F (836.355306 sec): 3 clusters Score: Raw -293665.208014 + Penalty 1810.979737 = -291854.228277 nChanged 343 SP:Iteration 5F (836.478626 sec): 3 clusters Score: Raw -293934.268902 + Penalty 1810.979737 = -292123.289164 nChanged 299 SP:Iteration 6F (836.585166 sec): 3 clusters Score: Raw -294162.224133 + Penalty 1810.979737 = -292351.244396 nChanged 223 SP:Iteration 7Q (836.717300 sec): 3 clusters Score: Raw -294312.870205 + Penalty 1810.979737 = -292501.890468 nChanged 173 SP:Iteration 8Q (836.842164 sec): 3 clusters Score: Raw -294444.804303 + Penalty 1810.979737 = -292633.824566 nChanged 148 SP:Iteration 9Q (836.948950 sec): 3 clusters Score: Raw -294572.865695 + Penalty 1810.979737 = -292761.885958 nChanged 132 SP:Iteration 10Q (837.031691 sec): 3 clusters Score: Raw -294673.193354 + Penalty 1810.979737 = -292862.213617 nChanged 107 SP:Iteration 11Q (837.154255 sec): 3 clusters Score: Raw -294753.380823 + Penalty 1810.979737 = -292942.401085 nChanged 97 SP:Iteration 12Q (837.283898 sec): 3 clusters Score: Raw -294817.728471 + Penalty 1810.979737 = -293006.748734 nChanged 73 SP:Iteration 13Q (837.381893 sec): 3 clusters Score: Raw -294858.048265 + Penalty 1810.979737 = -293047.068528 nChanged 54 SP:Iteration 14Q (837.486078 sec): 3 clusters Score: Raw -294881.420406 + Penalty 1810.979737 = -293070.440669 nChanged 47 SP:Iteration 15Q (837.598958 sec): 3 clusters Score: Raw -294903.979712 + Penalty 1810.979737 = -293092.999975 nChanged 43 SP:Iteration 16Q (837.703129 sec): 3 clusters Score: Raw -294927.477601 + Penalty 1810.979737 = -293116.497863 nChanged 38 SP:Iteration 17Q (837.802346 sec): 3 clusters Score: Raw -294953.082715 + Penalty 1810.979737 = -293142.102977 nChanged 41 SP:Iteration 18Q (837.900897 sec): 3 clusters Score: Raw -294992.800165 + Penalty 1810.979737 = -293181.820428 nChanged 35 SP:Iteration 19Q (837.997964 sec): 3 clusters Score: Raw -295025.417092 + Penalty 1810.979737 = -293214.437355 nChanged 18 SP:Iteration 20F (838.096094 sec): 3 clusters Score: Raw -295035.683963 + Penalty 1810.979737 = -293224.704225 nChanged 19 SP:Iteration 21Q (838.196595 sec): 3 clusters Score: Raw -295042.509664 + Penalty 1810.979737 = -293231.529927 nChanged 16 SP:Iteration 22Q (838.295647 sec): 3 clusters Score: Raw -295048.827044 + Penalty 1810.979737 = -293237.847307 nChanged 11 SP:Iteration 23Q (838.393639 sec): 3 clusters Score: Raw -295053.099282 + Penalty 1810.979737 = -293242.119545 nChanged 14 SP:Iteration 24Q (838.502750 sec): 3 clusters Score: Raw -295058.925707 + Penalty 1810.979737 = -293247.945969 nChanged 14 SP:Iteration 25Q (838.606144 sec): 3 clusters Score: Raw -295064.530191 + Penalty 1810.979737 = -293253.550454 nChanged 9 SP:Iteration 26Q (838.704848 sec): 3 clusters Score: Raw -295066.839307 + Penalty 1810.979737 = -293255.859569 nChanged 4 SP:Iteration 27Q (838.792025 sec): 3 clusters Score: Raw -295068.181969 + Penalty 1810.979737 = -293257.202232 nChanged 2 SP:Iteration 28Q (838.935163 sec): 3 clusters Score: Raw -295068.422020 + Penalty 1810.979737 = -293257.442282 nChanged 0 SP:Iteration 29F (839.009768 sec): 3 clusters Score: Raw -295068.422020 + Penalty 1810.979737 = -293257.442282 nChanged 0 Score: Raw -1994144.025147 + Penalty 10037.937675 = -1984106.087471 Splitting cluster 1 changes total score from -1984259.379013 to -1984106.087471 So it's not getting split. Trying to split cluster 2 (4146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (839.761374 sec): 2 clusters Score: Raw -190003.324388 + Penalty 874.639426 = -189128.684962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (839.883793 sec): 3 clusters Score: Raw -187868.752649 + Penalty 1749.278852 = -186119.473798 nChanged 1695 SP:Iteration 1F (839.989878 sec): 3 clusters Score: Raw -189242.776221 + Penalty 1749.278852 = -187493.497369 nChanged 446 SP:Iteration 2F (840.088874 sec): 3 clusters Score: Raw -189739.382268 + Penalty 1749.278852 = -187990.103416 nChanged 374 SP:Iteration 3F (840.184313 sec): 3 clusters Score: Raw -190060.878910 + Penalty 1749.278852 = -188311.600059 nChanged 252 SP:Iteration 4F (840.278997 sec): 3 clusters Score: Raw -190221.997010 + Penalty 1749.278852 = -188472.718159 nChanged 174 SP:Iteration 5Q (840.373777 sec): 3 clusters Score: Raw -190320.069688 + Penalty 1749.278852 = -188570.790837 nChanged 110 SP:Iteration 6Q (840.480043 sec): 3 clusters Score: Raw -190367.811039 + Penalty 1749.278852 = -188618.532187 nChanged 77 SP:Iteration 7Q (840.555739 sec): 3 clusters Score: Raw -190399.889728 + Penalty 1749.278852 = -188650.610876 nChanged 67 SP:Iteration 8Q (840.648050 sec): 3 clusters Score: Raw -190423.041475 + Penalty 1749.278852 = -188673.762623 nChanged 50 SP:Iteration 9Q (840.731601 sec): 3 clusters Score: Raw -190440.103514 + Penalty 1749.278852 = -188690.824662 nChanged 36 SP:Iteration 10Q (840.802265 sec): 3 clusters Score: Raw -190449.989557 + Penalty 1749.278852 = -188700.710706 nChanged 33 SP:Iteration 11Q (840.892703 sec): 3 clusters Score: Raw -190459.681452 + Penalty 1749.278852 = -188710.402600 nChanged 30 SP:Iteration 12Q (840.965814 sec): 3 clusters Score: Raw -190467.579892 + Penalty 1749.278852 = -188718.301040 nChanged 31 SP:Iteration 13Q (841.028289 sec): 3 clusters Score: Raw -190476.458415 + Penalty 1749.278852 = -188727.179563 nChanged 29 SP:Iteration 14Q (841.128541 sec): 3 clusters Score: Raw -190484.394093 + Penalty 1749.278852 = -188735.115241 nChanged 32 SP:Iteration 15Q (841.210618 sec): 3 clusters Score: Raw -190495.430593 + Penalty 1749.278852 = -188746.151741 nChanged 32 SP:Iteration 16Q (841.301343 sec): 3 clusters Score: Raw -190507.490386 + Penalty 1749.278852 = -188758.211535 nChanged 31 SP:Iteration 17Q (841.380813 sec): 3 clusters Score: Raw -190515.841688 + Penalty 1749.278852 = -188766.562837 nChanged 21 SP:Iteration 18Q (841.467649 sec): 3 clusters Score: Raw -190520.649344 + Penalty 1749.278852 = -188771.370493 nChanged 19 SP:Iteration 19Q (841.516775 sec): 3 clusters Score: Raw -190524.803899 + Penalty 1749.278852 = -188775.525048 nChanged 8 SP:Iteration 20F (841.590440 sec): 3 clusters Score: Raw -190526.142502 + Penalty 1749.278852 = -188776.863650 nChanged 10 SP:Iteration 21Q (841.673513 sec): 3 clusters Score: Raw -190529.011869 + Penalty 1749.278852 = -188779.733017 nChanged 14 SP:Iteration 22Q (841.734061 sec): 3 clusters Score: Raw -190531.305306 + Penalty 1749.278852 = -188782.026455 nChanged 7 SP:Iteration 23Q (841.817536 sec): 3 clusters Score: Raw -190532.748993 + Penalty 1749.278852 = -188783.470142 nChanged 10 SP:Iteration 24Q (841.870546 sec): 3 clusters Score: Raw -190534.607415 + Penalty 1749.278852 = -188785.328563 nChanged 6 SP:Iteration 25Q (841.953538 sec): 3 clusters Score: Raw -190535.380728 + Penalty 1749.278852 = -188786.101876 nChanged 7 SP:Iteration 26Q (842.038048 sec): 3 clusters Score: Raw -190536.944251 + Penalty 1749.278852 = -188787.665399 nChanged 6 SP:Iteration 27Q (842.106844 sec): 3 clusters Score: Raw -190538.210830 + Penalty 1749.278852 = -188788.931979 nChanged 6 SP:Iteration 28Q (842.187797 sec): 3 clusters Score: Raw -190539.026255 + Penalty 1749.278852 = -188789.747403 nChanged 4 SP:Iteration 29Q (842.269823 sec): 3 clusters Score: Raw -190539.905871 + Penalty 1749.278852 = -188790.627019 nChanged 9 SP:Iteration 30Q (842.352501 sec): 3 clusters Score: Raw -190541.448050 + Penalty 1749.278852 = -188792.169199 nChanged 8 SP:Iteration 31Q (842.435837 sec): 3 clusters Score: Raw -190543.224292 + Penalty 1749.278852 = -188793.945440 nChanged 12 SP:Iteration 32Q (842.518116 sec): 3 clusters Score: Raw -190545.232461 + Penalty 1749.278852 = -188795.953609 nChanged 12 SP:Iteration 33Q (842.588042 sec): 3 clusters Score: Raw -190547.348711 + Penalty 1749.278852 = -188798.069860 nChanged 14 SP:Iteration 34Q (842.682587 sec): 3 clusters Score: Raw -190551.172463 + Penalty 1749.278852 = -188801.893611 nChanged 16 SP:Iteration 35Q (842.757317 sec): 3 clusters Score: Raw -190556.317320 + Penalty 1749.278852 = -188807.038469 nChanged 13 SP:Iteration 36Q (842.844315 sec): 3 clusters Score: Raw -190559.565540 + Penalty 1749.278852 = -188810.286688 nChanged 15 SP:Iteration 37Q (842.938508 sec): 3 clusters Score: Raw -190564.548301 + Penalty 1749.278852 = -188815.269450 nChanged 18 SP:Iteration 38Q (843.010269 sec): 3 clusters Score: Raw -190571.832977 + Penalty 1749.278852 = -188822.554125 nChanged 19 SP:Iteration 39Q (843.075954 sec): 3 clusters Score: Raw -190580.841881 + Penalty 1749.278852 = -188831.563029 nChanged 19 SP:Iteration 40F (843.166892 sec): 3 clusters Score: Raw -190588.295778 + Penalty 1749.278852 = -188839.016927 nChanged 14 SP:Iteration 41Q (843.258925 sec): 3 clusters Score: Raw -190592.636248 + Penalty 1749.278852 = -188843.357396 nChanged 21 SP:Iteration 42Q (843.326850 sec): 3 clusters Score: Raw -190599.627644 + Penalty 1749.278852 = -188850.348792 nChanged 24 SP:Iteration 43Q (843.404569 sec): 3 clusters Score: Raw -190605.585094 + Penalty 1749.278852 = -188856.306243 nChanged 20 SP:Iteration 44Q (843.474410 sec): 3 clusters Score: Raw -190611.578532 + Penalty 1749.278852 = -188862.299681 nChanged 21 SP:Iteration 45Q (843.559622 sec): 3 clusters Score: Raw -190615.869335 + Penalty 1749.278852 = -188866.590483 nChanged 11 SP:Iteration 46Q (843.646331 sec): 3 clusters Score: Raw -190619.806824 + Penalty 1749.278852 = -188870.527973 nChanged 15 SP:Iteration 47Q (843.736397 sec): 3 clusters Score: Raw -190622.985635 + Penalty 1749.278852 = -188873.706784 nChanged 8 SP:Iteration 48Q (843.822685 sec): 3 clusters Score: Raw -190624.341527 + Penalty 1749.278852 = -188875.062675 nChanged 8 SP:Iteration 49Q (843.894194 sec): 3 clusters Score: Raw -190625.204563 + Penalty 1749.278852 = -188875.925711 nChanged 7 SP:Iteration 50Q (843.992052 sec): 3 clusters Score: Raw -190626.140265 + Penalty 1749.278852 = -188876.861414 nChanged 4 SP:Iteration 51Q (844.065390 sec): 3 clusters Score: Raw -190627.313333 + Penalty 1749.278852 = -188878.034481 nChanged 8 SP:Iteration 52Q (844.153125 sec): 3 clusters Score: Raw -190628.688920 + Penalty 1749.278852 = -188879.410068 nChanged 4 SP:Iteration 53Q (844.228024 sec): 3 clusters Score: Raw -190629.616789 + Penalty 1749.278852 = -188880.337938 nChanged 6 SP:Iteration 54Q (844.336166 sec): 3 clusters Score: Raw -190630.386683 + Penalty 1749.278852 = -188881.107831 nChanged 2 SP:Iteration 55Q (844.393446 sec): 3 clusters Score: Raw -190630.576469 + Penalty 1749.278852 = -188881.297618 nChanged 1 SP:Iteration 56Q (844.482361 sec): 3 clusters Score: Raw -190630.791365 + Penalty 1749.278852 = -188881.512513 nChanged 1 SP:Iteration 57Q (844.554163 sec): 3 clusters Score: Raw -190630.919896 + Penalty 1749.278852 = -188881.641044 nChanged 0 SP:Iteration 58F (844.630289 sec): 3 clusters Score: Raw -190630.919896 + Penalty 1749.278852 = -188881.641044 nChanged 0 Trying to split cluster 3 (2125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (844.682817 sec): 2 clusters Score: Raw -71755.146865 + Penalty 804.460344 = -70950.686522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (844.757940 sec): 3 clusters Score: Raw -70830.693541 + Penalty 1608.920687 = -69221.772854 nChanged 825 SP:Iteration 1F (844.825366 sec): 3 clusters Score: Raw -71700.759863 + Penalty 1608.920687 = -70091.839176 nChanged 277 SP:Iteration 2F (844.915451 sec): 3 clusters Score: Raw -72078.305977 + Penalty 1608.920687 = -70469.385290 nChanged 158 SP:Iteration 3F (844.992932 sec): 3 clusters Score: Raw -72280.226749 + Penalty 1608.920687 = -70671.306062 nChanged 124 SP:Iteration 4F (845.060926 sec): 3 clusters Score: Raw -72419.659630 + Penalty 1608.920687 = -70810.738943 nChanged 97 SP:Iteration 5Q (845.117146 sec): 3 clusters Score: Raw -72520.114467 + Penalty 1608.920687 = -70911.193780 nChanged 74 SP:Iteration 6Q (845.208089 sec): 3 clusters Score: Raw -72606.423536 + Penalty 1608.920687 = -70997.502849 nChanged 63 SP:Iteration 7Q (845.263869 sec): 3 clusters Score: Raw -72679.569623 + Penalty 1608.920687 = -71070.648936 nChanged 38 SP:Iteration 8Q (845.338066 sec): 3 clusters Score: Raw -72707.116562 + Penalty 1608.920687 = -71098.195875 nChanged 32 SP:Iteration 9Q (845.408149 sec): 3 clusters Score: Raw -72725.297953 + Penalty 1608.920687 = -71116.377266 nChanged 22 SP:Iteration 10Q (845.478284 sec): 3 clusters Score: Raw -72746.017763 + Penalty 1608.920687 = -71137.097076 nChanged 19 SP:Iteration 11Q (845.560182 sec): 3 clusters Score: Raw -72763.597419 + Penalty 1608.920687 = -71154.676732 nChanged 20 SP:Iteration 12Q (845.637202 sec): 3 clusters Score: Raw -72777.439977 + Penalty 1608.920687 = -71168.519290 nChanged 21 SP:Iteration 13Q (845.724691 sec): 3 clusters Score: Raw -72787.657941 + Penalty 1608.920687 = -71178.737254 nChanged 14 SP:Iteration 14Q (845.822746 sec): 3 clusters Score: Raw -72793.818147 + Penalty 1608.920687 = -71184.897459 nChanged 8 SP:Iteration 15Q (845.889371 sec): 3 clusters Score: Raw -72803.119869 + Penalty 1608.920687 = -71194.199182 nChanged 14 SP:Iteration 16Q (845.966615 sec): 3 clusters Score: Raw -72839.476439 + Penalty 1608.920687 = -71230.555752 nChanged 17 SP:Iteration 17Q (846.017384 sec): 3 clusters Score: Raw -72867.352261 + Penalty 1608.920687 = -71258.431574 nChanged 10 SP:Iteration 18Q (846.106426 sec): 3 clusters Score: Raw -72879.339440 + Penalty 1608.920687 = -71270.418752 nChanged 8 SP:Iteration 19Q (846.179313 sec): 3 clusters Score: Raw -72883.384459 + Penalty 1608.920687 = -71274.463771 nChanged 4 SP:Iteration 20F (846.252891 sec): 3 clusters Score: Raw -72886.724184 + Penalty 1608.920687 = -71277.803497 nChanged 4 SP:Iteration 21Q (846.309019 sec): 3 clusters Score: Raw -72891.908446 + Penalty 1608.920687 = -71282.987759 nChanged 7 SP:Iteration 22Q (846.382975 sec): 3 clusters Score: Raw -72897.538111 + Penalty 1608.920687 = -71288.617424 nChanged 3 SP:Iteration 23Q (846.448748 sec): 3 clusters Score: Raw -72899.702347 + Penalty 1608.920687 = -71290.781660 nChanged 5 SP:Iteration 24Q (846.528394 sec): 3 clusters Score: Raw -72912.288424 + Penalty 1608.920687 = -71303.367737 nChanged 9 SP:Iteration 25Q (846.584013 sec): 3 clusters Score: Raw -72920.700256 + Penalty 1608.920687 = -71311.779569 nChanged 9 SP:Iteration 26Q (846.675086 sec): 3 clusters Score: Raw -72928.910069 + Penalty 1608.920687 = -71319.989382 nChanged 10 SP:Iteration 27Q (846.746520 sec): 3 clusters Score: Raw -72948.261753 + Penalty 1608.920687 = -71339.341066 nChanged 24 SP:Iteration 28Q (846.825102 sec): 3 clusters Score: Raw -72964.549956 + Penalty 1608.920687 = -71355.629269 nChanged 12 SP:Iteration 29Q (846.889047 sec): 3 clusters Score: Raw -72971.949628 + Penalty 1608.920687 = -71363.028940 nChanged 19 SP:Iteration 30Q (846.966375 sec): 3 clusters Score: Raw -72986.738522 + Penalty 1608.920687 = -71377.817835 nChanged 16 SP:Iteration 31Q (847.040766 sec): 3 clusters Score: Raw -72996.044619 + Penalty 1608.920687 = -71387.123932 nChanged 14 SP:Iteration 32Q (847.130876 sec): 3 clusters Score: Raw -73002.063431 + Penalty 1608.920687 = -71393.142744 nChanged 13 SP:Iteration 33Q (847.222585 sec): 3 clusters Score: Raw -73007.603272 + Penalty 1608.920687 = -71398.682585 nChanged 10 SP:Iteration 34Q (847.307570 sec): 3 clusters Score: Raw -73011.287243 + Penalty 1608.920687 = -71402.366556 nChanged 15 SP:Iteration 35Q (847.418484 sec): 3 clusters Score: Raw -73017.611961 + Penalty 1608.920687 = -71408.691274 nChanged 8 SP:Iteration 36Q (847.512006 sec): 3 clusters Score: Raw -73020.824440 + Penalty 1608.920687 = -71411.903753 nChanged 12 SP:Iteration 37Q (847.601693 sec): 3 clusters Score: Raw -73028.552205 + Penalty 1608.920687 = -71419.631518 nChanged 11 SP:Iteration 38Q (847.692241 sec): 3 clusters Score: Raw -73036.154176 + Penalty 1608.920687 = -71427.233489 nChanged 8 SP:Iteration 39Q (847.781589 sec): 3 clusters Score: Raw -73041.608567 + Penalty 1608.920687 = -71432.687880 nChanged 9 SP:Iteration 40F (847.871140 sec): 3 clusters Score: Raw -73044.669368 + Penalty 1608.920687 = -71435.748681 nChanged 4 SP:Iteration 41Q (847.953858 sec): 3 clusters Score: Raw -73045.946599 + Penalty 1608.920687 = -71437.025912 nChanged 6 SP:Iteration 42Q (848.038346 sec): 3 clusters Score: Raw -73046.851147 + Penalty 1608.920687 = -71437.930460 nChanged 4 SP:Iteration 43Q (848.123705 sec): 3 clusters Score: Raw -73048.918167 + Penalty 1608.920687 = -71439.997480 nChanged 6 SP:Iteration 44Q (848.221770 sec): 3 clusters Score: Raw -73051.471767 + Penalty 1608.920687 = -71442.551080 nChanged 4 SP:Iteration 45Q (848.345973 sec): 3 clusters Score: Raw -73052.644328 + Penalty 1608.920687 = -71443.723641 nChanged 2 SP:Iteration 46Q (848.425326 sec): 3 clusters Score: Raw -73053.642066 + Penalty 1608.920687 = -71444.721379 nChanged 3 SP:Iteration 47Q (848.548887 sec): 3 clusters Score: Raw -73054.580362 + Penalty 1608.920687 = -71445.659675 nChanged 5 SP:Iteration 48Q (848.638306 sec): 3 clusters Score: Raw -73057.826374 + Penalty 1608.920687 = -71448.905687 nChanged 8 SP:Iteration 49Q (848.728441 sec): 3 clusters Score: Raw -73066.716937 + Penalty 1608.920687 = -71457.796250 nChanged 12 SP:Iteration 50Q (848.816870 sec): 3 clusters Score: Raw -73080.748445 + Penalty 1608.920687 = -71471.827758 nChanged 15 SP:Iteration 51Q (848.903946 sec): 3 clusters Score: Raw -73097.939300 + Penalty 1608.920687 = -71489.018613 nChanged 21 SP:Iteration 52Q (848.993662 sec): 3 clusters Score: Raw -73125.952241 + Penalty 1608.920687 = -71517.031554 nChanged 22 SP:Iteration 53Q (849.079948 sec): 3 clusters Score: Raw -73152.846490 + Penalty 1608.920687 = -71543.925803 nChanged 17 SP:Iteration 54Q (849.193903 sec): 3 clusters Score: Raw -73163.869307 + Penalty 1608.920687 = -71554.948620 nChanged 13 SP:Iteration 55Q (849.286385 sec): 3 clusters Score: Raw -73173.068354 + Penalty 1608.920687 = -71564.147667 nChanged 12 SP:Iteration 56Q (849.370297 sec): 3 clusters Score: Raw -73181.465329 + Penalty 1608.920687 = -71572.544642 nChanged 15 SP:Iteration 57Q (849.450940 sec): 3 clusters Score: Raw -73189.015948 + Penalty 1608.920687 = -71580.095261 nChanged 5 SP:Iteration 58Q (849.533543 sec): 3 clusters Score: Raw -73191.234205 + Penalty 1608.920687 = -71582.313518 nChanged 4 SP:Iteration 59Q (849.617047 sec): 3 clusters Score: Raw -73192.987081 + Penalty 1608.920687 = -71584.066394 nChanged 5 SP:Iteration 60F (849.700843 sec): 3 clusters Score: Raw -73194.923191 + Penalty 1608.920687 = -71586.002504 nChanged 5 SP:Iteration 61Q (849.783652 sec): 3 clusters Score: Raw -73196.799942 + Penalty 1608.920687 = -71587.879255 nChanged 5 SP:Iteration 62Q (849.858055 sec): 3 clusters Score: Raw -73198.177403 + Penalty 1608.920687 = -71589.256716 nChanged 5 SP:Iteration 63Q (849.977224 sec): 3 clusters Score: Raw -73199.610559 + Penalty 1608.920687 = -71590.689872 nChanged 4 SP:Iteration 64Q (850.082947 sec): 3 clusters Score: Raw -73200.845581 + Penalty 1608.920687 = -71591.924894 nChanged 1 SP:Iteration 65Q (850.174765 sec): 3 clusters Score: Raw -73201.504161 + Penalty 1608.920687 = -71592.583474 nChanged 2 SP:Iteration 66Q (850.260113 sec): 3 clusters Score: Raw -73202.037116 + Penalty 1608.920687 = -71593.116429 nChanged 3 SP:Iteration 67Q (850.349706 sec): 3 clusters Score: Raw -73202.637295 + Penalty 1608.920687 = -71593.716608 nChanged 0 SP:Iteration 68F (850.430398 sec): 3 clusters Score: Raw -73202.637295 + Penalty 1608.920687 = -71593.716608 nChanged 0 Score: Raw -1994630.804009 + Penalty 10037.937675 = -1984592.866334 Splitting cluster 3 changes total score from -1984259.379013 to -1984592.866334 So it's getting split into cluster 9. Trying to split cluster 4 (2507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (851.223701 sec): 2 clusters Score: Raw -140035.608401 + Penalty 821.818420 = -139213.789981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (851.289500 sec): 3 clusters Score: Raw -138779.356027 + Penalty 1643.636841 = -137135.719187 nChanged 973 SP:Iteration 1F (851.410370 sec): 3 clusters Score: Raw -139351.604564 + Penalty 1643.636841 = -137707.967724 nChanged 237 SP:Iteration 2F (851.513507 sec): 3 clusters Score: Raw -139531.461299 + Penalty 1643.636841 = -137887.824459 nChanged 181 SP:Iteration 3F (851.604136 sec): 3 clusters Score: Raw -139638.547058 + Penalty 1643.636841 = -137994.910218 nChanged 107 SP:Iteration 4Q (851.714269 sec): 3 clusters Score: Raw -139694.297275 + Penalty 1643.636841 = -138050.660435 nChanged 75 SP:Iteration 5Q (851.785283 sec): 3 clusters Score: Raw -139734.325236 + Penalty 1643.636841 = -138090.688395 nChanged 63 SP:Iteration 6Q (851.895148 sec): 3 clusters Score: Raw -139766.754095 + Penalty 1643.636841 = -138123.117255 nChanged 56 SP:Iteration 7Q (851.989496 sec): 3 clusters Score: Raw -139795.263130 + Penalty 1643.636841 = -138151.626290 nChanged 47 SP:Iteration 8Q (852.058800 sec): 3 clusters Score: Raw -139818.612540 + Penalty 1643.636841 = -138174.975699 nChanged 44 SP:Iteration 9Q (852.155700 sec): 3 clusters Score: Raw -139837.551636 + Penalty 1643.636841 = -138193.914795 nChanged 41 SP:Iteration 10Q (852.252421 sec): 3 clusters Score: Raw -139853.549038 + Penalty 1643.636841 = -138209.912197 nChanged 38 SP:Iteration 11Q (852.344292 sec): 3 clusters Score: Raw -139870.279912 + Penalty 1643.636841 = -138226.643071 nChanged 31 SP:Iteration 12Q (852.430669 sec): 3 clusters Score: Raw -139884.810594 + Penalty 1643.636841 = -138241.173753 nChanged 44 SP:Iteration 13Q (852.514735 sec): 3 clusters Score: Raw -139906.800993 + Penalty 1643.636841 = -138263.164152 nChanged 40 SP:Iteration 14Q (852.595161 sec): 3 clusters Score: Raw -139929.338638 + Penalty 1643.636841 = -138285.701798 nChanged 34 SP:Iteration 15Q (852.680134 sec): 3 clusters Score: Raw -139944.892493 + Penalty 1643.636841 = -138301.255652 nChanged 22 SP:Iteration 16Q (852.780393 sec): 3 clusters Score: Raw -139956.143650 + Penalty 1643.636841 = -138312.506809 nChanged 28 SP:Iteration 17Q (852.861266 sec): 3 clusters Score: Raw -139972.877160 + Penalty 1643.636841 = -138329.240319 nChanged 20 SP:Iteration 18Q (852.944207 sec): 3 clusters Score: Raw -139987.166828 + Penalty 1643.636841 = -138343.529988 nChanged 26 SP:Iteration 19Q (853.034949 sec): 3 clusters Score: Raw -140006.257678 + Penalty 1643.636841 = -138362.620837 nChanged 21 SP:Iteration 20F (853.129977 sec): 3 clusters Score: Raw -140021.126726 + Penalty 1643.636841 = -138377.489885 nChanged 22 SP:Iteration 21Q (853.207626 sec): 3 clusters Score: Raw -140030.668529 + Penalty 1643.636841 = -138387.031689 nChanged 23 SP:Iteration 22Q (853.315253 sec): 3 clusters Score: Raw -140040.896080 + Penalty 1643.636841 = -138397.259240 nChanged 21 SP:Iteration 23Q (853.414279 sec): 3 clusters Score: Raw -140051.662312 + Penalty 1643.636841 = -138408.025472 nChanged 13 SP:Iteration 24Q (853.505007 sec): 3 clusters Score: Raw -140059.297529 + Penalty 1643.636841 = -138415.660688 nChanged 14 SP:Iteration 25Q (853.594024 sec): 3 clusters Score: Raw -140066.753691 + Penalty 1643.636841 = -138423.116850 nChanged 11 SP:Iteration 26Q (853.684474 sec): 3 clusters Score: Raw -140072.164334 + Penalty 1643.636841 = -138428.527493 nChanged 8 SP:Iteration 27Q (853.773189 sec): 3 clusters Score: Raw -140075.503935 + Penalty 1643.636841 = -138431.867094 nChanged 10 SP:Iteration 28Q (853.863576 sec): 3 clusters Score: Raw -140080.739152 + Penalty 1643.636841 = -138437.102312 nChanged 9 SP:Iteration 29Q (853.951995 sec): 3 clusters Score: Raw -140084.819340 + Penalty 1643.636841 = -138441.182499 nChanged 8 SP:Iteration 30Q (854.043301 sec): 3 clusters Score: Raw -140089.432226 + Penalty 1643.636841 = -138445.795385 nChanged 11 SP:Iteration 31Q (854.107333 sec): 3 clusters Score: Raw -140096.642322 + Penalty 1643.636841 = -138453.005482 nChanged 11 SP:Iteration 32Q (854.191597 sec): 3 clusters Score: Raw -140102.212900 + Penalty 1643.636841 = -138458.576059 nChanged 10 SP:Iteration 33Q (854.270313 sec): 3 clusters Score: Raw -140108.463328 + Penalty 1643.636841 = -138464.826487 nChanged 9 SP:Iteration 34Q (854.353178 sec): 3 clusters Score: Raw -140114.352573 + Penalty 1643.636841 = -138470.715733 nChanged 13 SP:Iteration 35Q (854.433382 sec): 3 clusters Score: Raw -140120.492477 + Penalty 1643.636841 = -138476.855636 nChanged 11 SP:Iteration 36Q (854.520994 sec): 3 clusters Score: Raw -140126.046407 + Penalty 1643.636841 = -138482.409566 nChanged 8 SP:Iteration 37Q (854.600912 sec): 3 clusters Score: Raw -140131.822112 + Penalty 1643.636841 = -138488.185272 nChanged 9 SP:Iteration 38Q (854.682976 sec): 3 clusters Score: Raw -140139.267930 + Penalty 1643.636841 = -138495.631090 nChanged 10 SP:Iteration 39Q (854.762943 sec): 3 clusters Score: Raw -140157.199808 + Penalty 1643.636841 = -138513.562968 nChanged 12 SP:Iteration 40F (854.846368 sec): 3 clusters Score: Raw -140166.949729 + Penalty 1643.636841 = -138523.312888 nChanged 9 SP:Iteration 41Q (854.922853 sec): 3 clusters Score: Raw -140171.956978 + Penalty 1643.636841 = -138528.320138 nChanged 2 SP:Iteration 42Q (855.009252 sec): 3 clusters Score: Raw -140173.771044 + Penalty 1643.636841 = -138530.134203 nChanged 2 SP:Iteration 43Q (855.070752 sec): 3 clusters Score: Raw -140175.482645 + Penalty 1643.636841 = -138531.845804 nChanged 2 SP:Iteration 44Q (855.159460 sec): 3 clusters Score: Raw -140176.959316 + Penalty 1643.636841 = -138533.322475 nChanged 3 SP:Iteration 45Q (855.235200 sec): 3 clusters Score: Raw -140178.662620 + Penalty 1643.636841 = -138535.025779 nChanged 2 SP:Iteration 46Q (855.311091 sec): 3 clusters Score: Raw -140180.086957 + Penalty 1643.636841 = -138536.450116 nChanged 2 SP:Iteration 47Q (855.394289 sec): 3 clusters Score: Raw -140181.336076 + Penalty 1643.636841 = -138537.699235 nChanged 4 SP:Iteration 48Q (855.473372 sec): 3 clusters Score: Raw -140184.210037 + Penalty 1643.636841 = -138540.573197 nChanged 4 SP:Iteration 49Q (855.543409 sec): 3 clusters Score: Raw -140186.276181 + Penalty 1643.636841 = -138542.639341 nChanged 0 SP:Iteration 50F (855.632769 sec): 3 clusters Score: Raw -140186.276181 + Penalty 1643.636841 = -138542.639341 nChanged 0 Trying to split cluster 5 (4250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (855.684487 sec): 2 clusters Score: Raw -190378.314561 + Penalty 877.240798 = -189501.073764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (855.755924 sec): 3 clusters Score: Raw -188122.310972 + Penalty 1754.481595 = -186367.829377 nChanged 1820 SP:Iteration 1F (855.832731 sec): 3 clusters Score: Raw -189488.587906 + Penalty 1754.481595 = -187734.106311 nChanged 383 SP:Iteration 2F (855.928482 sec): 3 clusters Score: Raw -189906.604538 + Penalty 1754.481595 = -188152.122943 nChanged 382 SP:Iteration 3F (856.014441 sec): 3 clusters Score: Raw -190331.161695 + Penalty 1754.481595 = -188576.680100 nChanged 336 SP:Iteration 4F (856.090197 sec): 3 clusters Score: Raw -190702.025498 + Penalty 1754.481595 = -188947.543903 nChanged 254 SP:Iteration 5F (856.170407 sec): 3 clusters Score: Raw -190929.835817 + Penalty 1754.481595 = -189175.354222 nChanged 184 SP:Iteration 6Q (856.253359 sec): 3 clusters Score: Raw -191084.858647 + Penalty 1754.481595 = -189330.377052 nChanged 147 SP:Iteration 7Q (856.330445 sec): 3 clusters Score: Raw -191218.866659 + Penalty 1754.481595 = -189464.385064 nChanged 139 SP:Iteration 8Q (856.400161 sec): 3 clusters Score: Raw -191337.264791 + Penalty 1754.481595 = -189582.783196 nChanged 141 SP:Iteration 9Q (856.478589 sec): 3 clusters Score: Raw -191480.292001 + Penalty 1754.481595 = -189725.810406 nChanged 137 SP:Iteration 10Q (856.561798 sec): 3 clusters Score: Raw -191612.284002 + Penalty 1754.481595 = -189857.802407 nChanged 98 SP:Iteration 11Q (856.629943 sec): 3 clusters Score: Raw -191691.841649 + Penalty 1754.481595 = -189937.360054 nChanged 72 SP:Iteration 12Q (856.720109 sec): 3 clusters Score: Raw -191742.882216 + Penalty 1754.481595 = -189988.400621 nChanged 57 SP:Iteration 13Q (856.792353 sec): 3 clusters Score: Raw -191776.932467 + Penalty 1754.481595 = -190022.450872 nChanged 48 SP:Iteration 14Q (856.866533 sec): 3 clusters Score: Raw -191807.234519 + Penalty 1754.481595 = -190052.752924 nChanged 56 SP:Iteration 15Q (856.940671 sec): 3 clusters Score: Raw -191843.503686 + Penalty 1754.481595 = -190089.022091 nChanged 46 SP:Iteration 16Q (857.032770 sec): 3 clusters Score: Raw -191864.702621 + Penalty 1754.481595 = -190110.221026 nChanged 26 SP:Iteration 17Q (857.107215 sec): 3 clusters Score: Raw -191879.293054 + Penalty 1754.481595 = -190124.811459 nChanged 23 SP:Iteration 18Q (857.192568 sec): 3 clusters Score: Raw -191888.040079 + Penalty 1754.481595 = -190133.558484 nChanged 18 SP:Iteration 19Q (857.262026 sec): 3 clusters Score: Raw -191891.286408 + Penalty 1754.481595 = -190136.804813 nChanged 9 SP:Iteration 20F (857.337827 sec): 3 clusters Score: Raw -191892.926855 + Penalty 1754.481595 = -190138.445260 nChanged 8 SP:Iteration 21Q (857.430367 sec): 3 clusters Score: Raw -191894.793425 + Penalty 1754.481595 = -190140.311830 nChanged 6 SP:Iteration 22Q (857.516976 sec): 3 clusters Score: Raw -191895.716783 + Penalty 1754.481595 = -190141.235188 nChanged 6 SP:Iteration 23Q (857.592695 sec): 3 clusters Score: Raw -191896.739649 + Penalty 1754.481595 = -190142.258054 nChanged 3 SP:Iteration 24Q (857.672087 sec): 3 clusters Score: Raw -191897.338684 + Penalty 1754.481595 = -190142.857089 nChanged 3 SP:Iteration 25Q (857.780379 sec): 3 clusters Score: Raw -191897.524354 + Penalty 1754.481595 = -190143.042759 nChanged 1 SP:Iteration 26Q (857.848589 sec): 3 clusters Score: Raw -191897.590213 + Penalty 1754.481595 = -190143.108618 nChanged 0 SP:Iteration 27F (857.931377 sec): 3 clusters Score: Raw -191897.590213 + Penalty 1754.481595 = -190143.108618 nChanged 0 Score: Raw -1996150.079660 + Penalty 11153.264084 = -1984996.815577 Splitting cluster 5 changes total score from -1984259.379013 to -1984996.815577 So it's getting split into cluster 10. Trying to split cluster 6 (5271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (858.635772 sec): 2 clusters Score: Raw -266252.641515 + Penalty 899.847415 = -265352.794101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (858.708756 sec): 3 clusters Score: Raw -263324.915447 + Penalty 1799.694829 = -261525.220618 nChanged 2295 SP:Iteration 1F (858.794877 sec): 3 clusters Score: Raw -264923.417305 + Penalty 1799.694829 = -263123.722476 nChanged 492 SP:Iteration 2F (858.881070 sec): 3 clusters Score: Raw -265400.705574 + Penalty 1799.694829 = -263601.010745 nChanged 426 SP:Iteration 3F (858.962874 sec): 3 clusters Score: Raw -265799.376383 + Penalty 1799.694829 = -263999.681554 nChanged 348 SP:Iteration 4F (859.031260 sec): 3 clusters Score: Raw -266110.139909 + Penalty 1799.694829 = -264310.445080 nChanged 302 SP:Iteration 5F (859.122852 sec): 3 clusters Score: Raw -266356.901973 + Penalty 1799.694829 = -264557.207144 nChanged 240 SP:Iteration 6Q (859.202844 sec): 3 clusters Score: Raw -266524.459469 + Penalty 1799.694829 = -264724.764640 nChanged 188 SP:Iteration 7Q (859.302786 sec): 3 clusters Score: Raw -266625.656747 + Penalty 1799.694829 = -264825.961918 nChanged 134 SP:Iteration 8Q (859.374034 sec): 3 clusters Score: Raw -266696.458397 + Penalty 1799.694829 = -264896.763568 nChanged 106 SP:Iteration 9Q (859.451197 sec): 3 clusters Score: Raw -266759.295864 + Penalty 1799.694829 = -264959.601034 nChanged 111 SP:Iteration 10Q (859.553197 sec): 3 clusters Score: Raw -266823.567209 + Penalty 1799.694829 = -265023.872380 nChanged 100 SP:Iteration 11Q (859.613858 sec): 3 clusters Score: Raw -266881.444930 + Penalty 1799.694829 = -265081.750101 nChanged 116 SP:Iteration 12Q (859.712617 sec): 3 clusters Score: Raw -266944.054152 + Penalty 1799.694829 = -265144.359323 nChanged 112 SP:Iteration 13Q (859.779921 sec): 3 clusters Score: Raw -267010.656858 + Penalty 1799.694829 = -265210.962029 nChanged 104 SP:Iteration 14Q (859.885624 sec): 3 clusters Score: Raw -267066.916844 + Penalty 1799.694829 = -265267.222014 nChanged 111 SP:Iteration 15Q (859.952875 sec): 3 clusters Score: Raw -267122.741958 + Penalty 1799.694829 = -265323.047129 nChanged 85 SP:Iteration 16Q (860.046980 sec): 3 clusters Score: Raw -267162.381088 + Penalty 1799.694829 = -265362.686259 nChanged 65 SP:Iteration 17Q (860.115901 sec): 3 clusters Score: Raw -267190.192494 + Penalty 1799.694829 = -265390.497665 nChanged 57 SP:Iteration 18Q (860.224601 sec): 3 clusters Score: Raw -267212.376273 + Penalty 1799.694829 = -265412.681444 nChanged 53 SP:Iteration 19Q (860.344331 sec): 3 clusters Score: Raw -267231.909387 + Penalty 1799.694829 = -265432.214558 nChanged 40 SP:Iteration 20F (860.436896 sec): 3 clusters Score: Raw -267255.560143 + Penalty 1799.694829 = -265455.865314 nChanged 43 SP:Iteration 21Q (860.518982 sec): 3 clusters Score: Raw -267278.796230 + Penalty 1799.694829 = -265479.101400 nChanged 38 SP:Iteration 22Q (860.612494 sec): 3 clusters Score: Raw -267296.039000 + Penalty 1799.694829 = -265496.344171 nChanged 46 SP:Iteration 23Q (860.710268 sec): 3 clusters Score: Raw -267318.212014 + Penalty 1799.694829 = -265518.517185 nChanged 39 SP:Iteration 24Q (860.809065 sec): 3 clusters Score: Raw -267338.178675 + Penalty 1799.694829 = -265538.483846 nChanged 50 SP:Iteration 25Q (860.907385 sec): 3 clusters Score: Raw -267367.895396 + Penalty 1799.694829 = -265568.200567 nChanged 57 SP:Iteration 26Q (861.023097 sec): 3 clusters Score: Raw -267398.318494 + Penalty 1799.694829 = -265598.623664 nChanged 53 SP:Iteration 27Q (861.130745 sec): 3 clusters Score: Raw -267427.684343 + Penalty 1799.694829 = -265627.989513 nChanged 54 SP:Iteration 28Q (861.259831 sec): 3 clusters Score: Raw -267457.484558 + Penalty 1799.694829 = -265657.789729 nChanged 55 SP:Iteration 29Q (861.402274 sec): 3 clusters Score: Raw -267483.470331 + Penalty 1799.694829 = -265683.775502 nChanged 45 SP:Iteration 30Q (861.499378 sec): 3 clusters Score: Raw -267495.217736 + Penalty 1799.694829 = -265695.522906 nChanged 20 SP:Iteration 31Q (861.601659 sec): 3 clusters Score: Raw -267500.633966 + Penalty 1799.694829 = -265700.939137 nChanged 18 SP:Iteration 32Q (861.701474 sec): 3 clusters Score: Raw -267504.737577 + Penalty 1799.694829 = -265705.042748 nChanged 21 SP:Iteration 33Q (861.800665 sec): 3 clusters Score: Raw -267511.194311 + Penalty 1799.694829 = -265711.499481 nChanged 19 SP:Iteration 34Q (861.897160 sec): 3 clusters Score: Raw -267516.891912 + Penalty 1799.694829 = -265717.197083 nChanged 16 SP:Iteration 35Q (861.992955 sec): 3 clusters Score: Raw -267522.375492 + Penalty 1799.694829 = -265722.680663 nChanged 23 SP:Iteration 36Q (862.111456 sec): 3 clusters Score: Raw -267529.679850 + Penalty 1799.694829 = -265729.985021 nChanged 24 SP:Iteration 37Q (862.201933 sec): 3 clusters Score: Raw -267535.606143 + Penalty 1799.694829 = -265735.911314 nChanged 21 SP:Iteration 38Q (862.315840 sec): 3 clusters Score: Raw -267540.759492 + Penalty 1799.694829 = -265741.064663 nChanged 21 SP:Iteration 39Q (862.424535 sec): 3 clusters Score: Raw -267545.627130 + Penalty 1799.694829 = -265745.932301 nChanged 19 SP:Iteration 40F (862.545978 sec): 3 clusters Score: Raw -267550.739414 + Penalty 1799.694829 = -265751.044585 nChanged 15 SP:Iteration 41Q (862.652845 sec): 3 clusters Score: Raw -267554.872442 + Penalty 1799.694829 = -265755.177613 nChanged 9 SP:Iteration 42Q (862.749925 sec): 3 clusters Score: Raw -267556.417263 + Penalty 1799.694829 = -265756.722434 nChanged 6 SP:Iteration 43Q (862.853314 sec): 3 clusters Score: Raw -267557.298257 + Penalty 1799.694829 = -265757.603428 nChanged 3 SP:Iteration 44Q (862.965957 sec): 3 clusters Score: Raw -267557.676752 + Penalty 1799.694829 = -265757.981923 nChanged 3 SP:Iteration 45Q (863.063358 sec): 3 clusters Score: Raw -267558.120968 + Penalty 1799.694829 = -265758.426139 nChanged 2 SP:Iteration 46Q (863.153391 sec): 3 clusters Score: Raw -267558.278922 + Penalty 1799.694829 = -265758.584093 nChanged 1 SP:Iteration 47Q (863.272142 sec): 3 clusters Score: Raw -267558.332758 + Penalty 1799.694829 = -265758.637929 nChanged 1 SP:Iteration 48Q (863.405090 sec): 3 clusters Score: Raw -267558.389191 + Penalty 1799.694829 = -265758.694362 nChanged 2 SP:Iteration 49Q (863.511462 sec): 3 clusters Score: Raw -267558.560128 + Penalty 1799.694829 = -265758.865299 nChanged 3 SP:Iteration 50Q (863.621975 sec): 3 clusters Score: Raw -267558.980442 + Penalty 1799.694829 = -265759.285613 nChanged 4 SP:Iteration 51Q (863.718967 sec): 3 clusters Score: Raw -267559.770414 + Penalty 1799.694829 = -265760.075585 nChanged 9 SP:Iteration 52Q (863.818699 sec): 3 clusters Score: Raw -267561.374291 + Penalty 1799.694829 = -265761.679462 nChanged 11 SP:Iteration 53Q (863.966557 sec): 3 clusters Score: Raw -267563.749064 + Penalty 1799.694829 = -265764.054235 nChanged 14 SP:Iteration 54Q (864.048899 sec): 3 clusters Score: Raw -267566.931025 + Penalty 1799.694829 = -265767.236196 nChanged 6 SP:Iteration 55Q (864.145000 sec): 3 clusters Score: Raw -267567.961089 + Penalty 1799.694829 = -265768.266259 nChanged 7 SP:Iteration 56Q (864.259528 sec): 3 clusters Score: Raw -267568.858782 + Penalty 1799.694829 = -265769.163953 nChanged 7 SP:Iteration 57Q (864.339520 sec): 3 clusters Score: Raw -267570.249554 + Penalty 1799.694829 = -265770.554725 nChanged 8 SP:Iteration 58Q (864.435019 sec): 3 clusters Score: Raw -267571.374880 + Penalty 1799.694829 = -265771.680051 nChanged 5 SP:Iteration 59Q (864.553677 sec): 3 clusters Score: Raw -267571.971900 + Penalty 1799.694829 = -265772.277071 nChanged 5 SP:Iteration 60F (864.662673 sec): 3 clusters Score: Raw -267572.845913 + Penalty 1799.694829 = -265773.151084 nChanged 7 SP:Iteration 61Q (864.769979 sec): 3 clusters Score: Raw -267575.238630 + Penalty 1799.694829 = -265775.543801 nChanged 8 SP:Iteration 62Q (864.867134 sec): 3 clusters Score: Raw -267577.742803 + Penalty 1799.694829 = -265778.047974 nChanged 18 SP:Iteration 63Q (864.993321 sec): 3 clusters Score: Raw -267584.015844 + Penalty 1799.694829 = -265784.321015 nChanged 17 SP:Iteration 64Q (865.067959 sec): 3 clusters Score: Raw -267588.609179 + Penalty 1799.694829 = -265788.914350 nChanged 17 SP:Iteration 65Q (865.166603 sec): 3 clusters Score: Raw -267593.185648 + Penalty 1799.694829 = -265793.490819 nChanged 20 SP:Iteration 66Q (865.283457 sec): 3 clusters Score: Raw -267599.050339 + Penalty 1799.694829 = -265799.355510 nChanged 23 SP:Iteration 67Q (865.378166 sec): 3 clusters Score: Raw -267606.451582 + Penalty 1799.694829 = -265806.756753 nChanged 23 SP:Iteration 68Q (865.483857 sec): 3 clusters Score: Raw -267613.730045 + Penalty 1799.694829 = -265814.035216 nChanged 29 SP:Iteration 69Q (865.591721 sec): 3 clusters Score: Raw -267621.348529 + Penalty 1799.694829 = -265821.653700 nChanged 19 SP:Iteration 70Q (865.686239 sec): 3 clusters Score: Raw -267626.438867 + Penalty 1799.694829 = -265826.744038 nChanged 16 SP:Iteration 71Q (865.793075 sec): 3 clusters Score: Raw -267629.660244 + Penalty 1799.694829 = -265829.965415 nChanged 13 SP:Iteration 72Q (865.897545 sec): 3 clusters Score: Raw -267632.872195 + Penalty 1799.694829 = -265833.177366 nChanged 10 SP:Iteration 73Q (866.002290 sec): 3 clusters Score: Raw -267634.665445 + Penalty 1799.694829 = -265834.970616 nChanged 13 SP:Iteration 74Q (866.112641 sec): 3 clusters Score: Raw -267637.601410 + Penalty 1799.694829 = -265837.906581 nChanged 10 SP:Iteration 75Q (866.230962 sec): 3 clusters Score: Raw -267639.031315 + Penalty 1799.694829 = -265839.336486 nChanged 10 SP:Iteration 76Q (866.341142 sec): 3 clusters Score: Raw -267640.409473 + Penalty 1799.694829 = -265840.714643 nChanged 5 SP:Iteration 77Q (866.459765 sec): 3 clusters Score: Raw -267640.909903 + Penalty 1799.694829 = -265841.215074 nChanged 3 SP:Iteration 78Q (866.558199 sec): 3 clusters Score: Raw -267641.204881 + Penalty 1799.694829 = -265841.510052 nChanged 1 SP:Iteration 79Q (866.647600 sec): 3 clusters Score: Raw -267641.334787 + Penalty 1799.694829 = -265841.639958 nChanged 1 SP:Iteration 80F (866.735821 sec): 3 clusters Score: Raw -267641.414387 + Penalty 1799.694829 = -265841.719558 nChanged 1 SP:Iteration 81Q (866.827391 sec): 3 clusters Score: Raw -267641.478573 + Penalty 1799.694829 = -265841.783744 nChanged 1 SP:Iteration 82Q (866.901988 sec): 3 clusters Score: Raw -267641.593916 + Penalty 1799.694829 = -265841.899087 nChanged 1 SP:Iteration 83Q (866.992634 sec): 3 clusters Score: Raw -267641.726971 + Penalty 1799.694829 = -265842.032142 nChanged 1 SP:Iteration 84Q (867.115160 sec): 3 clusters Score: Raw -267641.806881 + Penalty 1799.694829 = -265842.112051 nChanged 1 SP:Iteration 85Q (867.208395 sec): 3 clusters Score: Raw -267642.125806 + Penalty 1799.694829 = -265842.430976 nChanged 2 SP:Iteration 86Q (867.295851 sec): 3 clusters Score: Raw -267642.364492 + Penalty 1799.694829 = -265842.669663 nChanged 1 SP:Iteration 87Q (867.366186 sec): 3 clusters Score: Raw -267642.567069 + Penalty 1799.694829 = -265842.872240 nChanged 2 SP:Iteration 88Q (867.475020 sec): 3 clusters Score: Raw -267642.766492 + Penalty 1799.694829 = -265843.071663 nChanged 1 SP:Iteration 89Q (867.572091 sec): 3 clusters Score: Raw -267642.826283 + Penalty 1799.694829 = -265843.131454 nChanged 0 SP:Iteration 90F (867.675701 sec): 3 clusters Score: Raw -267642.826283 + Penalty 1799.694829 = -265843.131454 nChanged 0 Score: Raw -1997540.264428 + Penalty 12268.590492 = -1985271.673936 Splitting cluster 6 changes total score from -1984259.379013 to -1985271.673936 So it's getting split into cluster 11. Trying to split cluster 7 (2483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (868.485492 sec): 2 clusters Score: Raw -102250.310477 + Penalty 820.808392 = -101429.502085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (868.581324 sec): 3 clusters Score: Raw -101044.223012 + Penalty 1641.616785 = -99402.606227 nChanged 978 SP:Iteration 1F (868.695907 sec): 3 clusters Score: Raw -101834.065489 + Penalty 1641.616785 = -100192.448704 nChanged 247 SP:Iteration 2F (868.762504 sec): 3 clusters Score: Raw -102165.467250 + Penalty 1641.616785 = -100523.850465 nChanged 223 SP:Iteration 3F (868.851580 sec): 3 clusters Score: Raw -102470.237983 + Penalty 1641.616785 = -100828.621198 nChanged 201 SP:Iteration 4F (868.945583 sec): 3 clusters Score: Raw -102727.831420 + Penalty 1641.616785 = -101086.214635 nChanged 142 SP:Iteration 5F (869.006165 sec): 3 clusters Score: Raw -102976.253094 + Penalty 1641.616785 = -101334.636309 nChanged 142 SP:Iteration 6F (869.092230 sec): 3 clusters Score: Raw -103286.775654 + Penalty 1641.616785 = -101645.158869 nChanged 117 SP:Iteration 7Q (869.196306 sec): 3 clusters Score: Raw -103538.705176 + Penalty 1641.616785 = -101897.088391 nChanged 79 SP:Iteration 8Q (869.257339 sec): 3 clusters Score: Raw -103706.613516 + Penalty 1641.616785 = -102064.996731 nChanged 60 SP:Iteration 9Q (869.337374 sec): 3 clusters Score: Raw -103865.696216 + Penalty 1641.616785 = -102224.079431 nChanged 55 SP:Iteration 10Q (869.423557 sec): 3 clusters Score: Raw -103970.167800 + Penalty 1641.616785 = -102328.551015 nChanged 30 SP:Iteration 11Q (869.499650 sec): 3 clusters Score: Raw -103997.332959 + Penalty 1641.616785 = -102355.716174 nChanged 12 SP:Iteration 12Q (869.595777 sec): 3 clusters Score: Raw -104004.150034 + Penalty 1641.616785 = -102362.533249 nChanged 3 SP:Iteration 13Q (869.679535 sec): 3 clusters Score: Raw -104006.246005 + Penalty 1641.616785 = -102364.629220 nChanged 6 SP:Iteration 14Q (869.759762 sec): 3 clusters Score: Raw -104008.962737 + Penalty 1641.616785 = -102367.345952 nChanged 3 SP:Iteration 15Q (869.844184 sec): 3 clusters Score: Raw -104009.830325 + Penalty 1641.616785 = -102368.213540 nChanged 1 SP:Iteration 16Q (869.934534 sec): 3 clusters Score: Raw -104010.167872 + Penalty 1641.616785 = -102368.551087 nChanged 0 SP:Iteration 17F (869.996746 sec): 3 clusters Score: Raw -104012.276687 + Penalty 1641.616785 = -102370.659902 nChanged 1 SP:Iteration 18Q (870.111516 sec): 3 clusters Score: Raw -104012.921686 + Penalty 1641.616785 = -102371.304901 nChanged 2 SP:Iteration 19Q (870.173376 sec): 3 clusters Score: Raw -104014.583750 + Penalty 1641.616785 = -102372.966965 nChanged 3 SP:Iteration 20F (870.264284 sec): 3 clusters Score: Raw -104015.847110 + Penalty 1641.616785 = -102374.230325 nChanged 0 Score: Raw -1999305.801061 + Penalty 13383.916901 = -1985921.884160 Splitting cluster 7 changes total score from -1984259.379013 to -1985921.884160 So it's getting split into cluster 12. Trying to split cluster 8 (14631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (871.092494 sec): 2 clusters Score: Raw -815203.463135 + Penalty 1007.044274 = -814196.418861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (871.202085 sec): 3 clusters Score: Raw -806316.653233 + Penalty 2014.088547 = -804302.564686 nChanged 6626 SP:Iteration 1F (871.323307 sec): 3 clusters Score: Raw -810459.134112 + Penalty 2014.088547 = -808445.045565 nChanged 1008 SP:Iteration 2F (871.409848 sec): 3 clusters Score: Raw -811105.466528 + Penalty 2014.088547 = -809091.377981 nChanged 983 SP:Iteration 3F (871.511864 sec): 3 clusters Score: Raw -811761.266068 + Penalty 2014.088547 = -809747.177521 nChanged 917 SP:Iteration 4F (871.611617 sec): 3 clusters Score: Raw -812359.922815 + Penalty 2014.088547 = -810345.834268 nChanged 774 SP:Iteration 5F (871.723377 sec): 3 clusters Score: Raw -812800.343284 + Penalty 2014.088547 = -810786.254737 nChanged 644 SP:Iteration 6Q (871.821038 sec): 3 clusters Score: Raw -813151.817175 + Penalty 2014.088547 = -811137.728628 nChanged 505 SP:Iteration 7Q (871.902535 sec): 3 clusters Score: Raw -813435.225221 + Penalty 2014.088547 = -811421.136674 nChanged 473 SP:Iteration 8Q (872.005057 sec): 3 clusters Score: Raw -813688.359683 + Penalty 2014.088547 = -811674.271136 nChanged 408 SP:Iteration 9Q (872.102601 sec): 3 clusters Score: Raw -813913.675973 + Penalty 2014.088547 = -811899.587426 nChanged 341 SP:Iteration 10Q (872.206257 sec): 3 clusters Score: Raw -814115.233756 + Penalty 2014.088547 = -812101.145209 nChanged 341 SP:Iteration 11Q (872.326822 sec): 3 clusters Score: Raw -814333.627961 + Penalty 2014.088547 = -812319.539413 nChanged 299 SP:Iteration 12Q (872.413634 sec): 3 clusters Score: Raw -814502.543226 + Penalty 2014.088547 = -812488.454679 nChanged 277 SP:Iteration 13Q (872.513850 sec): 3 clusters Score: Raw -814649.697886 + Penalty 2014.088547 = -812635.609339 nChanged 257 SP:Iteration 14Q (872.634053 sec): 3 clusters Score: Raw -814775.969767 + Penalty 2014.088547 = -812761.881220 nChanged 243 SP:Iteration 15Q (872.721235 sec): 3 clusters Score: Raw -814889.180139 + Penalty 2014.088547 = -812875.091591 nChanged 241 SP:Iteration 16Q (872.824297 sec): 3 clusters Score: Raw -814999.669446 + Penalty 2014.088547 = -812985.580899 nChanged 216 SP:Iteration 17Q (872.912060 sec): 3 clusters Score: Raw -815088.604880 + Penalty 2014.088547 = -813074.516333 nChanged 208 SP:Iteration 18Q (873.015379 sec): 3 clusters Score: Raw -815170.809493 + Penalty 2014.088547 = -813156.720945 nChanged 174 SP:Iteration 19Q (873.084252 sec): 3 clusters Score: Raw -815240.507187 + Penalty 2014.088547 = -813226.418639 nChanged 168 SP:Iteration 20F (873.170191 sec): 3 clusters Score: Raw -815314.279152 + Penalty 2014.088547 = -813300.190605 nChanged 164 SP:Iteration 21Q (873.288003 sec): 3 clusters Score: Raw -815396.294141 + Penalty 2014.088547 = -813382.205594 nChanged 175 SP:Iteration 22Q (873.398516 sec): 3 clusters Score: Raw -815486.470611 + Penalty 2014.088547 = -813472.382063 nChanged 149 SP:Iteration 23Q (873.522243 sec): 3 clusters Score: Raw -815560.676326 + Penalty 2014.088547 = -813546.587779 nChanged 112 SP:Iteration 24Q (873.672802 sec): 3 clusters Score: Raw -815603.867122 + Penalty 2014.088547 = -813589.778575 nChanged 75 SP:Iteration 25Q (873.812663 sec): 3 clusters Score: Raw -815623.529281 + Penalty 2014.088547 = -813609.440733 nChanged 55 SP:Iteration 26Q (873.910105 sec): 3 clusters Score: Raw -815635.321731 + Penalty 2014.088547 = -813621.233183 nChanged 42 SP:Iteration 27Q (874.050005 sec): 3 clusters Score: Raw -815644.946404 + Penalty 2014.088547 = -813630.857857 nChanged 44 SP:Iteration 28Q (874.205960 sec): 3 clusters Score: Raw -815653.864917 + Penalty 2014.088547 = -813639.776370 nChanged 32 SP:Iteration 29Q (874.337485 sec): 3 clusters Score: Raw -815658.785538 + Penalty 2014.088547 = -813644.696991 nChanged 27 SP:Iteration 30Q (874.499723 sec): 3 clusters Score: Raw -815662.978909 + Penalty 2014.088547 = -813648.890362 nChanged 21 SP:Iteration 31Q (874.651045 sec): 3 clusters Score: Raw -815666.684525 + Penalty 2014.088547 = -813652.595978 nChanged 17 SP:Iteration 32Q (874.799591 sec): 3 clusters Score: Raw -815669.568362 + Penalty 2014.088547 = -813655.479814 nChanged 21 SP:Iteration 33Q (874.928037 sec): 3 clusters Score: Raw -815673.099670 + Penalty 2014.088547 = -813659.011123 nChanged 19 SP:Iteration 34Q (875.058247 sec): 3 clusters Score: Raw -815675.995061 + Penalty 2014.088547 = -813661.906514 nChanged 15 SP:Iteration 35Q (875.192633 sec): 3 clusters Score: Raw -815678.139589 + Penalty 2014.088547 = -813664.051042 nChanged 18 SP:Iteration 36Q (875.327670 sec): 3 clusters Score: Raw -815680.974030 + Penalty 2014.088547 = -813666.885483 nChanged 17 SP:Iteration 37Q (875.496116 sec): 3 clusters Score: Raw -815683.817868 + Penalty 2014.088547 = -813669.729320 nChanged 17 SP:Iteration 38Q (875.636070 sec): 3 clusters Score: Raw -815687.353219 + Penalty 2014.088547 = -813673.264671 nChanged 19 SP:Iteration 39Q (875.743615 sec): 3 clusters Score: Raw -815690.642249 + Penalty 2014.088547 = -813676.553702 nChanged 12 SP:Iteration 40F (875.880831 sec): 3 clusters Score: Raw -815692.709647 + Penalty 2014.088547 = -813678.621100 nChanged 17 SP:Iteration 41Q (876.011412 sec): 3 clusters Score: Raw -815695.670441 + Penalty 2014.088547 = -813681.581894 nChanged 8 SP:Iteration 42Q (876.138008 sec): 3 clusters Score: Raw -815697.087383 + Penalty 2014.088547 = -813682.998836 nChanged 7 SP:Iteration 43Q (876.264590 sec): 3 clusters Score: Raw -815697.914500 + Penalty 2014.088547 = -813683.825953 nChanged 5 SP:Iteration 44Q (876.390545 sec): 3 clusters Score: Raw -815698.670662 + Penalty 2014.088547 = -813684.582115 nChanged 5 SP:Iteration 45Q (876.531179 sec): 3 clusters Score: Raw -815699.685238 + Penalty 2014.088547 = -813685.596691 nChanged 8 SP:Iteration 46Q (876.677419 sec): 3 clusters Score: Raw -815700.606735 + Penalty 2014.088547 = -813686.518187 nChanged 4 SP:Iteration 47Q (876.817421 sec): 3 clusters Score: Raw -815701.395902 + Penalty 2014.088547 = -813687.307354 nChanged 6 SP:Iteration 48Q (876.924042 sec): 3 clusters Score: Raw -815702.174642 + Penalty 2014.088547 = -813688.086094 nChanged 7 SP:Iteration 49Q (877.083171 sec): 3 clusters Score: Raw -815703.216547 + Penalty 2014.088547 = -813689.128000 nChanged 7 SP:Iteration 50Q (877.226315 sec): 3 clusters Score: Raw -815704.104070 + Penalty 2014.088547 = -813690.015522 nChanged 4 SP:Iteration 51Q (877.325986 sec): 3 clusters Score: Raw -815704.669476 + Penalty 2014.088547 = -813690.580928 nChanged 3 SP:Iteration 52Q (877.457362 sec): 3 clusters Score: Raw -815705.160228 + Penalty 2014.088547 = -813691.071681 nChanged 5 SP:Iteration 53Q (877.577919 sec): 3 clusters Score: Raw -815705.882746 + Penalty 2014.088547 = -813691.794199 nChanged 9 SP:Iteration 54Q (877.706976 sec): 3 clusters Score: Raw -815707.437458 + Penalty 2014.088547 = -813693.348911 nChanged 6 SP:Iteration 55Q (877.878620 sec): 3 clusters Score: Raw -815708.277325 + Penalty 2014.088547 = -813694.188778 nChanged 8 SP:Iteration 56Q (878.028444 sec): 3 clusters Score: Raw -815709.547824 + Penalty 2014.088547 = -813695.459277 nChanged 11 SP:Iteration 57Q (878.146035 sec): 3 clusters Score: Raw -815711.053907 + Penalty 2014.088547 = -813696.965359 nChanged 11 SP:Iteration 58Q (878.270260 sec): 3 clusters Score: Raw -815712.949842 + Penalty 2014.088547 = -813698.861295 nChanged 9 SP:Iteration 59Q (878.396892 sec): 3 clusters Score: Raw -815714.619569 + Penalty 2014.088547 = -813700.531022 nChanged 11 SP:Iteration 60F (878.529482 sec): 3 clusters Score: Raw -815716.282927 + Penalty 2014.088547 = -813702.194380 nChanged 8 SP:Iteration 61Q (878.653395 sec): 3 clusters Score: Raw -815717.284616 + Penalty 2014.088547 = -813703.196069 nChanged 5 SP:Iteration 62Q (878.780856 sec): 3 clusters Score: Raw -815718.015324 + Penalty 2014.088547 = -813703.926777 nChanged 6 SP:Iteration 63Q (878.921500 sec): 3 clusters Score: Raw -815719.164352 + Penalty 2014.088547 = -813705.075805 nChanged 4 SP:Iteration 64Q (879.035663 sec): 3 clusters Score: Raw -815719.683842 + Penalty 2014.088547 = -813705.595295 nChanged 3 SP:Iteration 65Q (879.184169 sec): 3 clusters Score: Raw -815720.014972 + Penalty 2014.088547 = -813705.926425 nChanged 2 SP:Iteration 66Q (879.338666 sec): 3 clusters Score: Raw -815720.248554 + Penalty 2014.088547 = -813706.160007 nChanged 2 SP:Iteration 67Q (879.477932 sec): 3 clusters Score: Raw -815720.434102 + Penalty 2014.088547 = -813706.345554 nChanged 2 SP:Iteration 68Q (879.604616 sec): 3 clusters Score: Raw -815720.921354 + Penalty 2014.088547 = -813706.832806 nChanged 3 SP:Iteration 69Q (879.731129 sec): 3 clusters Score: Raw -815721.562522 + Penalty 2014.088547 = -813707.473975 nChanged 2 SP:Iteration 70Q (879.856215 sec): 3 clusters Score: Raw -815721.909561 + Penalty 2014.088547 = -813707.821014 nChanged 3 SP:Iteration 71Q (879.983011 sec): 3 clusters Score: Raw -815722.202154 + Penalty 2014.088547 = -813708.113607 nChanged 2 SP:Iteration 72Q (880.111555 sec): 3 clusters Score: Raw -815722.375363 + Penalty 2014.088547 = -813708.286815 nChanged 1 SP:Iteration 73Q (880.254337 sec): 3 clusters Score: Raw -815722.577624 + Penalty 2014.088547 = -813708.489077 nChanged 2 SP:Iteration 74Q (880.400311 sec): 3 clusters Score: Raw -815722.843343 + Penalty 2014.088547 = -813708.754796 nChanged 1 SP:Iteration 75Q (880.506368 sec): 3 clusters Score: Raw -815722.932373 + Penalty 2014.088547 = -813708.843825 nChanged 1 SP:Iteration 76Q (880.549298 sec): 3 clusters Score: Raw -815723.110027 + Penalty 2014.088547 = -813709.021480 nChanged 2 SP:Iteration 77Q (880.657146 sec): 3 clusters Score: Raw -815723.423066 + Penalty 2014.088547 = -813709.334519 nChanged 3 SP:Iteration 78Q (880.759510 sec): 3 clusters Score: Raw -815723.799655 + Penalty 2014.088547 = -813709.711108 nChanged 4 SP:Iteration 79Q (880.858984 sec): 3 clusters Score: Raw -815724.204605 + Penalty 2014.088547 = -813710.116058 nChanged 4 SP:Iteration 80F (880.980285 sec): 3 clusters Score: Raw -815724.788517 + Penalty 2014.088547 = -813710.699969 nChanged 2 SP:Iteration 81Q (881.084748 sec): 3 clusters Score: Raw -815725.443242 + Penalty 2014.088547 = -813711.354695 nChanged 4 SP:Iteration 82Q (881.201514 sec): 3 clusters Score: Raw -815725.987586 + Penalty 2014.088547 = -813711.899038 nChanged 3 SP:Iteration 83Q (881.314173 sec): 3 clusters Score: Raw -815726.268073 + Penalty 2014.088547 = -813712.179525 nChanged 4 SP:Iteration 84Q (881.416287 sec): 3 clusters Score: Raw -815727.158036 + Penalty 2014.088547 = -813713.069488 nChanged 3 SP:Iteration 85Q (881.543770 sec): 3 clusters Score: Raw -815728.104686 + Penalty 2014.088547 = -813714.016139 nChanged 5 SP:Iteration 86Q (881.641467 sec): 3 clusters Score: Raw -815729.147138 + Penalty 2014.088547 = -813715.058591 nChanged 4 SP:Iteration 87Q (881.772057 sec): 3 clusters Score: Raw -815729.747343 + Penalty 2014.088547 = -813715.658796 nChanged 3 SP:Iteration 88Q (881.881766 sec): 3 clusters Score: Raw -815730.171119 + Penalty 2014.088547 = -813716.082572 nChanged 2 SP:Iteration 89Q (882.020389 sec): 3 clusters Score: Raw -815730.362723 + Penalty 2014.088547 = -813716.274175 nChanged 4 SP:Iteration 90Q (882.119329 sec): 3 clusters Score: Raw -815730.724710 + Penalty 2014.088547 = -813716.636163 nChanged 2 SP:Iteration 91Q (882.245172 sec): 3 clusters Score: Raw -815730.961732 + Penalty 2014.088547 = -813716.873184 nChanged 2 SP:Iteration 92Q (882.335660 sec): 3 clusters Score: Raw -815731.226931 + Penalty 2014.088547 = -813717.138384 nChanged 2 SP:Iteration 93Q (882.462331 sec): 3 clusters Score: Raw -815731.425552 + Penalty 2014.088547 = -813717.337005 nChanged 1 SP:Iteration 94Q (882.555517 sec): 3 clusters Score: Raw -815731.505290 + Penalty 2014.088547 = -813717.416742 nChanged 2 SP:Iteration 95Q (882.698439 sec): 3 clusters Score: Raw -815731.726706 + Penalty 2014.088547 = -813717.638158 nChanged 3 SP:Iteration 96Q (882.788885 sec): 3 clusters Score: Raw -815732.177938 + Penalty 2014.088547 = -813718.089390 nChanged 1 SP:Iteration 97Q (882.911080 sec): 3 clusters Score: Raw -815732.369353 + Penalty 2014.088547 = -813718.280805 nChanged 0 SP:Iteration 98F (883.049868 sec): 3 clusters Score: Raw -815732.369353 + Penalty 2014.088547 = -813718.280805 nChanged 0 Iteration 59Q (883.905851 sec): 13 clusters Score: Raw -2000282.497986 + Penalty 13383.916901 = -1986898.581085 nChanged 1357 Iteration 60F (884.829152 sec): 13 clusters Score: Raw -2001048.292751 + Penalty 13383.916901 = -1987664.375851 nChanged 780 Iteration 61Q (885.599556 sec): 13 clusters Score: Raw -2001366.537626 + Penalty 13383.916901 = -1987982.620726 nChanged 467 Iteration 62Q (886.378448 sec): 13 clusters Score: Raw -2001524.606988 + Penalty 13383.916901 = -1988140.690087 nChanged 367 Iteration 63Q (887.095377 sec): 13 clusters Score: Raw -2001642.817969 + Penalty 13383.916901 = -1988258.901068 nChanged 292 Iteration 64Q (887.819844 sec): 13 clusters Score: Raw -2001722.686283 + Penalty 13383.916901 = -1988338.769382 nChanged 245 Iteration 65Q (888.556410 sec): 13 clusters Score: Raw -2001787.606671 + Penalty 13383.916901 = -1988403.689770 nChanged 194 Iteration 66Q (889.330314 sec): 13 clusters Score: Raw -2001831.618382 + Penalty 13383.916901 = -1988447.701482 nChanged 176 Iteration 67Q (890.196010 sec): 13 clusters Score: Raw -2001862.239946 + Penalty 13383.916901 = -1988478.323045 nChanged 149 Iteration 68Q (891.017737 sec): 13 clusters Score: Raw -2001888.419978 + Penalty 13383.916901 = -1988504.503078 nChanged 118 Iteration 69Q (891.867211 sec): 13 clusters Score: Raw -2001923.777371 + Penalty 13383.916901 = -1988539.860470 nChanged 134 Iteration 70Q (892.735572 sec): 13 clusters Score: Raw -2001996.421621 + Penalty 13383.916901 = -1988612.504721 nChanged 144 Iteration 71Q (893.670115 sec): 13 clusters Score: Raw -2002093.276053 + Penalty 13383.916901 = -1988709.359153 nChanged 137 Iteration 72Q (894.551149 sec): 13 clusters Score: Raw -2002163.038161 + Penalty 13383.916901 = -1988779.121260 nChanged 103 Iteration 73Q (895.374844 sec): 13 clusters Score: Raw -2002198.833005 + Penalty 13383.916901 = -1988814.916104 nChanged 107 Iteration 74Q (896.317756 sec): 13 clusters Score: Raw -2002228.133648 + Penalty 13383.916901 = -1988844.216747 nChanged 92 Iteration 75Q (897.146110 sec): 13 clusters Score: Raw -2002248.575192 + Penalty 13383.916901 = -1988864.658291 nChanged 70 Iteration 76Q (897.831268 sec): 13 clusters Score: Raw -2002261.377928 + Penalty 13383.916901 = -1988877.461028 nChanged 57 Iteration 77Q (898.538196 sec): 13 clusters Score: Raw -2002273.881343 + Penalty 13383.916901 = -1988889.964442 nChanged 50 Iteration 78Q (899.265773 sec): 13 clusters Score: Raw -2002280.830365 + Penalty 13383.916901 = -1988896.913464 nChanged 30 Iteration 79Q (899.973007 sec): 13 clusters Score: Raw -2002285.779870 + Penalty 13383.916901 = -1988901.862970 nChanged 22 Iteration 80F (900.765886 sec): 13 clusters Score: Raw -2002309.685786 + Penalty 13383.916901 = -1988925.768885 nChanged 36 Iteration 81Q (901.328739 sec): 13 clusters Score: Raw -2002330.092856 + Penalty 13383.916901 = -1988946.175956 nChanged 41 Iteration 82Q (901.991357 sec): 13 clusters Score: Raw -2002343.658389 + Penalty 13383.916901 = -1988959.741488 nChanged 29 Iteration 83Q (902.497754 sec): 13 clusters Score: Raw -2002349.533932 + Penalty 13383.916901 = -1988965.617031 nChanged 23 Iteration 84Q (903.083238 sec): 13 clusters Score: Raw -2002354.431702 + Penalty 13383.916901 = -1988970.514801 nChanged 28 Iteration 85Q (903.656079 sec): 13 clusters Score: Raw -2002365.022835 + Penalty 13383.916901 = -1988981.105934 nChanged 39 Iteration 86Q (904.312993 sec): 13 clusters Score: Raw -2002376.341030 + Penalty 13383.916901 = -1988992.424130 nChanged 45 Iteration 87Q (904.952316 sec): 13 clusters Score: Raw -2002385.405888 + Penalty 13383.916901 = -1989001.488987 nChanged 32 Iteration 88Q (905.789877 sec): 13 clusters Score: Raw -2002392.773807 + Penalty 13383.916901 = -1989008.856906 nChanged 22 Iteration 89Q (906.698870 sec): 13 clusters Score: Raw -2002397.854077 + Penalty 13383.916901 = -1989013.937177 nChanged 24 Iteration 90Q (907.507696 sec): 13 clusters Score: Raw -2002403.221655 + Penalty 13383.916901 = -1989019.304755 nChanged 21 Iteration 91Q (908.377631 sec): 13 clusters Score: Raw -2002407.571594 + Penalty 13383.916901 = -1989023.654694 nChanged 24 Iteration 92Q (909.187933 sec): 13 clusters Score: Raw -2002415.053620 + Penalty 13383.916901 = -1989031.136719 nChanged 21 Iteration 93Q (910.098619 sec): 13 clusters Score: Raw -2002419.031310 + Penalty 13383.916901 = -1989035.114409 nChanged 13 Iteration 94Q (910.949268 sec): 13 clusters Score: Raw -2002421.841977 + Penalty 13383.916901 = -1989037.925076 nChanged 13 Iteration 95Q (911.798137 sec): 13 clusters Score: Raw -2002424.826739 + Penalty 13383.916901 = -1989040.909838 nChanged 16 Iteration 96Q (912.703457 sec): 13 clusters Score: Raw -2002428.175339 + Penalty 13383.916901 = -1989044.258438 nChanged 19 Iteration 97Q (913.339821 sec): 13 clusters Score: Raw -2002432.316203 + Penalty 13383.916901 = -1989048.399302 nChanged 17 Iteration 98Q (914.027800 sec): 13 clusters Score: Raw -2002435.103975 + Penalty 13383.916901 = -1989051.187074 nChanged 19 Writing temp clu file Because OldScore, -1989048.399302, is greater than current (better) Score,-1989051.187074 Compute initial score before splitting: Score: Raw -2002435.103975 + Penalty 13383.916901 = -1989051.187074 Trying to split cluster 1 (5579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (914.112367 sec): 2 clusters Score: Raw -295098.318084 + Penalty 905.810307 = -294192.507777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (914.189204 sec): 3 clusters Score: Raw -291972.231546 + Penalty 1811.620614 = -290160.610932 nChanged 2397 SP:Iteration 1F (914.256795 sec): 3 clusters Score: Raw -293328.904340 + Penalty 1811.620614 = -291517.283726 nChanged 443 SP:Iteration 2F (914.327691 sec): 3 clusters Score: Raw -293627.565441 + Penalty 1811.620614 = -291815.944827 nChanged 422 SP:Iteration 3F (914.402642 sec): 3 clusters Score: Raw -293952.148731 + Penalty 1811.620614 = -292140.528117 nChanged 385 SP:Iteration 4F (914.459538 sec): 3 clusters Score: Raw -294231.775627 + Penalty 1811.620614 = -292420.155014 nChanged 331 SP:Iteration 5F (914.545610 sec): 3 clusters Score: Raw -294462.413379 + Penalty 1811.620614 = -292650.792765 nChanged 267 SP:Iteration 6Q (914.625704 sec): 3 clusters Score: Raw -294651.930573 + Penalty 1811.620614 = -292840.309959 nChanged 235 SP:Iteration 7Q (914.710234 sec): 3 clusters Score: Raw -294818.402637 + Penalty 1811.620614 = -293006.782023 nChanged 193 SP:Iteration 8Q (914.802675 sec): 3 clusters Score: Raw -294963.670316 + Penalty 1811.620614 = -293152.049703 nChanged 171 SP:Iteration 9Q (914.880649 sec): 3 clusters Score: Raw -295110.030578 + Penalty 1811.620614 = -293298.409964 nChanged 148 SP:Iteration 10Q (914.975555 sec): 3 clusters Score: Raw -295237.887303 + Penalty 1811.620614 = -293426.266689 nChanged 138 SP:Iteration 11Q (915.054114 sec): 3 clusters Score: Raw -295333.901672 + Penalty 1811.620614 = -293522.281059 nChanged 94 SP:Iteration 12Q (915.131234 sec): 3 clusters Score: Raw -295400.621362 + Penalty 1811.620614 = -293589.000748 nChanged 93 SP:Iteration 13Q (915.227766 sec): 3 clusters Score: Raw -295462.366513 + Penalty 1811.620614 = -293650.745899 nChanged 61 SP:Iteration 14Q (915.297449 sec): 3 clusters Score: Raw -295495.594187 + Penalty 1811.620614 = -293683.973573 nChanged 46 SP:Iteration 15Q (915.402251 sec): 3 clusters Score: Raw -295519.517606 + Penalty 1811.620614 = -293707.896992 nChanged 39 SP:Iteration 16Q (915.480087 sec): 3 clusters Score: Raw -295537.256142 + Penalty 1811.620614 = -293725.635528 nChanged 35 SP:Iteration 17Q (915.575826 sec): 3 clusters Score: Raw -295553.564589 + Penalty 1811.620614 = -293741.943976 nChanged 29 SP:Iteration 18Q (915.652863 sec): 3 clusters Score: Raw -295565.043330 + Penalty 1811.620614 = -293753.422716 nChanged 19 SP:Iteration 19Q (915.736686 sec): 3 clusters Score: Raw -295572.350679 + Penalty 1811.620614 = -293760.730065 nChanged 17 SP:Iteration 20F (915.812746 sec): 3 clusters Score: Raw -295579.635415 + Penalty 1811.620614 = -293768.014801 nChanged 20 SP:Iteration 21Q (915.903714 sec): 3 clusters Score: Raw -295589.452482 + Penalty 1811.620614 = -293777.831869 nChanged 21 SP:Iteration 22Q (915.983533 sec): 3 clusters Score: Raw -295597.474285 + Penalty 1811.620614 = -293785.853671 nChanged 13 SP:Iteration 23Q (916.072455 sec): 3 clusters Score: Raw -295601.932415 + Penalty 1811.620614 = -293790.311801 nChanged 12 SP:Iteration 24Q (916.161375 sec): 3 clusters Score: Raw -295604.754008 + Penalty 1811.620614 = -293793.133395 nChanged 8 SP:Iteration 25Q (916.230641 sec): 3 clusters Score: Raw -295607.171554 + Penalty 1811.620614 = -293795.550941 nChanged 7 SP:Iteration 26Q (916.320788 sec): 3 clusters Score: Raw -295608.850105 + Penalty 1811.620614 = -293797.229491 nChanged 2 SP:Iteration 27Q (916.411659 sec): 3 clusters Score: Raw -295610.090579 + Penalty 1811.620614 = -293798.469965 nChanged 2 SP:Iteration 28Q (916.482409 sec): 3 clusters Score: Raw -295610.534224 + Penalty 1811.620614 = -293798.913610 nChanged 1 SP:Iteration 29Q (916.582755 sec): 3 clusters Score: Raw -295610.711360 + Penalty 1811.620614 = -293799.090746 nChanged 1 SP:Iteration 30Q (916.671402 sec): 3 clusters Score: Raw -295610.892824 + Penalty 1811.620614 = -293799.272210 nChanged 1 SP:Iteration 31Q (916.730018 sec): 3 clusters Score: Raw -295611.036650 + Penalty 1811.620614 = -293799.416036 nChanged 2 SP:Iteration 32Q (916.818189 sec): 3 clusters Score: Raw -295611.799287 + Penalty 1811.620614 = -293800.178673 nChanged 4 SP:Iteration 33Q (916.901359 sec): 3 clusters Score: Raw -295612.724285 + Penalty 1811.620614 = -293801.103671 nChanged 3 SP:Iteration 34Q (916.980318 sec): 3 clusters Score: Raw -295613.621878 + Penalty 1811.620614 = -293802.001264 nChanged 2 SP:Iteration 35Q (917.059162 sec): 3 clusters Score: Raw -295614.129585 + Penalty 1811.620614 = -293802.508971 nChanged 0 SP:Iteration 36F (917.155012 sec): 3 clusters Score: Raw -295614.129585 + Penalty 1811.620614 = -293802.508971 nChanged 0 Trying to split cluster 2 (3966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (917.196845 sec): 2 clusters Score: Raw -184158.134989 + Penalty 869.978897 = -183288.156092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (917.286351 sec): 3 clusters Score: Raw -182011.364258 + Penalty 1739.957795 = -180271.406463 nChanged 1716 SP:Iteration 1F (917.375513 sec): 3 clusters Score: Raw -183037.285960 + Penalty 1739.957795 = -181297.328165 nChanged 324 SP:Iteration 2F (917.470192 sec): 3 clusters Score: Raw -183289.197886 + Penalty 1739.957795 = -181549.240091 nChanged 295 SP:Iteration 3F (917.526880 sec): 3 clusters Score: Raw -183538.209917 + Penalty 1739.957795 = -181798.252122 nChanged 257 SP:Iteration 4F (917.605747 sec): 3 clusters Score: Raw -183750.854261 + Penalty 1739.957795 = -182010.896466 nChanged 222 SP:Iteration 5F (917.700060 sec): 3 clusters Score: Raw -183934.508689 + Penalty 1739.957795 = -182194.550894 nChanged 190 SP:Iteration 6Q (917.775402 sec): 3 clusters Score: Raw -184057.069341 + Penalty 1739.957795 = -182317.111546 nChanged 156 SP:Iteration 7Q (917.856627 sec): 3 clusters Score: Raw -184155.344153 + Penalty 1739.957795 = -182415.386358 nChanged 141 SP:Iteration 8Q (917.930837 sec): 3 clusters Score: Raw -184221.810101 + Penalty 1739.957795 = -182481.852306 nChanged 91 SP:Iteration 9Q (918.018343 sec): 3 clusters Score: Raw -184259.050748 + Penalty 1739.957795 = -182519.092953 nChanged 61 SP:Iteration 10Q (918.104614 sec): 3 clusters Score: Raw -184283.484840 + Penalty 1739.957795 = -182543.527045 nChanged 67 SP:Iteration 11Q (918.187341 sec): 3 clusters Score: Raw -184313.444658 + Penalty 1739.957795 = -182573.486863 nChanged 68 SP:Iteration 12Q (918.276708 sec): 3 clusters Score: Raw -184345.368364 + Penalty 1739.957795 = -182605.410569 nChanged 68 SP:Iteration 13Q (918.338342 sec): 3 clusters Score: Raw -184388.839507 + Penalty 1739.957795 = -182648.881712 nChanged 67 SP:Iteration 14Q (918.422639 sec): 3 clusters Score: Raw -184425.393727 + Penalty 1739.957795 = -182685.435932 nChanged 61 SP:Iteration 15Q (918.492477 sec): 3 clusters Score: Raw -184469.327401 + Penalty 1739.957795 = -182729.369606 nChanged 64 SP:Iteration 16Q (918.576277 sec): 3 clusters Score: Raw -184512.722521 + Penalty 1739.957795 = -182772.764726 nChanged 54 SP:Iteration 17Q (918.682996 sec): 3 clusters Score: Raw -184535.163629 + Penalty 1739.957795 = -182795.205834 nChanged 39 SP:Iteration 18Q (918.780296 sec): 3 clusters Score: Raw -184551.126174 + Penalty 1739.957795 = -182811.168379 nChanged 33 SP:Iteration 19Q (918.856985 sec): 3 clusters Score: Raw -184567.574858 + Penalty 1739.957795 = -182827.617063 nChanged 33 SP:Iteration 20F (918.951106 sec): 3 clusters Score: Raw -184580.847619 + Penalty 1739.957795 = -182840.889824 nChanged 23 SP:Iteration 21Q (919.044108 sec): 3 clusters Score: Raw -184595.203762 + Penalty 1739.957795 = -182855.245967 nChanged 32 SP:Iteration 22Q (919.137970 sec): 3 clusters Score: Raw -184606.779273 + Penalty 1739.957795 = -182866.821478 nChanged 18 SP:Iteration 23Q (919.219577 sec): 3 clusters Score: Raw -184610.929455 + Penalty 1739.957795 = -182870.971660 nChanged 13 SP:Iteration 24Q (919.313421 sec): 3 clusters Score: Raw -184615.272716 + Penalty 1739.957795 = -182875.314921 nChanged 13 SP:Iteration 25Q (919.407020 sec): 3 clusters Score: Raw -184621.109822 + Penalty 1739.957795 = -182881.152027 nChanged 18 SP:Iteration 26Q (919.500453 sec): 3 clusters Score: Raw -184626.350858 + Penalty 1739.957795 = -182886.393063 nChanged 22 SP:Iteration 27Q (919.593588 sec): 3 clusters Score: Raw -184632.238156 + Penalty 1739.957795 = -182892.280361 nChanged 16 SP:Iteration 28Q (919.677356 sec): 3 clusters Score: Raw -184635.783973 + Penalty 1739.957795 = -182895.826178 nChanged 7 SP:Iteration 29Q (919.791123 sec): 3 clusters Score: Raw -184638.013622 + Penalty 1739.957795 = -182898.055827 nChanged 6 SP:Iteration 30Q (919.865316 sec): 3 clusters Score: Raw -184639.226139 + Penalty 1739.957795 = -182899.268344 nChanged 5 SP:Iteration 31Q (919.976822 sec): 3 clusters Score: Raw -184641.590455 + Penalty 1739.957795 = -182901.632661 nChanged 7 SP:Iteration 32Q (920.068121 sec): 3 clusters Score: Raw -184643.199543 + Penalty 1739.957795 = -182903.241748 nChanged 4 SP:Iteration 33Q (920.158972 sec): 3 clusters Score: Raw -184644.090976 + Penalty 1739.957795 = -182904.133182 nChanged 6 SP:Iteration 34Q (920.270550 sec): 3 clusters Score: Raw -184644.962987 + Penalty 1739.957795 = -182905.005192 nChanged 6 SP:Iteration 35Q (920.378236 sec): 3 clusters Score: Raw -184646.107313 + Penalty 1739.957795 = -182906.149518 nChanged 3 SP:Iteration 36Q (920.501465 sec): 3 clusters Score: Raw -184646.869456 + Penalty 1739.957795 = -182906.911661 nChanged 4 SP:Iteration 37Q (920.655509 sec): 3 clusters Score: Raw -184647.643419 + Penalty 1739.957795 = -182907.685625 nChanged 5 SP:Iteration 38Q (920.731173 sec): 3 clusters Score: Raw -184648.190955 + Penalty 1739.957795 = -182908.233160 nChanged 2 SP:Iteration 39Q (920.827674 sec): 3 clusters Score: Raw -184648.454987 + Penalty 1739.957795 = -182908.497192 nChanged 1 SP:Iteration 40F (920.945331 sec): 3 clusters Score: Raw -184648.817076 + Penalty 1739.957795 = -182908.859281 nChanged 2 SP:Iteration 41Q (921.045154 sec): 3 clusters Score: Raw -184649.298031 + Penalty 1739.957795 = -182909.340237 nChanged 1 SP:Iteration 42Q (921.138479 sec): 3 clusters Score: Raw -184649.490695 + Penalty 1739.957795 = -182909.532900 nChanged 0 SP:Iteration 43F (921.232663 sec): 3 clusters Score: Raw -184649.490695 + Penalty 1739.957795 = -182909.532900 nChanged 0 Trying to split cluster 3 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.300140 sec): 2 clusters Score: Raw -30898.005915 + Penalty 722.116088 = -30175.889828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.400621 sec): 3 clusters Score: Raw -30556.380985 + Penalty 1444.232175 = -29112.148810 nChanged 353 SP:Iteration 1F (921.498246 sec): 3 clusters Score: Raw -31093.150537 + Penalty 1444.232175 = -29648.918362 nChanged 137 SP:Iteration 2F (921.607427 sec): 3 clusters Score: Raw -31294.978933 + Penalty 1444.232175 = -29850.746758 nChanged 73 SP:Iteration 3F (921.689712 sec): 3 clusters Score: Raw -31439.448792 + Penalty 1444.232175 = -29995.216617 nChanged 45 SP:Iteration 4Q (921.772076 sec): 3 clusters Score: Raw -31523.710368 + Penalty 1444.232175 = -30079.478193 nChanged 40 SP:Iteration 5Q (921.854428 sec): 3 clusters Score: Raw -31566.364658 + Penalty 1444.232175 = -30122.132483 nChanged 20 SP:Iteration 6Q (921.936432 sec): 3 clusters Score: Raw -31582.564450 + Penalty 1444.232175 = -30138.332275 nChanged 14 SP:Iteration 7Q (922.018617 sec): 3 clusters Score: Raw -31596.137379 + Penalty 1444.232175 = -30151.905204 nChanged 11 SP:Iteration 8Q (922.101033 sec): 3 clusters Score: Raw -31605.865386 + Penalty 1444.232175 = -30161.633211 nChanged 6 SP:Iteration 9Q (922.182984 sec): 3 clusters Score: Raw -31609.366546 + Penalty 1444.232175 = -30165.134371 nChanged 1 SP:Iteration 10Q (922.256505 sec): 3 clusters Score: Raw -31614.695965 + Penalty 1444.232175 = -30170.463790 nChanged 2 SP:Iteration 11Q (922.338648 sec): 3 clusters Score: Raw -31617.228070 + Penalty 1444.232175 = -30172.995895 nChanged 3 SP:Iteration 12Q (922.402081 sec): 3 clusters Score: Raw -31618.284593 + Penalty 1444.232175 = -30174.052418 nChanged 0 SP:Iteration 13F (922.484269 sec): 3 clusters Score: Raw -31620.370275 + Penalty 1444.232175 = -30176.138100 nChanged 1 SP:Iteration 14Q (922.566820 sec): 3 clusters Score: Raw -31625.600196 + Penalty 1444.232175 = -30181.368021 nChanged 3 SP:Iteration 15Q (922.636592 sec): 3 clusters Score: Raw -31626.592678 + Penalty 1444.232175 = -30182.360503 nChanged 2 SP:Iteration 16Q (922.718791 sec): 3 clusters Score: Raw -31627.878885 + Penalty 1444.232175 = -30183.646710 nChanged 1 SP:Iteration 17Q (922.800914 sec): 3 clusters Score: Raw -31636.425204 + Penalty 1444.232175 = -30192.193029 nChanged 2 SP:Iteration 18Q (922.883199 sec): 3 clusters Score: Raw -31636.933957 + Penalty 1444.232175 = -30192.701782 nChanged 1 SP:Iteration 19Q (922.978216 sec): 3 clusters Score: Raw -31637.525500 + Penalty 1444.232175 = -30193.293325 nChanged 0 SP:Iteration 20F (923.040897 sec): 3 clusters Score: Raw -31637.525500 + Penalty 1444.232175 = -30193.293325 nChanged 0 Score: Raw -2003177.110229 + Penalty 14499.243309 = -1988677.866920 Splitting cluster 3 changes total score from -1989051.187074 to -1988677.866920 So it's not getting split. Trying to split cluster 4 (2428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (923.985184 sec): 2 clusters Score: Raw -135435.769229 + Penalty 818.456431 = -134617.312798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (924.132666 sec): 3 clusters Score: Raw -134202.106438 + Penalty 1636.912862 = -132565.193576 nChanged 953 SP:Iteration 1F (924.223558 sec): 3 clusters Score: Raw -134746.928639 + Penalty 1636.912862 = -133110.015777 nChanged 186 SP:Iteration 2F (924.308667 sec): 3 clusters Score: Raw -134876.260381 + Penalty 1636.912862 = -133239.347519 nChanged 142 SP:Iteration 3F (924.418291 sec): 3 clusters Score: Raw -134960.156757 + Penalty 1636.912862 = -133323.243895 nChanged 110 SP:Iteration 4Q (924.521968 sec): 3 clusters Score: Raw -135020.563948 + Penalty 1636.912862 = -133383.651086 nChanged 81 SP:Iteration 5Q (924.625615 sec): 3 clusters Score: Raw -135069.584363 + Penalty 1636.912862 = -133432.671501 nChanged 70 SP:Iteration 6Q (924.732652 sec): 3 clusters Score: Raw -135107.107699 + Penalty 1636.912862 = -133470.194837 nChanged 60 SP:Iteration 7Q (924.830026 sec): 3 clusters Score: Raw -135135.706733 + Penalty 1636.912862 = -133498.793871 nChanged 57 SP:Iteration 8Q (924.927306 sec): 3 clusters Score: Raw -135163.058813 + Penalty 1636.912862 = -133526.145951 nChanged 43 SP:Iteration 9Q (925.007215 sec): 3 clusters Score: Raw -135181.128711 + Penalty 1636.912862 = -133544.215850 nChanged 38 SP:Iteration 10Q (925.086813 sec): 3 clusters Score: Raw -135202.734790 + Penalty 1636.912862 = -133565.821928 nChanged 37 SP:Iteration 11Q (925.166220 sec): 3 clusters Score: Raw -135228.649930 + Penalty 1636.912862 = -133591.737068 nChanged 48 SP:Iteration 12Q (925.242142 sec): 3 clusters Score: Raw -135252.489268 + Penalty 1636.912862 = -133615.576406 nChanged 38 SP:Iteration 13Q (925.321452 sec): 3 clusters Score: Raw -135271.959136 + Penalty 1636.912862 = -133635.046274 nChanged 36 SP:Iteration 14Q (925.405074 sec): 3 clusters Score: Raw -135290.429997 + Penalty 1636.912862 = -133653.517135 nChanged 33 SP:Iteration 15Q (925.481740 sec): 3 clusters Score: Raw -135306.759839 + Penalty 1636.912862 = -133669.846977 nChanged 39 SP:Iteration 16Q (925.586700 sec): 3 clusters Score: Raw -135325.046462 + Penalty 1636.912862 = -133688.133600 nChanged 33 SP:Iteration 17Q (925.655344 sec): 3 clusters Score: Raw -135342.820780 + Penalty 1636.912862 = -133705.907918 nChanged 28 SP:Iteration 18Q (925.729407 sec): 3 clusters Score: Raw -135358.116797 + Penalty 1636.912862 = -133721.203935 nChanged 26 SP:Iteration 19Q (925.826293 sec): 3 clusters Score: Raw -135371.603248 + Penalty 1636.912862 = -133734.690386 nChanged 23 SP:Iteration 20F (925.904911 sec): 3 clusters Score: Raw -135387.295771 + Penalty 1636.912862 = -133750.382909 nChanged 28 SP:Iteration 21Q (925.964187 sec): 3 clusters Score: Raw -135405.935836 + Penalty 1636.912862 = -133769.022974 nChanged 26 SP:Iteration 22Q (926.041827 sec): 3 clusters Score: Raw -135422.011490 + Penalty 1636.912862 = -133785.098629 nChanged 21 SP:Iteration 23Q (926.126407 sec): 3 clusters Score: Raw -135430.728004 + Penalty 1636.912862 = -133793.815142 nChanged 20 SP:Iteration 24Q (926.222812 sec): 3 clusters Score: Raw -135439.834753 + Penalty 1636.912862 = -133802.921891 nChanged 27 SP:Iteration 25Q (926.291434 sec): 3 clusters Score: Raw -135454.093021 + Penalty 1636.912862 = -133817.180159 nChanged 16 SP:Iteration 26Q (926.351953 sec): 3 clusters Score: Raw -135462.069800 + Penalty 1636.912862 = -133825.156938 nChanged 16 SP:Iteration 27Q (926.442576 sec): 3 clusters Score: Raw -135469.226092 + Penalty 1636.912862 = -133832.313230 nChanged 15 SP:Iteration 28Q (926.521591 sec): 3 clusters Score: Raw -135475.301484 + Penalty 1636.912862 = -133838.388622 nChanged 9 SP:Iteration 29Q (926.585995 sec): 3 clusters Score: Raw -135480.999065 + Penalty 1636.912862 = -133844.086203 nChanged 15 SP:Iteration 30Q (926.681572 sec): 3 clusters Score: Raw -135489.144471 + Penalty 1636.912862 = -133852.231609 nChanged 17 SP:Iteration 31Q (926.742874 sec): 3 clusters Score: Raw -135497.349994 + Penalty 1636.912862 = -133860.437132 nChanged 15 SP:Iteration 32Q (926.834283 sec): 3 clusters Score: Raw -135502.579053 + Penalty 1636.912862 = -133865.666192 nChanged 8 SP:Iteration 33Q (926.914788 sec): 3 clusters Score: Raw -135506.670613 + Penalty 1636.912862 = -133869.757751 nChanged 9 SP:Iteration 34Q (926.990199 sec): 3 clusters Score: Raw -135512.515711 + Penalty 1636.912862 = -133875.602849 nChanged 9 SP:Iteration 35Q (927.073424 sec): 3 clusters Score: Raw -135517.898842 + Penalty 1636.912862 = -133880.985980 nChanged 15 SP:Iteration 36Q (927.140486 sec): 3 clusters Score: Raw -135524.653791 + Penalty 1636.912862 = -133887.740929 nChanged 9 SP:Iteration 37Q (927.233666 sec): 3 clusters Score: Raw -135528.735998 + Penalty 1636.912862 = -133891.823136 nChanged 8 SP:Iteration 38Q (927.318970 sec): 3 clusters Score: Raw -135530.783821 + Penalty 1636.912862 = -133893.870959 nChanged 4 SP:Iteration 39Q (927.405287 sec): 3 clusters Score: Raw -135532.056276 + Penalty 1636.912862 = -133895.143414 nChanged 2 SP:Iteration 40F (927.495189 sec): 3 clusters Score: Raw -135532.590343 + Penalty 1636.912862 = -133895.677481 nChanged 1 SP:Iteration 41Q (927.554193 sec): 3 clusters Score: Raw -135533.024817 + Penalty 1636.912862 = -133896.111956 nChanged 2 SP:Iteration 42Q (927.646802 sec): 3 clusters Score: Raw -135533.992574 + Penalty 1636.912862 = -133897.079712 nChanged 4 SP:Iteration 43Q (927.712052 sec): 3 clusters Score: Raw -135535.780546 + Penalty 1636.912862 = -133898.867685 nChanged 6 SP:Iteration 44Q (927.782960 sec): 3 clusters Score: Raw -135538.543408 + Penalty 1636.912862 = -133901.630546 nChanged 9 SP:Iteration 45Q (927.852149 sec): 3 clusters Score: Raw -135541.697096 + Penalty 1636.912862 = -133904.784234 nChanged 6 SP:Iteration 46Q (927.930238 sec): 3 clusters Score: Raw -135544.686754 + Penalty 1636.912862 = -133907.773892 nChanged 8 SP:Iteration 47Q (928.016981 sec): 3 clusters Score: Raw -135550.530559 + Penalty 1636.912862 = -133913.617697 nChanged 7 SP:Iteration 48Q (928.095974 sec): 3 clusters Score: Raw -135554.309010 + Penalty 1636.912862 = -133917.396148 nChanged 5 SP:Iteration 49Q (928.153276 sec): 3 clusters Score: Raw -135558.094765 + Penalty 1636.912862 = -133921.181903 nChanged 5 SP:Iteration 50Q (928.218615 sec): 3 clusters Score: Raw -135559.816794 + Penalty 1636.912862 = -133922.903932 nChanged 2 SP:Iteration 51Q (928.289986 sec): 3 clusters Score: Raw -135560.420609 + Penalty 1636.912862 = -133923.507747 nChanged 4 SP:Iteration 52Q (928.382926 sec): 3 clusters Score: Raw -135562.000321 + Penalty 1636.912862 = -133925.087459 nChanged 2 SP:Iteration 53Q (928.455312 sec): 3 clusters Score: Raw -135563.519174 + Penalty 1636.912862 = -133926.606312 nChanged 4 SP:Iteration 54Q (928.537265 sec): 3 clusters Score: Raw -135564.652685 + Penalty 1636.912862 = -133927.739823 nChanged 1 SP:Iteration 55Q (928.613524 sec): 3 clusters Score: Raw -135565.009260 + Penalty 1636.912862 = -133928.096398 nChanged 2 SP:Iteration 56Q (928.691821 sec): 3 clusters Score: Raw -135565.626038 + Penalty 1636.912862 = -133928.713176 nChanged 2 SP:Iteration 57Q (928.751386 sec): 3 clusters Score: Raw -135566.159590 + Penalty 1636.912862 = -133929.246728 nChanged 2 SP:Iteration 58Q (928.813356 sec): 3 clusters Score: Raw -135566.779506 + Penalty 1636.912862 = -133929.866644 nChanged 3 SP:Iteration 59Q (928.906000 sec): 3 clusters Score: Raw -135568.129759 + Penalty 1636.912862 = -133931.216897 nChanged 2 SP:Iteration 60F (928.973283 sec): 3 clusters Score: Raw -135568.616552 + Penalty 1636.912862 = -133931.703690 nChanged 0 Trying to split cluster 5 (2175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (929.031902 sec): 2 clusters Score: Raw -104512.831191 + Penalty 806.902314 = -103705.928877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (929.094474 sec): 3 clusters Score: Raw -103500.328293 + Penalty 1613.804628 = -101886.523665 nChanged 866 SP:Iteration 1F (929.177917 sec): 3 clusters Score: Raw -104221.115860 + Penalty 1613.804628 = -102607.311232 nChanged 245 SP:Iteration 2F (929.251766 sec): 3 clusters Score: Raw -104519.235297 + Penalty 1613.804628 = -102905.430668 nChanged 195 SP:Iteration 3F (929.334407 sec): 3 clusters Score: Raw -104689.856004 + Penalty 1613.804628 = -103076.051376 nChanged 119 SP:Iteration 4F (929.398567 sec): 3 clusters Score: Raw -104781.641807 + Penalty 1613.804628 = -103167.837178 nChanged 79 SP:Iteration 5Q (929.511553 sec): 3 clusters Score: Raw -104831.726148 + Penalty 1613.804628 = -103217.921520 nChanged 45 SP:Iteration 6Q (929.589465 sec): 3 clusters Score: Raw -104855.959890 + Penalty 1613.804628 = -103242.155262 nChanged 32 SP:Iteration 7Q (929.655004 sec): 3 clusters Score: Raw -104873.085162 + Penalty 1613.804628 = -103259.280534 nChanged 20 SP:Iteration 8Q (929.726500 sec): 3 clusters Score: Raw -104885.572854 + Penalty 1613.804628 = -103271.768226 nChanged 20 SP:Iteration 9Q (929.802796 sec): 3 clusters Score: Raw -104895.102016 + Penalty 1613.804628 = -103281.297388 nChanged 19 SP:Iteration 10Q (929.871306 sec): 3 clusters Score: Raw -104902.515436 + Penalty 1613.804628 = -103288.710808 nChanged 13 SP:Iteration 11Q (929.959769 sec): 3 clusters Score: Raw -104910.914714 + Penalty 1613.804628 = -103297.110086 nChanged 14 SP:Iteration 12Q (930.034495 sec): 3 clusters Score: Raw -104918.635063 + Penalty 1613.804628 = -103304.830435 nChanged 9 SP:Iteration 13Q (930.103320 sec): 3 clusters Score: Raw -104923.739471 + Penalty 1613.804628 = -103309.934843 nChanged 7 SP:Iteration 14Q (930.173350 sec): 3 clusters Score: Raw -104927.025920 + Penalty 1613.804628 = -103313.221291 nChanged 4 SP:Iteration 15Q (930.251139 sec): 3 clusters Score: Raw -104928.931205 + Penalty 1613.804628 = -103315.126577 nChanged 6 SP:Iteration 16Q (930.341336 sec): 3 clusters Score: Raw -104930.878203 + Penalty 1613.804628 = -103317.073575 nChanged 6 SP:Iteration 17Q (930.417832 sec): 3 clusters Score: Raw -104932.125144 + Penalty 1613.804628 = -103318.320516 nChanged 1 SP:Iteration 18Q (930.478184 sec): 3 clusters Score: Raw -104932.554943 + Penalty 1613.804628 = -103318.750314 nChanged 2 SP:Iteration 19Q (930.557920 sec): 3 clusters Score: Raw -104933.118495 + Penalty 1613.804628 = -103319.313867 nChanged 2 SP:Iteration 20F (930.632729 sec): 3 clusters Score: Raw -104933.750123 + Penalty 1613.804628 = -103319.945495 nChanged 1 SP:Iteration 21Q (930.709042 sec): 3 clusters Score: Raw -104933.892791 + Penalty 1613.804628 = -103320.088163 nChanged 0 SP:Iteration 22F (930.804680 sec): 3 clusters Score: Raw -104933.892791 + Penalty 1613.804628 = -103320.088163 nChanged 0 Trying to split cluster 6 (3725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (930.854958 sec): 2 clusters Score: Raw -198462.337172 + Penalty 863.396324 = -197598.940849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (930.918629 sec): 3 clusters Score: Raw -196466.678181 + Penalty 1726.792647 = -194739.885534 nChanged 1566 SP:Iteration 1F (931.006834 sec): 3 clusters Score: Raw -197381.720837 + Penalty 1726.792647 = -195654.928190 nChanged 307 SP:Iteration 2F (931.103522 sec): 3 clusters Score: Raw -197592.251176 + Penalty 1726.792647 = -195865.458529 nChanged 253 SP:Iteration 3F (931.175724 sec): 3 clusters Score: Raw -197769.364076 + Penalty 1726.792647 = -196042.571429 nChanged 226 SP:Iteration 4F (931.245577 sec): 3 clusters Score: Raw -197932.865607 + Penalty 1726.792647 = -196206.072959 nChanged 202 SP:Iteration 5F (931.325349 sec): 3 clusters Score: Raw -198081.999385 + Penalty 1726.792647 = -196355.206738 nChanged 170 SP:Iteration 6Q (931.389525 sec): 3 clusters Score: Raw -198214.198840 + Penalty 1726.792647 = -196487.406193 nChanged 172 SP:Iteration 7Q (931.462909 sec): 3 clusters Score: Raw -198318.410844 + Penalty 1726.792647 = -196591.618197 nChanged 101 SP:Iteration 8Q (931.553258 sec): 3 clusters Score: Raw -198362.760579 + Penalty 1726.792647 = -196635.967932 nChanged 79 SP:Iteration 9Q (931.621852 sec): 3 clusters Score: Raw -198401.654450 + Penalty 1726.792647 = -196674.861803 nChanged 70 SP:Iteration 10Q (931.710003 sec): 3 clusters Score: Raw -198433.390615 + Penalty 1726.792647 = -196706.597967 nChanged 56 SP:Iteration 11Q (931.796070 sec): 3 clusters Score: Raw -198453.972284 + Penalty 1726.792647 = -196727.179636 nChanged 46 SP:Iteration 12Q (931.882142 sec): 3 clusters Score: Raw -198470.474191 + Penalty 1726.792647 = -196743.681543 nChanged 39 SP:Iteration 13Q (931.969130 sec): 3 clusters Score: Raw -198483.694298 + Penalty 1726.792647 = -196756.901651 nChanged 30 SP:Iteration 14Q (932.056541 sec): 3 clusters Score: Raw -198492.272567 + Penalty 1726.792647 = -196765.479920 nChanged 26 SP:Iteration 15Q (932.147190 sec): 3 clusters Score: Raw -198499.639315 + Penalty 1726.792647 = -196772.846667 nChanged 20 SP:Iteration 16Q (932.243150 sec): 3 clusters Score: Raw -198504.429151 + Penalty 1726.792647 = -196777.636503 nChanged 11 SP:Iteration 17Q (932.353557 sec): 3 clusters Score: Raw -198506.609847 + Penalty 1726.792647 = -196779.817199 nChanged 7 SP:Iteration 18Q (932.451988 sec): 3 clusters Score: Raw -198508.232911 + Penalty 1726.792647 = -196781.440263 nChanged 8 SP:Iteration 19Q (932.548488 sec): 3 clusters Score: Raw -198510.833557 + Penalty 1726.792647 = -196784.040909 nChanged 8 SP:Iteration 20F (932.641540 sec): 3 clusters Score: Raw -198512.958420 + Penalty 1726.792647 = -196786.165772 nChanged 5 SP:Iteration 21Q (932.734215 sec): 3 clusters Score: Raw -198514.050488 + Penalty 1726.792647 = -196787.257841 nChanged 9 SP:Iteration 22Q (932.827701 sec): 3 clusters Score: Raw -198516.622236 + Penalty 1726.792647 = -196789.829588 nChanged 4 SP:Iteration 23Q (932.940892 sec): 3 clusters Score: Raw -198517.721327 + Penalty 1726.792647 = -196790.928680 nChanged 3 SP:Iteration 24Q (933.014427 sec): 3 clusters Score: Raw -198519.050450 + Penalty 1726.792647 = -196792.257802 nChanged 6 SP:Iteration 25Q (933.090000 sec): 3 clusters Score: Raw -198521.036361 + Penalty 1726.792647 = -196794.243714 nChanged 7 SP:Iteration 26Q (933.224859 sec): 3 clusters Score: Raw -198522.045780 + Penalty 1726.792647 = -196795.253132 nChanged 5 SP:Iteration 27Q (933.321669 sec): 3 clusters Score: Raw -198523.636552 + Penalty 1726.792647 = -196796.843905 nChanged 3 SP:Iteration 28Q (933.416363 sec): 3 clusters Score: Raw -198523.838400 + Penalty 1726.792647 = -196797.045753 nChanged 1 SP:Iteration 29Q (933.510322 sec): 3 clusters Score: Raw -198524.189534 + Penalty 1726.792647 = -196797.396887 nChanged 2 SP:Iteration 30Q (933.609423 sec): 3 clusters Score: Raw -198524.743843 + Penalty 1726.792647 = -196797.951196 nChanged 7 SP:Iteration 31Q (933.702306 sec): 3 clusters Score: Raw -198525.857791 + Penalty 1726.792647 = -196799.065144 nChanged 5 SP:Iteration 32Q (933.782656 sec): 3 clusters Score: Raw -198527.149213 + Penalty 1726.792647 = -196800.356565 nChanged 5 SP:Iteration 33Q (933.875030 sec): 3 clusters Score: Raw -198528.740865 + Penalty 1726.792647 = -196801.948217 nChanged 10 SP:Iteration 34Q (933.961244 sec): 3 clusters Score: Raw -198531.826177 + Penalty 1726.792647 = -196805.033529 nChanged 8 SP:Iteration 35Q (934.093560 sec): 3 clusters Score: Raw -198534.501772 + Penalty 1726.792647 = -196807.709125 nChanged 12 SP:Iteration 36Q (934.212221 sec): 3 clusters Score: Raw -198537.284521 + Penalty 1726.792647 = -196810.491873 nChanged 8 SP:Iteration 37Q (934.305195 sec): 3 clusters Score: Raw -198539.092482 + Penalty 1726.792647 = -196812.299834 nChanged 6 SP:Iteration 38Q (934.421212 sec): 3 clusters Score: Raw -198540.792317 + Penalty 1726.792647 = -196813.999669 nChanged 11 SP:Iteration 39Q (934.511971 sec): 3 clusters Score: Raw -198543.291337 + Penalty 1726.792647 = -196816.498690 nChanged 5 SP:Iteration 40F (934.643121 sec): 3 clusters Score: Raw -198544.361755 + Penalty 1726.792647 = -196817.569108 nChanged 5 SP:Iteration 41Q (934.737056 sec): 3 clusters Score: Raw -198545.575604 + Penalty 1726.792647 = -196818.782956 nChanged 2 SP:Iteration 42Q (934.830475 sec): 3 clusters Score: Raw -198545.832086 + Penalty 1726.792647 = -196819.039438 nChanged 2 SP:Iteration 43Q (934.913322 sec): 3 clusters Score: Raw -198546.169573 + Penalty 1726.792647 = -196819.376926 nChanged 3 SP:Iteration 44Q (935.006218 sec): 3 clusters Score: Raw -198546.691508 + Penalty 1726.792647 = -196819.898861 nChanged 4 SP:Iteration 45Q (935.091938 sec): 3 clusters Score: Raw -198547.767188 + Penalty 1726.792647 = -196820.974541 nChanged 8 SP:Iteration 46Q (935.185395 sec): 3 clusters Score: Raw -198548.759413 + Penalty 1726.792647 = -196821.966766 nChanged 6 SP:Iteration 47Q (935.278476 sec): 3 clusters Score: Raw -198549.476260 + Penalty 1726.792647 = -196822.683613 nChanged 5 SP:Iteration 48Q (935.371607 sec): 3 clusters Score: Raw -198550.157719 + Penalty 1726.792647 = -196823.365072 nChanged 4 SP:Iteration 49Q (935.464643 sec): 3 clusters Score: Raw -198551.539145 + Penalty 1726.792647 = -196824.746498 nChanged 4 SP:Iteration 50Q (935.556820 sec): 3 clusters Score: Raw -198552.294314 + Penalty 1726.792647 = -196825.501667 nChanged 3 SP:Iteration 51Q (935.649527 sec): 3 clusters Score: Raw -198552.905015 + Penalty 1726.792647 = -196826.112367 nChanged 5 SP:Iteration 52Q (935.743371 sec): 3 clusters Score: Raw -198553.986058 + Penalty 1726.792647 = -196827.193411 nChanged 5 SP:Iteration 53Q (935.825556 sec): 3 clusters Score: Raw -198554.899088 + Penalty 1726.792647 = -196828.106440 nChanged 2 SP:Iteration 54Q (935.922385 sec): 3 clusters Score: Raw -198555.188544 + Penalty 1726.792647 = -196828.395897 nChanged 2 SP:Iteration 55Q (936.031039 sec): 3 clusters Score: Raw -198555.296815 + Penalty 1726.792647 = -196828.504168 nChanged 0 SP:Iteration 56F (936.108735 sec): 3 clusters Score: Raw -198555.296815 + Penalty 1726.792647 = -196828.504168 nChanged 0 Trying to split cluster 7 (1749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (936.165697 sec): 2 clusters Score: Raw -74125.736667 + Penalty 784.013945 = -73341.722722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (936.256909 sec): 3 clusters Score: Raw -73348.215000 + Penalty 1568.027890 = -71780.187111 nChanged 667 SP:Iteration 1F (936.347148 sec): 3 clusters Score: Raw -73942.481260 + Penalty 1568.027890 = -72374.453370 nChanged 187 SP:Iteration 2F (936.443320 sec): 3 clusters Score: Raw -74198.155276 + Penalty 1568.027890 = -72630.127386 nChanged 125 SP:Iteration 3F (936.529752 sec): 3 clusters Score: Raw -74426.435358 + Penalty 1568.027890 = -72858.407468 nChanged 143 SP:Iteration 4F (936.613548 sec): 3 clusters Score: Raw -74631.556514 + Penalty 1568.027890 = -73063.528624 nChanged 83 SP:Iteration 5Q (936.697003 sec): 3 clusters Score: Raw -74716.389215 + Penalty 1568.027890 = -73148.361325 nChanged 52 SP:Iteration 6Q (936.780263 sec): 3 clusters Score: Raw -74760.913923 + Penalty 1568.027890 = -73192.886033 nChanged 39 SP:Iteration 7Q (936.863520 sec): 3 clusters Score: Raw -74786.971613 + Penalty 1568.027890 = -73218.943724 nChanged 21 SP:Iteration 8Q (936.952350 sec): 3 clusters Score: Raw -74802.553138 + Penalty 1568.027890 = -73234.525248 nChanged 18 SP:Iteration 9Q (937.058004 sec): 3 clusters Score: Raw -74810.571953 + Penalty 1568.027890 = -73242.544063 nChanged 10 SP:Iteration 10Q (937.134796 sec): 3 clusters Score: Raw -74815.058363 + Penalty 1568.027890 = -73247.030473 nChanged 10 SP:Iteration 11Q (937.199058 sec): 3 clusters Score: Raw -74818.630343 + Penalty 1568.027890 = -73250.602454 nChanged 7 SP:Iteration 12Q (937.276178 sec): 3 clusters Score: Raw -74821.499587 + Penalty 1568.027890 = -73253.471698 nChanged 9 SP:Iteration 13Q (937.353375 sec): 3 clusters Score: Raw -74824.775617 + Penalty 1568.027890 = -73256.747728 nChanged 7 SP:Iteration 14Q (937.430662 sec): 3 clusters Score: Raw -74827.250060 + Penalty 1568.027890 = -73259.222170 nChanged 7 SP:Iteration 15Q (937.506369 sec): 3 clusters Score: Raw -74829.885510 + Penalty 1568.027890 = -73261.857621 nChanged 8 SP:Iteration 16Q (937.589946 sec): 3 clusters Score: Raw -74832.723675 + Penalty 1568.027890 = -73264.695785 nChanged 4 SP:Iteration 17Q (937.665299 sec): 3 clusters Score: Raw -74833.831812 + Penalty 1568.027890 = -73265.803922 nChanged 3 SP:Iteration 18Q (937.769050 sec): 3 clusters Score: Raw -74834.548668 + Penalty 1568.027890 = -73266.520778 nChanged 2 SP:Iteration 19Q (937.859072 sec): 3 clusters Score: Raw -74835.099661 + Penalty 1568.027890 = -73267.071771 nChanged 2 SP:Iteration 20F (937.942126 sec): 3 clusters Score: Raw -74835.905068 + Penalty 1568.027890 = -73267.877179 nChanged 1 SP:Iteration 21Q (938.025910 sec): 3 clusters Score: Raw -74836.022499 + Penalty 1568.027890 = -73267.994609 nChanged 0 SP:Iteration 22F (938.109379 sec): 3 clusters Score: Raw -74836.022499 + Penalty 1568.027890 = -73267.994609 nChanged 0 Trying to split cluster 8 (13534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (938.210784 sec): 2 clusters Score: Raw -759764.036113 + Penalty 998.860833 = -758765.175279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (938.310986 sec): 3 clusters Score: Raw -751545.864210 + Penalty 1997.721667 = -749548.142544 nChanged 6232 SP:Iteration 1F (938.425753 sec): 3 clusters Score: Raw -755397.068270 + Penalty 1997.721667 = -753399.346603 nChanged 975 SP:Iteration 2F (938.521883 sec): 3 clusters Score: Raw -756048.963111 + Penalty 1997.721667 = -754051.241444 nChanged 962 SP:Iteration 3F (938.625867 sec): 3 clusters Score: Raw -756753.675786 + Penalty 1997.721667 = -754755.954119 nChanged 949 SP:Iteration 4F (938.706219 sec): 3 clusters Score: Raw -757437.818477 + Penalty 1997.721667 = -755440.096810 nChanged 827 SP:Iteration 5F (938.796360 sec): 3 clusters Score: Raw -757963.051272 + Penalty 1997.721667 = -755965.329606 nChanged 621 SP:Iteration 6Q (938.901009 sec): 3 clusters Score: Raw -758321.912119 + Penalty 1997.721667 = -756324.190452 nChanged 492 SP:Iteration 7Q (938.987740 sec): 3 clusters Score: Raw -758564.225584 + Penalty 1997.721667 = -756566.503918 nChanged 392 SP:Iteration 8Q (939.101165 sec): 3 clusters Score: Raw -758768.155552 + Penalty 1997.721667 = -756770.433885 nChanged 349 SP:Iteration 9Q (939.193900 sec): 3 clusters Score: Raw -758988.351870 + Penalty 1997.721667 = -756990.630203 nChanged 360 SP:Iteration 10Q (939.305630 sec): 3 clusters Score: Raw -759263.058933 + Penalty 1997.721667 = -757265.337266 nChanged 406 SP:Iteration 11Q (939.383840 sec): 3 clusters Score: Raw -759578.375381 + Penalty 1997.721667 = -757580.653714 nChanged 380 SP:Iteration 12Q (939.483049 sec): 3 clusters Score: Raw -759851.818365 + Penalty 1997.721667 = -757854.096698 nChanged 346 SP:Iteration 13Q (939.602875 sec): 3 clusters Score: Raw -760077.968690 + Penalty 1997.721667 = -758080.247023 nChanged 288 SP:Iteration 14Q (939.690132 sec): 3 clusters Score: Raw -760229.421996 + Penalty 1997.721667 = -758231.700330 nChanged 206 SP:Iteration 15Q (939.798083 sec): 3 clusters Score: Raw -760319.144194 + Penalty 1997.721667 = -758321.422528 nChanged 176 SP:Iteration 16Q (939.876157 sec): 3 clusters Score: Raw -760394.732533 + Penalty 1997.721667 = -758397.010866 nChanged 171 SP:Iteration 17Q (939.964144 sec): 3 clusters Score: Raw -760490.051933 + Penalty 1997.721667 = -758492.330267 nChanged 186 SP:Iteration 18Q (940.068586 sec): 3 clusters Score: Raw -760568.918671 + Penalty 1997.721667 = -758571.197005 nChanged 150 SP:Iteration 19Q (940.159764 sec): 3 clusters Score: Raw -760610.866754 + Penalty 1997.721667 = -758613.145088 nChanged 127 SP:Iteration 20F (940.260188 sec): 3 clusters Score: Raw -760647.307859 + Penalty 1997.721667 = -758649.586193 nChanged 100 SP:Iteration 21Q (940.349920 sec): 3 clusters Score: Raw -760671.118058 + Penalty 1997.721667 = -758673.396391 nChanged 87 SP:Iteration 22Q (940.435250 sec): 3 clusters Score: Raw -760690.713131 + Penalty 1997.721667 = -758692.991464 nChanged 74 SP:Iteration 23Q (940.538665 sec): 3 clusters Score: Raw -760706.258918 + Penalty 1997.721667 = -758708.537251 nChanged 68 SP:Iteration 24Q (940.631450 sec): 3 clusters Score: Raw -760720.494885 + Penalty 1997.721667 = -758722.773218 nChanged 75 SP:Iteration 25Q (940.716358 sec): 3 clusters Score: Raw -760737.185885 + Penalty 1997.721667 = -758739.464219 nChanged 82 SP:Iteration 26Q (940.822761 sec): 3 clusters Score: Raw -760756.288799 + Penalty 1997.721667 = -758758.567133 nChanged 73 SP:Iteration 27Q (940.906722 sec): 3 clusters Score: Raw -760770.964226 + Penalty 1997.721667 = -758773.242560 nChanged 60 SP:Iteration 28Q (941.014954 sec): 3 clusters Score: Raw -760781.675459 + Penalty 1997.721667 = -758783.953793 nChanged 58 SP:Iteration 29Q (941.103141 sec): 3 clusters Score: Raw -760793.576696 + Penalty 1997.721667 = -758795.855030 nChanged 72 SP:Iteration 30Q (941.191430 sec): 3 clusters Score: Raw -760810.599526 + Penalty 1997.721667 = -758812.877859 nChanged 72 SP:Iteration 31Q (941.278133 sec): 3 clusters Score: Raw -760824.413858 + Penalty 1997.721667 = -758826.692192 nChanged 60 SP:Iteration 32Q (941.386786 sec): 3 clusters Score: Raw -760834.711732 + Penalty 1997.721667 = -758836.990065 nChanged 54 SP:Iteration 33Q (941.469339 sec): 3 clusters Score: Raw -760842.731750 + Penalty 1997.721667 = -758845.010084 nChanged 50 SP:Iteration 34Q (941.563354 sec): 3 clusters Score: Raw -760852.364260 + Penalty 1997.721667 = -758854.642594 nChanged 50 SP:Iteration 35Q (941.653236 sec): 3 clusters Score: Raw -760861.690955 + Penalty 1997.721667 = -758863.969289 nChanged 55 SP:Iteration 36Q (941.748009 sec): 3 clusters Score: Raw -760872.020060 + Penalty 1997.721667 = -758874.298394 nChanged 41 SP:Iteration 37Q (941.850397 sec): 3 clusters Score: Raw -760878.175088 + Penalty 1997.721667 = -758880.453422 nChanged 31 SP:Iteration 38Q (941.957823 sec): 3 clusters Score: Raw -760883.328084 + Penalty 1997.721667 = -758885.606418 nChanged 40 SP:Iteration 39Q (942.040432 sec): 3 clusters Score: Raw -760890.999576 + Penalty 1997.721667 = -758893.277909 nChanged 40 SP:Iteration 40F (942.165665 sec): 3 clusters Score: Raw -760898.566075 + Penalty 1997.721667 = -758900.844409 nChanged 40 SP:Iteration 41Q (942.246973 sec): 3 clusters Score: Raw -760905.224628 + Penalty 1997.721667 = -758907.502961 nChanged 34 SP:Iteration 42Q (942.330576 sec): 3 clusters Score: Raw -760909.636077 + Penalty 1997.721667 = -758911.914411 nChanged 27 SP:Iteration 43Q (942.418535 sec): 3 clusters Score: Raw -760912.398674 + Penalty 1997.721667 = -758914.677008 nChanged 21 SP:Iteration 44Q (942.506186 sec): 3 clusters Score: Raw -760914.348142 + Penalty 1997.721667 = -758916.626475 nChanged 16 SP:Iteration 45Q (942.597234 sec): 3 clusters Score: Raw -760915.455743 + Penalty 1997.721667 = -758917.734077 nChanged 6 SP:Iteration 46Q (942.692164 sec): 3 clusters Score: Raw -760915.739142 + Penalty 1997.721667 = -758918.017476 nChanged 1 SP:Iteration 47Q (942.801467 sec): 3 clusters Score: Raw -760915.780045 + Penalty 1997.721667 = -758918.058378 nChanged 2 SP:Iteration 48Q (942.877429 sec): 3 clusters Score: Raw -760915.840745 + Penalty 1997.721667 = -758918.119078 nChanged 3 SP:Iteration 49Q (942.971535 sec): 3 clusters Score: Raw -760916.028582 + Penalty 1997.721667 = -758918.306915 nChanged 4 SP:Iteration 50Q (943.065596 sec): 3 clusters Score: Raw -760916.218541 + Penalty 1997.721667 = -758918.496875 nChanged 2 SP:Iteration 51Q (943.196126 sec): 3 clusters Score: Raw -760916.363057 + Penalty 1997.721667 = -758918.641391 nChanged 2 SP:Iteration 52Q (943.285313 sec): 3 clusters Score: Raw -760916.512489 + Penalty 1997.721667 = -758918.790822 nChanged 4 SP:Iteration 53Q (943.370596 sec): 3 clusters Score: Raw -760916.797495 + Penalty 1997.721667 = -758919.075828 nChanged 3 SP:Iteration 54Q (943.455376 sec): 3 clusters Score: Raw -760916.918791 + Penalty 1997.721667 = -758919.197124 nChanged 1 SP:Iteration 55Q (943.556106 sec): 3 clusters Score: Raw -760916.939168 + Penalty 1997.721667 = -758919.217502 nChanged 0 SP:Iteration 56F (943.671883 sec): 3 clusters Score: Raw -760916.939168 + Penalty 1997.721667 = -758919.217502 nChanged 0 Score: Raw -2003590.493700 + Penalty 14499.243309 = -1989091.250391 Splitting cluster 8 changes total score from -1989051.187074 to -1989091.250391 So it's getting split into cluster 13. Trying to split cluster 9 (1805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (944.490580 sec): 2 clusters Score: Raw -69400.721532 + Penalty 787.323166 = -68613.398366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (944.576027 sec): 3 clusters Score: Raw -68607.951612 + Penalty 1574.646333 = -67033.305279 nChanged 682 SP:Iteration 1F (944.616661 sec): 3 clusters Score: Raw -69138.991735 + Penalty 1574.646333 = -67564.345402 nChanged 171 SP:Iteration 2F (944.634234 sec): 3 clusters Score: Raw -69333.483604 + Penalty 1574.646333 = -67758.837271 nChanged 115 SP:Iteration 3F (944.649066 sec): 3 clusters Score: Raw -69454.012830 + Penalty 1574.646333 = -67879.366497 nChanged 94 SP:Iteration 4F (944.663933 sec): 3 clusters Score: Raw -69554.510345 + Penalty 1574.646333 = -67979.864013 nChanged 67 SP:Iteration 5Q (944.733851 sec): 3 clusters Score: Raw -69627.992706 + Penalty 1574.646333 = -68053.346373 nChanged 61 SP:Iteration 6Q (944.823223 sec): 3 clusters Score: Raw -69671.979786 + Penalty 1574.646333 = -68097.333453 nChanged 47 SP:Iteration 7Q (944.912885 sec): 3 clusters Score: Raw -69705.904154 + Penalty 1574.646333 = -68131.257822 nChanged 42 SP:Iteration 8Q (945.002558 sec): 3 clusters Score: Raw -69738.031501 + Penalty 1574.646333 = -68163.385168 nChanged 40 SP:Iteration 9Q (945.076800 sec): 3 clusters Score: Raw -69791.708479 + Penalty 1574.646333 = -68217.062146 nChanged 50 SP:Iteration 10Q (945.166032 sec): 3 clusters Score: Raw -69852.988174 + Penalty 1574.646333 = -68278.341841 nChanged 66 SP:Iteration 11Q (945.255559 sec): 3 clusters Score: Raw -69915.567605 + Penalty 1574.646333 = -68340.921272 nChanged 53 SP:Iteration 12Q (945.334265 sec): 3 clusters Score: Raw -69978.798682 + Penalty 1574.646333 = -68404.152349 nChanged 44 SP:Iteration 13Q (945.423738 sec): 3 clusters Score: Raw -70024.680727 + Penalty 1574.646333 = -68450.034395 nChanged 37 SP:Iteration 14Q (945.502095 sec): 3 clusters Score: Raw -70048.310098 + Penalty 1574.646333 = -68473.663765 nChanged 27 SP:Iteration 15Q (945.591888 sec): 3 clusters Score: Raw -70069.811016 + Penalty 1574.646333 = -68495.164683 nChanged 29 SP:Iteration 16Q (945.681424 sec): 3 clusters Score: Raw -70088.954178 + Penalty 1574.646333 = -68514.307845 nChanged 19 SP:Iteration 17Q (945.770965 sec): 3 clusters Score: Raw -70095.640607 + Penalty 1574.646333 = -68520.994274 nChanged 13 SP:Iteration 18Q (945.856133 sec): 3 clusters Score: Raw -70103.675952 + Penalty 1574.646333 = -68529.029619 nChanged 14 SP:Iteration 19Q (945.968852 sec): 3 clusters Score: Raw -70112.025716 + Penalty 1574.646333 = -68537.379383 nChanged 12 SP:Iteration 20F (946.087014 sec): 3 clusters Score: Raw -70117.630821 + Penalty 1574.646333 = -68542.984488 nChanged 9 SP:Iteration 21Q (946.187917 sec): 3 clusters Score: Raw -70122.800523 + Penalty 1574.646333 = -68548.154190 nChanged 11 SP:Iteration 22Q (946.272767 sec): 3 clusters Score: Raw -70128.981362 + Penalty 1574.646333 = -68554.335029 nChanged 7 SP:Iteration 23Q (946.356465 sec): 3 clusters Score: Raw -70133.878443 + Penalty 1574.646333 = -68559.232110 nChanged 10 SP:Iteration 24Q (946.440042 sec): 3 clusters Score: Raw -70139.674415 + Penalty 1574.646333 = -68565.028082 nChanged 11 SP:Iteration 25Q (946.526607 sec): 3 clusters Score: Raw -70144.772014 + Penalty 1574.646333 = -68570.125681 nChanged 5 SP:Iteration 26Q (946.608886 sec): 3 clusters Score: Raw -70147.838382 + Penalty 1574.646333 = -68573.192049 nChanged 4 SP:Iteration 27Q (946.698487 sec): 3 clusters Score: Raw -70149.646655 + Penalty 1574.646333 = -68575.000322 nChanged 4 SP:Iteration 28Q (946.776939 sec): 3 clusters Score: Raw -70152.525643 + Penalty 1574.646333 = -68577.879310 nChanged 7 SP:Iteration 29Q (946.866311 sec): 3 clusters Score: Raw -70155.070197 + Penalty 1574.646333 = -68580.423864 nChanged 4 SP:Iteration 30Q (946.952690 sec): 3 clusters Score: Raw -70155.864247 + Penalty 1574.646333 = -68581.217914 nChanged 3 SP:Iteration 31Q (947.042059 sec): 3 clusters Score: Raw -70157.076779 + Penalty 1574.646333 = -68582.430446 nChanged 4 SP:Iteration 32Q (947.131077 sec): 3 clusters Score: Raw -70158.705155 + Penalty 1574.646333 = -68584.058822 nChanged 4 SP:Iteration 33Q (947.220160 sec): 3 clusters Score: Raw -70160.094275 + Penalty 1574.646333 = -68585.447942 nChanged 4 SP:Iteration 34Q (947.306792 sec): 3 clusters Score: Raw -70162.202435 + Penalty 1574.646333 = -68587.556102 nChanged 4 SP:Iteration 35Q (947.395819 sec): 3 clusters Score: Raw -70165.289900 + Penalty 1574.646333 = -68590.643567 nChanged 4 SP:Iteration 36Q (947.484673 sec): 3 clusters Score: Raw -70168.109095 + Penalty 1574.646333 = -68593.462762 nChanged 4 SP:Iteration 37Q (947.573696 sec): 3 clusters Score: Raw -70171.416055 + Penalty 1574.646333 = -68596.769722 nChanged 5 SP:Iteration 38Q (947.662566 sec): 3 clusters Score: Raw -70175.007463 + Penalty 1574.646333 = -68600.361130 nChanged 3 SP:Iteration 39Q (947.752203 sec): 3 clusters Score: Raw -70176.088216 + Penalty 1574.646333 = -68601.441883 nChanged 2 SP:Iteration 40F (947.841305 sec): 3 clusters Score: Raw -70176.550540 + Penalty 1574.646333 = -68601.904208 nChanged 0 Trying to split cluster 10 (2275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (947.904652 sec): 2 clusters Score: Raw -104426.088147 + Penalty 811.622210 = -103614.465937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (947.988233 sec): 3 clusters Score: Raw -103306.436067 + Penalty 1623.244420 = -101683.191648 nChanged 888 SP:Iteration 1F (948.110085 sec): 3 clusters Score: Raw -103836.040957 + Penalty 1623.244420 = -102212.796538 nChanged 201 SP:Iteration 2F (948.201884 sec): 3 clusters Score: Raw -103998.121166 + Penalty 1623.244420 = -102374.876746 nChanged 154 SP:Iteration 3F (948.293216 sec): 3 clusters Score: Raw -104115.350679 + Penalty 1623.244420 = -102492.106260 nChanged 122 SP:Iteration 4F (948.384118 sec): 3 clusters Score: Raw -104198.805934 + Penalty 1623.244420 = -102575.561514 nChanged 91 SP:Iteration 5Q (948.474396 sec): 3 clusters Score: Raw -104261.914581 + Penalty 1623.244420 = -102638.670161 nChanged 91 SP:Iteration 6Q (948.564199 sec): 3 clusters Score: Raw -104327.276086 + Penalty 1623.244420 = -102704.031667 nChanged 91 SP:Iteration 7Q (948.646873 sec): 3 clusters Score: Raw -104403.444641 + Penalty 1623.244420 = -102780.200221 nChanged 80 SP:Iteration 8Q (948.754278 sec): 3 clusters Score: Raw -104482.353753 + Penalty 1623.244420 = -102859.109334 nChanged 91 SP:Iteration 9Q (948.828339 sec): 3 clusters Score: Raw -104568.212847 + Penalty 1623.244420 = -102944.968427 nChanged 82 SP:Iteration 10Q (948.941583 sec): 3 clusters Score: Raw -104634.411810 + Penalty 1623.244420 = -103011.167391 nChanged 58 SP:Iteration 11Q (949.026738 sec): 3 clusters Score: Raw -104668.155157 + Penalty 1623.244420 = -103044.910737 nChanged 47 SP:Iteration 12Q (949.114753 sec): 3 clusters Score: Raw -104705.034259 + Penalty 1623.244420 = -103081.789840 nChanged 52 SP:Iteration 13Q (949.225905 sec): 3 clusters Score: Raw -104744.885824 + Penalty 1623.244420 = -103121.641404 nChanged 37 SP:Iteration 14Q (949.299164 sec): 3 clusters Score: Raw -104779.983983 + Penalty 1623.244420 = -103156.739563 nChanged 47 SP:Iteration 15Q (949.442770 sec): 3 clusters Score: Raw -104834.347440 + Penalty 1623.244420 = -103211.103020 nChanged 65 SP:Iteration 16Q (949.521874 sec): 3 clusters Score: Raw -104945.314594 + Penalty 1623.244420 = -103322.070174 nChanged 62 SP:Iteration 17Q (949.599868 sec): 3 clusters Score: Raw -105061.364399 + Penalty 1623.244420 = -103438.119979 nChanged 62 SP:Iteration 18Q (949.676997 sec): 3 clusters Score: Raw -105162.970522 + Penalty 1623.244420 = -103539.726103 nChanged 41 SP:Iteration 19Q (949.755433 sec): 3 clusters Score: Raw -105223.926119 + Penalty 1623.244420 = -103600.681699 nChanged 34 SP:Iteration 20F (949.834354 sec): 3 clusters Score: Raw -105257.503193 + Penalty 1623.244420 = -103634.258774 nChanged 30 SP:Iteration 21Q (949.911979 sec): 3 clusters Score: Raw -105281.175023 + Penalty 1623.244420 = -103657.930603 nChanged 14 SP:Iteration 22Q (949.989081 sec): 3 clusters Score: Raw -105290.068350 + Penalty 1623.244420 = -103666.823930 nChanged 9 SP:Iteration 23Q (950.067313 sec): 3 clusters Score: Raw -105296.586690 + Penalty 1623.244420 = -103673.342271 nChanged 11 SP:Iteration 24Q (950.145565 sec): 3 clusters Score: Raw -105304.982892 + Penalty 1623.244420 = -103681.738472 nChanged 11 SP:Iteration 25Q (950.223093 sec): 3 clusters Score: Raw -105314.013352 + Penalty 1623.244420 = -103690.768932 nChanged 8 SP:Iteration 26Q (950.309409 sec): 3 clusters Score: Raw -105319.367607 + Penalty 1623.244420 = -103696.123188 nChanged 9 SP:Iteration 27Q (950.427793 sec): 3 clusters Score: Raw -105324.628385 + Penalty 1623.244420 = -103701.383965 nChanged 7 SP:Iteration 28Q (950.521364 sec): 3 clusters Score: Raw -105329.721425 + Penalty 1623.244420 = -103706.477005 nChanged 6 SP:Iteration 29Q (950.607166 sec): 3 clusters Score: Raw -105331.926241 + Penalty 1623.244420 = -103708.681821 nChanged 6 SP:Iteration 30Q (950.695272 sec): 3 clusters Score: Raw -105335.823553 + Penalty 1623.244420 = -103712.579133 nChanged 10 SP:Iteration 31Q (950.799953 sec): 3 clusters Score: Raw -105341.710841 + Penalty 1623.244420 = -103718.466421 nChanged 7 SP:Iteration 32Q (950.887448 sec): 3 clusters Score: Raw -105346.511275 + Penalty 1623.244420 = -103723.266856 nChanged 7 SP:Iteration 33Q (950.971538 sec): 3 clusters Score: Raw -105350.284492 + Penalty 1623.244420 = -103727.040072 nChanged 7 SP:Iteration 34Q (951.074086 sec): 3 clusters Score: Raw -105353.736538 + Penalty 1623.244420 = -103730.492119 nChanged 5 SP:Iteration 35Q (951.139512 sec): 3 clusters Score: Raw -105355.280585 + Penalty 1623.244420 = -103732.036165 nChanged 2 SP:Iteration 36Q (951.208564 sec): 3 clusters Score: Raw -105356.343191 + Penalty 1623.244420 = -103733.098771 nChanged 3 SP:Iteration 37Q (951.281758 sec): 3 clusters Score: Raw -105358.121230 + Penalty 1623.244420 = -103734.876810 nChanged 1 SP:Iteration 38Q (951.350711 sec): 3 clusters Score: Raw -105358.510223 + Penalty 1623.244420 = -103735.265803 nChanged 1 SP:Iteration 39Q (951.408279 sec): 3 clusters Score: Raw -105358.631416 + Penalty 1623.244420 = -103735.386996 nChanged 0 SP:Iteration 40F (951.484745 sec): 3 clusters Score: Raw -105358.674182 + Penalty 1623.244420 = -103735.429762 nChanged 2 SP:Iteration 41Q (951.559285 sec): 3 clusters Score: Raw -105359.918608 + Penalty 1623.244420 = -103736.674188 nChanged 4 SP:Iteration 42Q (951.658770 sec): 3 clusters Score: Raw -105362.949001 + Penalty 1623.244420 = -103739.704582 nChanged 8 SP:Iteration 43Q (951.727662 sec): 3 clusters Score: Raw -105369.921250 + Penalty 1623.244420 = -103746.676831 nChanged 10 SP:Iteration 44Q (951.782337 sec): 3 clusters Score: Raw -105378.087718 + Penalty 1623.244420 = -103754.843299 nChanged 12 SP:Iteration 45Q (951.858927 sec): 3 clusters Score: Raw -105390.148262 + Penalty 1623.244420 = -103766.903843 nChanged 11 SP:Iteration 46Q (951.929893 sec): 3 clusters Score: Raw -105399.115897 + Penalty 1623.244420 = -103775.871477 nChanged 13 SP:Iteration 47Q (952.008014 sec): 3 clusters Score: Raw -105408.939069 + Penalty 1623.244420 = -103785.694650 nChanged 10 SP:Iteration 48Q (952.084682 sec): 3 clusters Score: Raw -105416.795855 + Penalty 1623.244420 = -103793.551436 nChanged 8 SP:Iteration 49Q (952.145914 sec): 3 clusters Score: Raw -105421.770200 + Penalty 1623.244420 = -103798.525781 nChanged 8 SP:Iteration 50Q (952.226082 sec): 3 clusters Score: Raw -105425.304251 + Penalty 1623.244420 = -103802.059831 nChanged 2 SP:Iteration 51Q (952.309095 sec): 3 clusters Score: Raw -105425.747741 + Penalty 1623.244420 = -103802.503321 nChanged 0 SP:Iteration 52F (952.377533 sec): 3 clusters Score: Raw -105425.747741 + Penalty 1623.244420 = -103802.503321 nChanged 0 Score: Raw -2004590.153295 + Penalty 15614.569717 = -1988975.583577 Splitting cluster 10 changes total score from -1989051.187074 to -1988975.583577 So it's not getting split. Trying to split cluster 11 (2047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (953.323016 sec): 2 clusters Score: Raw -101467.525727 + Penalty 800.533711 = -100666.992015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (953.396529 sec): 3 clusters Score: Raw -100495.986670 + Penalty 1601.067423 = -98894.919247 nChanged 802 SP:Iteration 1F (953.453400 sec): 3 clusters Score: Raw -101064.560279 + Penalty 1601.067423 = -99463.492856 nChanged 165 SP:Iteration 2F (953.534361 sec): 3 clusters Score: Raw -101207.204937 + Penalty 1601.067423 = -99606.137514 nChanged 123 SP:Iteration 3F (953.604681 sec): 3 clusters Score: Raw -101300.150838 + Penalty 1601.067423 = -99699.083415 nChanged 94 SP:Iteration 4Q (953.683858 sec): 3 clusters Score: Raw -101380.944452 + Penalty 1601.067423 = -99779.877029 nChanged 90 SP:Iteration 5Q (953.754951 sec): 3 clusters Score: Raw -101452.637452 + Penalty 1601.067423 = -99851.570029 nChanged 63 SP:Iteration 6Q (953.841689 sec): 3 clusters Score: Raw -101490.434951 + Penalty 1601.067423 = -99889.367528 nChanged 43 SP:Iteration 7Q (953.921209 sec): 3 clusters Score: Raw -101514.969385 + Penalty 1601.067423 = -99913.901962 nChanged 36 SP:Iteration 8Q (953.999029 sec): 3 clusters Score: Raw -101537.943776 + Penalty 1601.067423 = -99936.876353 nChanged 30 SP:Iteration 9Q (954.078476 sec): 3 clusters Score: Raw -101555.369809 + Penalty 1601.067423 = -99954.302386 nChanged 33 SP:Iteration 10Q (954.138191 sec): 3 clusters Score: Raw -101575.317058 + Penalty 1601.067423 = -99974.249635 nChanged 34 SP:Iteration 11Q (954.208588 sec): 3 clusters Score: Raw -101591.468035 + Penalty 1601.067423 = -99990.400612 nChanged 24 SP:Iteration 12Q (954.295861 sec): 3 clusters Score: Raw -101600.252178 + Penalty 1601.067423 = -99999.184755 nChanged 16 SP:Iteration 13Q (954.377263 sec): 3 clusters Score: Raw -101609.525565 + Penalty 1601.067423 = -100008.458142 nChanged 27 SP:Iteration 14Q (954.443761 sec): 3 clusters Score: Raw -101625.872805 + Penalty 1601.067423 = -100024.805382 nChanged 21 SP:Iteration 15Q (954.504233 sec): 3 clusters Score: Raw -101635.777480 + Penalty 1601.067423 = -100034.710057 nChanged 22 SP:Iteration 16Q (954.586533 sec): 3 clusters Score: Raw -101644.458227 + Penalty 1601.067423 = -100043.390804 nChanged 12 SP:Iteration 17Q (954.668616 sec): 3 clusters Score: Raw -101651.154926 + Penalty 1601.067423 = -100050.087503 nChanged 15 SP:Iteration 18Q (954.732797 sec): 3 clusters Score: Raw -101659.579666 + Penalty 1601.067423 = -100058.512243 nChanged 17 SP:Iteration 19Q (954.829803 sec): 3 clusters Score: Raw -101667.230117 + Penalty 1601.067423 = -100066.162694 nChanged 13 SP:Iteration 20F (954.888608 sec): 3 clusters Score: Raw -101672.353624 + Penalty 1601.067423 = -100071.286201 nChanged 11 SP:Iteration 21Q (954.965690 sec): 3 clusters Score: Raw -101678.450005 + Penalty 1601.067423 = -100077.382582 nChanged 11 SP:Iteration 22Q (955.050552 sec): 3 clusters Score: Raw -101683.451122 + Penalty 1601.067423 = -100082.383699 nChanged 9 SP:Iteration 23Q (955.115003 sec): 3 clusters Score: Raw -101687.666784 + Penalty 1601.067423 = -100086.599361 nChanged 5 SP:Iteration 24Q (955.185190 sec): 3 clusters Score: Raw -101688.704780 + Penalty 1601.067423 = -100087.637357 nChanged 3 SP:Iteration 25Q (955.264074 sec): 3 clusters Score: Raw -101691.687085 + Penalty 1601.067423 = -100090.619662 nChanged 7 SP:Iteration 26Q (955.320600 sec): 3 clusters Score: Raw -101695.055157 + Penalty 1601.067423 = -100093.987734 nChanged 4 SP:Iteration 27Q (955.407500 sec): 3 clusters Score: Raw -101697.931836 + Penalty 1601.067423 = -100096.864413 nChanged 6 SP:Iteration 28Q (955.483404 sec): 3 clusters Score: Raw -101701.690568 + Penalty 1601.067423 = -100100.623145 nChanged 8 SP:Iteration 29Q (955.554229 sec): 3 clusters Score: Raw -101705.622196 + Penalty 1601.067423 = -100104.554773 nChanged 12 SP:Iteration 30Q (955.621833 sec): 3 clusters Score: Raw -101716.188627 + Penalty 1601.067423 = -100115.121204 nChanged 17 SP:Iteration 31Q (955.688735 sec): 3 clusters Score: Raw -101729.178995 + Penalty 1601.067423 = -100128.111572 nChanged 18 SP:Iteration 32Q (955.775268 sec): 3 clusters Score: Raw -101739.043760 + Penalty 1601.067423 = -100137.976337 nChanged 19 SP:Iteration 33Q (955.844527 sec): 3 clusters Score: Raw -101747.094561 + Penalty 1601.067423 = -100146.027138 nChanged 11 SP:Iteration 34Q (955.925147 sec): 3 clusters Score: Raw -101751.549359 + Penalty 1601.067423 = -100150.481936 nChanged 9 SP:Iteration 35Q (955.992367 sec): 3 clusters Score: Raw -101754.253966 + Penalty 1601.067423 = -100153.186543 nChanged 5 SP:Iteration 36Q (956.062803 sec): 3 clusters Score: Raw -101756.385546 + Penalty 1601.067423 = -100155.318123 nChanged 6 SP:Iteration 37Q (956.141372 sec): 3 clusters Score: Raw -101758.551734 + Penalty 1601.067423 = -100157.484311 nChanged 4 SP:Iteration 38Q (956.214566 sec): 3 clusters Score: Raw -101760.186580 + Penalty 1601.067423 = -100159.119157 nChanged 5 SP:Iteration 39Q (956.296602 sec): 3 clusters Score: Raw -101761.877709 + Penalty 1601.067423 = -100160.810286 nChanged 7 SP:Iteration 40F (956.359592 sec): 3 clusters Score: Raw -101764.153812 + Penalty 1601.067423 = -100163.086389 nChanged 2 SP:Iteration 41Q (956.449011 sec): 3 clusters Score: Raw -101764.563598 + Penalty 1601.067423 = -100163.496175 nChanged 0 SP:Iteration 42F (956.518290 sec): 3 clusters Score: Raw -101764.563598 + Penalty 1601.067423 = -100163.496175 nChanged 0 Trying to split cluster 12 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (956.567168 sec): 2 clusters Score: Raw -33054.305090 + Penalty 692.986402 = -32361.318687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (956.655770 sec): 3 clusters Score: Raw -32832.448896 + Penalty 1385.972805 = -31446.476092 nChanged 219 SP:Iteration 1F (956.735587 sec): 3 clusters Score: Raw -33035.419788 + Penalty 1385.972805 = -31649.446983 nChanged 56 SP:Iteration 2F (956.796332 sec): 3 clusters Score: Raw -33101.733009 + Penalty 1385.972805 = -31715.760204 nChanged 37 SP:Iteration 3F (956.885289 sec): 3 clusters Score: Raw -33142.209752 + Penalty 1385.972805 = -31756.236947 nChanged 27 SP:Iteration 4Q (956.947913 sec): 3 clusters Score: Raw -33175.802463 + Penalty 1385.972805 = -31789.829659 nChanged 32 SP:Iteration 5Q (957.026713 sec): 3 clusters Score: Raw -33208.650270 + Penalty 1385.972805 = -31822.677465 nChanged 21 SP:Iteration 6Q (957.108682 sec): 3 clusters Score: Raw -33221.870031 + Penalty 1385.972805 = -31835.897226 nChanged 14 SP:Iteration 7Q (957.190823 sec): 3 clusters Score: Raw -33235.989682 + Penalty 1385.972805 = -31850.016877 nChanged 15 SP:Iteration 8Q (957.246737 sec): 3 clusters Score: Raw -33248.326016 + Penalty 1385.972805 = -31862.353211 nChanged 10 SP:Iteration 9Q (957.340005 sec): 3 clusters Score: Raw -33255.352744 + Penalty 1385.972805 = -31869.379939 nChanged 6 SP:Iteration 10Q (957.401226 sec): 3 clusters Score: Raw -33258.283252 + Penalty 1385.972805 = -31872.310447 nChanged 0 SP:Iteration 11F (957.480706 sec): 3 clusters Score: Raw -33258.283252 + Penalty 1385.972805 = -31872.310447 nChanged 0 Iteration 99Q (958.496498 sec): 14 clusters Score: Raw -2003892.770638 + Penalty 14499.243309 = -1989393.527329 nChanged 579 Iteration 100F (959.482592 sec): 14 clusters Score: Raw -2004058.215928 + Penalty 14499.243309 = -1989558.972619 nChanged 329 Iteration 101Q (960.403428 sec): 14 clusters Score: Raw -2004106.658918 + Penalty 14499.243309 = -1989607.415609 nChanged 147 Iteration 102Q (961.361067 sec): 14 clusters Score: Raw -2004122.543893 + Penalty 14499.243309 = -1989623.300584 nChanged 84 Iteration 103Q (962.228829 sec): 14 clusters Score: Raw -2004131.852215 + Penalty 14499.243309 = -1989632.608906 nChanged 68 Iteration 104Q (963.066992 sec): 14 clusters Score: Raw -2004138.884689 + Penalty 14499.243309 = -1989639.641380 nChanged 43 Iteration 105Q (963.936990 sec): 14 clusters Score: Raw -2004142.871654 + Penalty 14499.243309 = -1989643.628345 nChanged 24 Iteration 106Q (964.665687 sec): 14 clusters Score: Raw -2004145.616714 + Penalty 14499.243309 = -1989646.373405 nChanged 25 Iteration 107Q (965.416922 sec): 14 clusters Score: Raw -2004149.175824 + Penalty 14499.243309 = -1989649.932515 nChanged 29 Iteration 108Q (966.089615 sec): 14 clusters Score: Raw -2004152.087833 + Penalty 14499.243309 = -1989652.844524 nChanged 23 Iteration 109Q (966.773074 sec): 14 clusters Score: Raw -2004154.275863 + Penalty 14499.243309 = -1989655.032554 nChanged 18 Iteration 110Q (967.523288 sec): 14 clusters Score: Raw -2004156.538445 + Penalty 14499.243309 = -1989657.295136 nChanged 16 Iteration 111Q (968.297090 sec): 14 clusters Score: Raw -2004158.291699 + Penalty 14499.243309 = -1989659.048390 nChanged 20 Iteration 112Q (969.025866 sec): 14 clusters Score: Raw -2004160.273067 + Penalty 14499.243309 = -1989661.029758 nChanged 11 Iteration 113Q (969.768367 sec): 14 clusters Score: Raw -2004161.720891 + Penalty 14499.243309 = -1989662.477582 nChanged 6 Iteration 114Q (970.492772 sec): 14 clusters Score: Raw -2004162.503926 + Penalty 14499.243309 = -1989663.260617 nChanged 6 Iteration 115Q (971.210786 sec): 14 clusters Score: Raw -2004163.688056 + Penalty 14499.243309 = -1989664.444747 nChanged 5 Iteration 116Q (971.954639 sec): 14 clusters Score: Raw -2004164.600947 + Penalty 14499.243309 = -1989665.357638 nChanged 5 Iteration 117Q (972.728976 sec): 14 clusters Score: Raw -2004165.502799 + Penalty 14499.243309 = -1989666.259490 nChanged 8 Iteration 118Q (973.634885 sec): 14 clusters Score: Raw -2004167.158944 + Penalty 14499.243309 = -1989667.915635 nChanged 9 Iteration 119Q (974.560502 sec): 14 clusters Score: Raw -2004169.910716 + Penalty 14499.243309 = -1989670.667407 nChanged 9 Iteration 120F (975.623051 sec): 14 clusters Score: Raw -2004172.089648 + Penalty 14499.243309 = -1989672.846339 nChanged 10 Iteration 121Q (976.490728 sec): 14 clusters Score: Raw -2004176.613438 + Penalty 14499.243309 = -1989677.370129 nChanged 15 Iteration 122Q (977.358050 sec): 14 clusters Score: Raw -2004181.428171 + Penalty 14499.243309 = -1989682.184862 nChanged 19 Iteration 123Q (978.240714 sec): 14 clusters Score: Raw -2004186.264612 + Penalty 14499.243309 = -1989687.021303 nChanged 22 Iteration 124Q (979.151289 sec): 14 clusters Score: Raw -2004190.181831 + Penalty 14499.243309 = -1989690.938522 nChanged 14 Iteration 125Q (980.023445 sec): 14 clusters Score: Raw -2004192.874281 + Penalty 14499.243309 = -1989693.630972 nChanged 6 Iteration 126Q (980.931583 sec): 14 clusters Score: Raw -2004194.694459 + Penalty 14499.243309 = -1989695.451150 nChanged 6 Iteration 127Q (981.675684 sec): 14 clusters Score: Raw -2004195.486297 + Penalty 14499.243309 = -1989696.242988 nChanged 2 Iteration 128Q (982.396238 sec): 14 clusters Score: Raw -2004195.720631 + Penalty 14499.243309 = -1989696.477322 nChanged 1 Iteration 129Q (983.123194 sec): 14 clusters Score: Raw -2004195.824671 + Penalty 14499.243309 = -1989696.581362 nChanged 1 Iteration 130Q (983.868310 sec): 14 clusters Score: Raw -2004195.930390 + Penalty 14499.243309 = -1989696.687081 nChanged 1 Iteration 131Q (984.466657 sec): 14 clusters Score: Raw -2004196.021201 + Penalty 14499.243309 = -1989696.777892 nChanged 0 Iteration 132F (985.300846 sec): 14 clusters Score: Raw -2004196.021201 + Penalty 14499.243309 = -1989696.777892 nChanged 0 Compute initial score before splitting: Score: Raw -2004196.021201 + Penalty 14499.243309 = -1989696.777892 Trying to split cluster 1 (5544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (985.375778 sec): 2 clusters Score: Raw -293269.510603 + Penalty 905.149512 = -292364.361091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (985.463709 sec): 3 clusters Score: Raw -290159.729682 + Penalty 1810.299024 = -288349.430659 nChanged 2348 SP:Iteration 1F (985.556604 sec): 3 clusters Score: Raw -291551.029826 + Penalty 1810.299024 = -289740.730802 nChanged 467 SP:Iteration 2F (985.628358 sec): 3 clusters Score: Raw -291944.705441 + Penalty 1810.299024 = -290134.406418 nChanged 449 SP:Iteration 3F (985.710953 sec): 3 clusters Score: Raw -292341.141004 + Penalty 1810.299024 = -290530.841981 nChanged 394 SP:Iteration 4F (985.779932 sec): 3 clusters Score: Raw -292675.923271 + Penalty 1810.299024 = -290865.624247 nChanged 343 SP:Iteration 5F (985.859567 sec): 3 clusters Score: Raw -292918.087286 + Penalty 1810.299024 = -291107.788263 nChanged 251 SP:Iteration 6Q (985.944092 sec): 3 clusters Score: Raw -293086.235360 + Penalty 1810.299024 = -291275.936336 nChanged 206 SP:Iteration 7Q (986.028485 sec): 3 clusters Score: Raw -293206.599899 + Penalty 1810.299024 = -291396.300875 nChanged 169 SP:Iteration 8Q (986.102456 sec): 3 clusters Score: Raw -293309.335556 + Penalty 1810.299024 = -291499.036532 nChanged 147 SP:Iteration 9Q (986.171228 sec): 3 clusters Score: Raw -293385.092015 + Penalty 1810.299024 = -291574.792991 nChanged 121 SP:Iteration 10Q (986.233737 sec): 3 clusters Score: Raw -293448.528172 + Penalty 1810.299024 = -291638.229148 nChanged 111 SP:Iteration 11Q (986.313671 sec): 3 clusters Score: Raw -293523.852051 + Penalty 1810.299024 = -291713.553027 nChanged 132 SP:Iteration 12Q (986.398537 sec): 3 clusters Score: Raw -293631.593684 + Penalty 1810.299024 = -291821.294660 nChanged 132 SP:Iteration 13Q (986.457549 sec): 3 clusters Score: Raw -293719.014462 + Penalty 1810.299024 = -291908.715439 nChanged 97 SP:Iteration 14Q (986.542762 sec): 3 clusters Score: Raw -293781.981751 + Penalty 1810.299024 = -291971.682728 nChanged 92 SP:Iteration 15Q (986.608024 sec): 3 clusters Score: Raw -293839.160516 + Penalty 1810.299024 = -292028.861492 nChanged 87 SP:Iteration 16Q (986.693452 sec): 3 clusters Score: Raw -293881.561576 + Penalty 1810.299024 = -292071.262552 nChanged 66 SP:Iteration 17Q (986.794417 sec): 3 clusters Score: Raw -293914.741525 + Penalty 1810.299024 = -292104.442502 nChanged 56 SP:Iteration 18Q (986.879250 sec): 3 clusters Score: Raw -293935.604223 + Penalty 1810.299024 = -292125.305200 nChanged 45 SP:Iteration 19Q (986.949142 sec): 3 clusters Score: Raw -293950.796649 + Penalty 1810.299024 = -292140.497626 nChanged 31 SP:Iteration 20F (987.032370 sec): 3 clusters Score: Raw -293960.192941 + Penalty 1810.299024 = -292149.893917 nChanged 23 SP:Iteration 21Q (987.109084 sec): 3 clusters Score: Raw -293967.911580 + Penalty 1810.299024 = -292157.612556 nChanged 21 SP:Iteration 22Q (987.189770 sec): 3 clusters Score: Raw -293973.091707 + Penalty 1810.299024 = -292162.792684 nChanged 18 SP:Iteration 23Q (987.265830 sec): 3 clusters Score: Raw -293977.409245 + Penalty 1810.299024 = -292167.110222 nChanged 16 SP:Iteration 24Q (987.352764 sec): 3 clusters Score: Raw -293980.712712 + Penalty 1810.299024 = -292170.413688 nChanged 10 SP:Iteration 25Q (987.448868 sec): 3 clusters Score: Raw -293982.567984 + Penalty 1810.299024 = -292172.268960 nChanged 7 SP:Iteration 26Q (987.539030 sec): 3 clusters Score: Raw -293984.102474 + Penalty 1810.299024 = -292173.803450 nChanged 8 SP:Iteration 27Q (987.616512 sec): 3 clusters Score: Raw -293985.477289 + Penalty 1810.299024 = -292175.178266 nChanged 7 SP:Iteration 28Q (987.710018 sec): 3 clusters Score: Raw -293986.588601 + Penalty 1810.299024 = -292176.289577 nChanged 5 SP:Iteration 29Q (987.771815 sec): 3 clusters Score: Raw -293987.230685 + Penalty 1810.299024 = -292176.931662 nChanged 5 SP:Iteration 30Q (987.862125 sec): 3 clusters Score: Raw -293988.432530 + Penalty 1810.299024 = -292178.133506 nChanged 7 SP:Iteration 31Q (987.930757 sec): 3 clusters Score: Raw -293989.610087 + Penalty 1810.299024 = -292179.311064 nChanged 3 SP:Iteration 32Q (988.038975 sec): 3 clusters Score: Raw -293990.477796 + Penalty 1810.299024 = -292180.178772 nChanged 4 SP:Iteration 33Q (988.109879 sec): 3 clusters Score: Raw -293991.581075 + Penalty 1810.299024 = -292181.282051 nChanged 6 SP:Iteration 34Q (988.188401 sec): 3 clusters Score: Raw -293992.376614 + Penalty 1810.299024 = -292182.077591 nChanged 5 SP:Iteration 35Q (988.285607 sec): 3 clusters Score: Raw -293993.252747 + Penalty 1810.299024 = -292182.953724 nChanged 10 SP:Iteration 36Q (988.357611 sec): 3 clusters Score: Raw -293994.932101 + Penalty 1810.299024 = -292184.633077 nChanged 7 SP:Iteration 37Q (988.447461 sec): 3 clusters Score: Raw -293995.997636 + Penalty 1810.299024 = -292185.698613 nChanged 7 SP:Iteration 38Q (988.547766 sec): 3 clusters Score: Raw -293996.925696 + Penalty 1810.299024 = -292186.626672 nChanged 6 SP:Iteration 39Q (988.646669 sec): 3 clusters Score: Raw -293997.628046 + Penalty 1810.299024 = -292187.329022 nChanged 5 SP:Iteration 40F (988.745366 sec): 3 clusters Score: Raw -293998.590553 + Penalty 1810.299024 = -292188.291529 nChanged 4 SP:Iteration 41Q (988.847551 sec): 3 clusters Score: Raw -293999.428258 + Penalty 1810.299024 = -292189.129234 nChanged 7 SP:Iteration 42Q (988.931072 sec): 3 clusters Score: Raw -294000.406063 + Penalty 1810.299024 = -292190.107039 nChanged 5 SP:Iteration 43Q (989.027189 sec): 3 clusters Score: Raw -294001.069233 + Penalty 1810.299024 = -292190.770209 nChanged 2 SP:Iteration 44Q (989.119567 sec): 3 clusters Score: Raw -294001.187693 + Penalty 1810.299024 = -292190.888670 nChanged 0 SP:Iteration 45F (989.214754 sec): 3 clusters Score: Raw -294001.187693 + Penalty 1810.299024 = -292190.888670 nChanged 0 Trying to split cluster 2 (3914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (989.301189 sec): 2 clusters Score: Raw -181792.185484 + Penalty 868.593091 = -180923.592394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (989.382670 sec): 3 clusters Score: Raw -179679.075930 + Penalty 1737.186181 = -177941.889749 nChanged 1637 SP:Iteration 1F (989.493788 sec): 3 clusters Score: Raw -180736.660311 + Penalty 1737.186181 = -178999.474130 nChanged 365 SP:Iteration 2F (989.596293 sec): 3 clusters Score: Raw -181060.752288 + Penalty 1737.186181 = -179323.566107 nChanged 308 SP:Iteration 3F (989.686446 sec): 3 clusters Score: Raw -181318.575399 + Penalty 1737.186181 = -179581.389218 nChanged 230 SP:Iteration 4F (989.781231 sec): 3 clusters Score: Raw -181469.659197 + Penalty 1737.186181 = -179732.473016 nChanged 171 SP:Iteration 5Q (989.874825 sec): 3 clusters Score: Raw -181573.758711 + Penalty 1737.186181 = -179836.572529 nChanged 151 SP:Iteration 6Q (989.970035 sec): 3 clusters Score: Raw -181641.252959 + Penalty 1737.186181 = -179904.066778 nChanged 109 SP:Iteration 7Q (990.065390 sec): 3 clusters Score: Raw -181683.752315 + Penalty 1737.186181 = -179946.566134 nChanged 83 SP:Iteration 8Q (990.138784 sec): 3 clusters Score: Raw -181714.808565 + Penalty 1737.186181 = -179977.622384 nChanged 72 SP:Iteration 9Q (990.232186 sec): 3 clusters Score: Raw -181735.869736 + Penalty 1737.186181 = -179998.683555 nChanged 50 SP:Iteration 10Q (990.317206 sec): 3 clusters Score: Raw -181752.940051 + Penalty 1737.186181 = -180015.753870 nChanged 49 SP:Iteration 11Q (990.410136 sec): 3 clusters Score: Raw -181770.275793 + Penalty 1737.186181 = -180033.089612 nChanged 51 SP:Iteration 12Q (990.496437 sec): 3 clusters Score: Raw -181785.222404 + Penalty 1737.186181 = -180048.036223 nChanged 38 SP:Iteration 13Q (990.590409 sec): 3 clusters Score: Raw -181798.682315 + Penalty 1737.186181 = -180061.496134 nChanged 44 SP:Iteration 14Q (990.673723 sec): 3 clusters Score: Raw -181817.616323 + Penalty 1737.186181 = -180080.430142 nChanged 55 SP:Iteration 15Q (990.767258 sec): 3 clusters Score: Raw -181845.118005 + Penalty 1737.186181 = -180107.931824 nChanged 55 SP:Iteration 16Q (990.851924 sec): 3 clusters Score: Raw -181873.425590 + Penalty 1737.186181 = -180136.239409 nChanged 65 SP:Iteration 17Q (990.959930 sec): 3 clusters Score: Raw -181903.060162 + Penalty 1737.186181 = -180165.873981 nChanged 68 SP:Iteration 18Q (991.010906 sec): 3 clusters Score: Raw -181935.191755 + Penalty 1737.186181 = -180198.005574 nChanged 54 SP:Iteration 19Q (991.116134 sec): 3 clusters Score: Raw -181963.847296 + Penalty 1737.186181 = -180226.661115 nChanged 65 SP:Iteration 20F (991.217745 sec): 3 clusters Score: Raw -181999.339078 + Penalty 1737.186181 = -180262.152897 nChanged 75 SP:Iteration 21Q (991.344269 sec): 3 clusters Score: Raw -182051.324971 + Penalty 1737.186181 = -180314.138790 nChanged 73 SP:Iteration 22Q (991.435699 sec): 3 clusters Score: Raw -182103.879249 + Penalty 1737.186181 = -180366.693068 nChanged 74 SP:Iteration 23Q (991.535346 sec): 3 clusters Score: Raw -182168.300328 + Penalty 1737.186181 = -180431.114147 nChanged 61 SP:Iteration 24Q (991.643702 sec): 3 clusters Score: Raw -182200.071201 + Penalty 1737.186181 = -180462.885020 nChanged 47 SP:Iteration 25Q (991.739635 sec): 3 clusters Score: Raw -182220.062370 + Penalty 1737.186181 = -180482.876189 nChanged 35 SP:Iteration 26Q (991.829286 sec): 3 clusters Score: Raw -182231.834224 + Penalty 1737.186181 = -180494.648043 nChanged 32 SP:Iteration 27Q (991.934430 sec): 3 clusters Score: Raw -182244.865248 + Penalty 1737.186181 = -180507.679067 nChanged 23 SP:Iteration 28Q (992.033438 sec): 3 clusters Score: Raw -182254.411275 + Penalty 1737.186181 = -180517.225094 nChanged 26 SP:Iteration 29Q (992.154462 sec): 3 clusters Score: Raw -182261.275018 + Penalty 1737.186181 = -180524.088837 nChanged 24 SP:Iteration 30Q (992.262224 sec): 3 clusters Score: Raw -182266.621832 + Penalty 1737.186181 = -180529.435651 nChanged 14 SP:Iteration 31Q (992.356381 sec): 3 clusters Score: Raw -182271.454523 + Penalty 1737.186181 = -180534.268342 nChanged 15 SP:Iteration 32Q (992.461517 sec): 3 clusters Score: Raw -182274.930899 + Penalty 1737.186181 = -180537.744718 nChanged 9 SP:Iteration 33Q (992.557722 sec): 3 clusters Score: Raw -182276.475585 + Penalty 1737.186181 = -180539.289404 nChanged 9 SP:Iteration 34Q (992.675385 sec): 3 clusters Score: Raw -182279.091529 + Penalty 1737.186181 = -180541.905348 nChanged 13 SP:Iteration 35Q (992.796115 sec): 3 clusters Score: Raw -182282.332528 + Penalty 1737.186181 = -180545.146347 nChanged 10 SP:Iteration 36Q (992.890680 sec): 3 clusters Score: Raw -182284.861975 + Penalty 1737.186181 = -180547.675794 nChanged 11 SP:Iteration 37Q (992.984810 sec): 3 clusters Score: Raw -182288.020786 + Penalty 1737.186181 = -180550.834605 nChanged 10 SP:Iteration 38Q (993.090189 sec): 3 clusters Score: Raw -182290.351314 + Penalty 1737.186181 = -180553.165133 nChanged 9 SP:Iteration 39Q (993.164064 sec): 3 clusters Score: Raw -182292.545680 + Penalty 1737.186181 = -180555.359499 nChanged 6 SP:Iteration 40F (993.267717 sec): 3 clusters Score: Raw -182293.333070 + Penalty 1737.186181 = -180556.146889 nChanged 0 Trying to split cluster 3 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (993.324854 sec): 2 clusters Score: Raw -30050.964129 + Penalty 719.485470 = -29331.478660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (993.422293 sec): 3 clusters Score: Raw -29863.003540 + Penalty 1438.970940 = -28424.032601 nChanged 327 SP:Iteration 1F (993.537043 sec): 3 clusters Score: Raw -30365.142361 + Penalty 1438.970940 = -28926.171421 nChanged 108 SP:Iteration 2F (993.652936 sec): 3 clusters Score: Raw -30557.749618 + Penalty 1438.970940 = -29118.778678 nChanged 55 SP:Iteration 3F (993.723444 sec): 3 clusters Score: Raw -30656.461097 + Penalty 1438.970940 = -29217.490158 nChanged 25 SP:Iteration 4Q (993.807322 sec): 3 clusters Score: Raw -30688.226936 + Penalty 1438.970940 = -29249.255996 nChanged 11 SP:Iteration 5Q (993.894103 sec): 3 clusters Score: Raw -30701.025545 + Penalty 1438.970940 = -29262.054606 nChanged 5 SP:Iteration 6Q (993.979866 sec): 3 clusters Score: Raw -30708.817542 + Penalty 1438.970940 = -29269.846603 nChanged 5 SP:Iteration 7Q (994.067765 sec): 3 clusters Score: Raw -30712.957807 + Penalty 1438.970940 = -29273.986868 nChanged 2 SP:Iteration 8Q (994.150053 sec): 3 clusters Score: Raw -30714.272335 + Penalty 1438.970940 = -29275.301395 nChanged 0 SP:Iteration 9F (994.222063 sec): 3 clusters Score: Raw -30714.272335 + Penalty 1438.970940 = -29275.301395 nChanged 0 Trying to split cluster 4 (2397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (994.272626 sec): 2 clusters Score: Raw -133826.152836 + Penalty 817.107190 = -133009.045646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (994.358503 sec): 3 clusters Score: Raw -132659.197710 + Penalty 1634.214379 = -131024.983331 nChanged 941 SP:Iteration 1F (994.450803 sec): 3 clusters Score: Raw -133220.059910 + Penalty 1634.214379 = -131585.845531 nChanged 177 SP:Iteration 2F (994.537431 sec): 3 clusters Score: Raw -133340.678792 + Penalty 1634.214379 = -131706.464412 nChanged 134 SP:Iteration 3F (994.627422 sec): 3 clusters Score: Raw -133409.146459 + Penalty 1634.214379 = -131774.932080 nChanged 74 SP:Iteration 4Q (994.717448 sec): 3 clusters Score: Raw -133441.192253 + Penalty 1634.214379 = -131806.977873 nChanged 53 SP:Iteration 5Q (994.807874 sec): 3 clusters Score: Raw -133462.071933 + Penalty 1634.214379 = -131827.857554 nChanged 41 SP:Iteration 6Q (994.899099 sec): 3 clusters Score: Raw -133477.543575 + Penalty 1634.214379 = -131843.329196 nChanged 45 SP:Iteration 7Q (994.990150 sec): 3 clusters Score: Raw -133497.683643 + Penalty 1634.214379 = -131863.469264 nChanged 38 SP:Iteration 8Q (995.075354 sec): 3 clusters Score: Raw -133513.943306 + Penalty 1634.214379 = -131879.728927 nChanged 37 SP:Iteration 9Q (995.166305 sec): 3 clusters Score: Raw -133530.681651 + Penalty 1634.214379 = -131896.467272 nChanged 35 SP:Iteration 10Q (995.262070 sec): 3 clusters Score: Raw -133542.848222 + Penalty 1634.214379 = -131908.633843 nChanged 33 SP:Iteration 11Q (995.375763 sec): 3 clusters Score: Raw -133556.282428 + Penalty 1634.214379 = -131922.068049 nChanged 38 SP:Iteration 12Q (995.471389 sec): 3 clusters Score: Raw -133577.513188 + Penalty 1634.214379 = -131943.298809 nChanged 28 SP:Iteration 13Q (995.569687 sec): 3 clusters Score: Raw -133592.184267 + Penalty 1634.214379 = -131957.969888 nChanged 36 SP:Iteration 14Q (995.628282 sec): 3 clusters Score: Raw -133612.126532 + Penalty 1634.214379 = -131977.912153 nChanged 39 SP:Iteration 15Q (995.718219 sec): 3 clusters Score: Raw -133631.895129 + Penalty 1634.214379 = -131997.680750 nChanged 42 SP:Iteration 16Q (995.819373 sec): 3 clusters Score: Raw -133656.071164 + Penalty 1634.214379 = -132021.856785 nChanged 43 SP:Iteration 17Q (995.899825 sec): 3 clusters Score: Raw -133682.994949 + Penalty 1634.214379 = -132048.780570 nChanged 38 SP:Iteration 18Q (995.971832 sec): 3 clusters Score: Raw -133705.463211 + Penalty 1634.214379 = -132071.248831 nChanged 37 SP:Iteration 19Q (996.061299 sec): 3 clusters Score: Raw -133728.057657 + Penalty 1634.214379 = -132093.843278 nChanged 37 SP:Iteration 20F (996.149956 sec): 3 clusters Score: Raw -133751.914342 + Penalty 1634.214379 = -132117.699963 nChanged 46 SP:Iteration 21Q (996.240705 sec): 3 clusters Score: Raw -133782.435049 + Penalty 1634.214379 = -132148.220670 nChanged 38 SP:Iteration 22Q (996.329447 sec): 3 clusters Score: Raw -133812.509391 + Penalty 1634.214379 = -132178.295012 nChanged 41 SP:Iteration 23Q (996.441197 sec): 3 clusters Score: Raw -133837.863569 + Penalty 1634.214379 = -132203.649190 nChanged 27 SP:Iteration 24Q (996.518841 sec): 3 clusters Score: Raw -133853.203394 + Penalty 1634.214379 = -132218.989014 nChanged 27 SP:Iteration 25Q (996.611872 sec): 3 clusters Score: Raw -133869.671622 + Penalty 1634.214379 = -132235.457242 nChanged 26 SP:Iteration 26Q (996.695438 sec): 3 clusters Score: Raw -133888.413625 + Penalty 1634.214379 = -132254.199245 nChanged 27 SP:Iteration 27Q (996.787264 sec): 3 clusters Score: Raw -133910.494308 + Penalty 1634.214379 = -132276.279929 nChanged 23 SP:Iteration 28Q (996.870375 sec): 3 clusters Score: Raw -133931.870480 + Penalty 1634.214379 = -132297.656101 nChanged 20 SP:Iteration 29Q (996.960987 sec): 3 clusters Score: Raw -133942.728356 + Penalty 1634.214379 = -132308.513977 nChanged 15 SP:Iteration 30Q (997.065361 sec): 3 clusters Score: Raw -133951.595682 + Penalty 1634.214379 = -132317.381302 nChanged 8 SP:Iteration 31Q (997.128227 sec): 3 clusters Score: Raw -133957.569987 + Penalty 1634.214379 = -132323.355608 nChanged 11 SP:Iteration 32Q (997.214560 sec): 3 clusters Score: Raw -133963.056280 + Penalty 1634.214379 = -132328.841901 nChanged 3 SP:Iteration 33Q (997.294496 sec): 3 clusters Score: Raw -133963.863991 + Penalty 1634.214379 = -132329.649612 nChanged 6 SP:Iteration 34Q (997.355035 sec): 3 clusters Score: Raw -133965.961455 + Penalty 1634.214379 = -132331.747076 nChanged 4 SP:Iteration 35Q (997.444891 sec): 3 clusters Score: Raw -133967.444592 + Penalty 1634.214379 = -132333.230213 nChanged 1 SP:Iteration 36Q (997.513607 sec): 3 clusters Score: Raw -133968.568006 + Penalty 1634.214379 = -132334.353627 nChanged 1 SP:Iteration 37Q (997.605421 sec): 3 clusters Score: Raw -133969.497079 + Penalty 1634.214379 = -132335.282700 nChanged 2 SP:Iteration 38Q (997.687039 sec): 3 clusters Score: Raw -133970.416297 + Penalty 1634.214379 = -132336.201917 nChanged 3 SP:Iteration 39Q (997.756746 sec): 3 clusters Score: Raw -133971.075485 + Penalty 1634.214379 = -132336.861106 nChanged 1 SP:Iteration 40F (997.837191 sec): 3 clusters Score: Raw -133971.220186 + Penalty 1634.214379 = -132337.005806 nChanged 0 Trying to split cluster 5 (2111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (997.876935 sec): 2 clusters Score: Raw -101889.102528 + Penalty 803.766290 = -101085.336238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (997.968420 sec): 3 clusters Score: Raw -100874.508585 + Penalty 1607.532580 = -99266.976005 nChanged 829 SP:Iteration 1F (998.038314 sec): 3 clusters Score: Raw -101436.190038 + Penalty 1607.532580 = -99828.657458 nChanged 191 SP:Iteration 2F (998.114136 sec): 3 clusters Score: Raw -101631.651382 + Penalty 1607.532580 = -100024.118802 nChanged 183 SP:Iteration 3F (998.187650 sec): 3 clusters Score: Raw -101858.069739 + Penalty 1607.532580 = -100250.537159 nChanged 153 SP:Iteration 4F (998.260405 sec): 3 clusters Score: Raw -102017.679424 + Penalty 1607.532580 = -100410.146844 nChanged 126 SP:Iteration 5F (998.335283 sec): 3 clusters Score: Raw -102132.805529 + Penalty 1607.532580 = -100525.272949 nChanged 76 SP:Iteration 6Q (998.392861 sec): 3 clusters Score: Raw -102190.228482 + Penalty 1607.532580 = -100582.695902 nChanged 61 SP:Iteration 7Q (998.477454 sec): 3 clusters Score: Raw -102230.975870 + Penalty 1607.532580 = -100623.443290 nChanged 38 SP:Iteration 8Q (998.566701 sec): 3 clusters Score: Raw -102253.455275 + Penalty 1607.532580 = -100645.922695 nChanged 26 SP:Iteration 9Q (998.636186 sec): 3 clusters Score: Raw -102270.546689 + Penalty 1607.532580 = -100663.014109 nChanged 33 SP:Iteration 10Q (998.706905 sec): 3 clusters Score: Raw -102284.933180 + Penalty 1607.532580 = -100677.400600 nChanged 18 SP:Iteration 11Q (998.773039 sec): 3 clusters Score: Raw -102291.455084 + Penalty 1607.532580 = -100683.922504 nChanged 10 SP:Iteration 12Q (998.845809 sec): 3 clusters Score: Raw -102295.443004 + Penalty 1607.532580 = -100687.910424 nChanged 8 SP:Iteration 13Q (998.941801 sec): 3 clusters Score: Raw -102297.825808 + Penalty 1607.532580 = -100690.293228 nChanged 6 SP:Iteration 14Q (998.999907 sec): 3 clusters Score: Raw -102300.529990 + Penalty 1607.532580 = -100692.997410 nChanged 3 SP:Iteration 15Q (999.091191 sec): 3 clusters Score: Raw -102301.932397 + Penalty 1607.532580 = -100694.399817 nChanged 7 SP:Iteration 16Q (999.157451 sec): 3 clusters Score: Raw -102303.825453 + Penalty 1607.532580 = -100696.292873 nChanged 7 SP:Iteration 17Q (999.237215 sec): 3 clusters Score: Raw -102306.199142 + Penalty 1607.532580 = -100698.666562 nChanged 7 SP:Iteration 18Q (999.305012 sec): 3 clusters Score: Raw -102308.363750 + Penalty 1607.532580 = -100700.831170 nChanged 5 SP:Iteration 19Q (999.371274 sec): 3 clusters Score: Raw -102310.332231 + Penalty 1607.532580 = -100702.799651 nChanged 6 SP:Iteration 20F (999.445401 sec): 3 clusters Score: Raw -102312.451074 + Penalty 1607.532580 = -100704.918494 nChanged 6 SP:Iteration 21Q (999.512636 sec): 3 clusters Score: Raw -102314.792391 + Penalty 1607.532580 = -100707.259811 nChanged 4 SP:Iteration 22Q (999.584722 sec): 3 clusters Score: Raw -102317.936863 + Penalty 1607.532580 = -100710.404283 nChanged 9 SP:Iteration 23Q (999.671105 sec): 3 clusters Score: Raw -102321.304075 + Penalty 1607.532580 = -100713.771495 nChanged 3 SP:Iteration 24Q (999.751179 sec): 3 clusters Score: Raw -102321.919492 + Penalty 1607.532580 = -100714.386912 nChanged 0 SP:Iteration 25F (999.814729 sec): 3 clusters Score: Raw -102321.919492 + Penalty 1607.532580 = -100714.386912 nChanged 0 Trying to split cluster 6 (3610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (999.864283 sec): 2 clusters Score: Raw -192618.214700 + Penalty 860.103620 = -191758.111080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (999.952608 sec): 3 clusters Score: Raw -190667.740567 + Penalty 1720.207241 = -188947.533326 nChanged 1489 SP:Iteration 1F (1000.047214 sec): 3 clusters Score: Raw -191617.320908 + Penalty 1720.207241 = -189897.113668 nChanged 312 SP:Iteration 2F (1000.112851 sec): 3 clusters Score: Raw -191819.692448 + Penalty 1720.207241 = -190099.485207 nChanged 236 SP:Iteration 3F (1000.206901 sec): 3 clusters Score: Raw -191997.153690 + Penalty 1720.207241 = -190276.946449 nChanged 228 SP:Iteration 4F (1000.277752 sec): 3 clusters Score: Raw -192163.658285 + Penalty 1720.207241 = -190443.451044 nChanged 172 SP:Iteration 5Q (1000.362010 sec): 3 clusters Score: Raw -192287.519724 + Penalty 1720.207241 = -190567.312484 nChanged 148 SP:Iteration 6Q (1000.450894 sec): 3 clusters Score: Raw -192407.150744 + Penalty 1720.207241 = -190686.943503 nChanged 137 SP:Iteration 7Q (1000.530378 sec): 3 clusters Score: Raw -192510.114207 + Penalty 1720.207241 = -190789.906966 nChanged 116 SP:Iteration 8Q (1000.604413 sec): 3 clusters Score: Raw -192579.501783 + Penalty 1720.207241 = -190859.294542 nChanged 91 SP:Iteration 9Q (1000.688973 sec): 3 clusters Score: Raw -192637.345566 + Penalty 1720.207241 = -190917.138325 nChanged 81 SP:Iteration 10Q (1000.785769 sec): 3 clusters Score: Raw -192675.498710 + Penalty 1720.207241 = -190955.291469 nChanged 57 SP:Iteration 11Q (1000.848412 sec): 3 clusters Score: Raw -192700.943204 + Penalty 1720.207241 = -190980.735963 nChanged 45 SP:Iteration 12Q (1000.935880 sec): 3 clusters Score: Raw -192715.728094 + Penalty 1720.207241 = -190995.520853 nChanged 33 SP:Iteration 13Q (1001.013497 sec): 3 clusters Score: Raw -192726.084288 + Penalty 1720.207241 = -191005.877047 nChanged 32 SP:Iteration 14Q (1001.109777 sec): 3 clusters Score: Raw -192737.573613 + Penalty 1720.207241 = -191017.366372 nChanged 25 SP:Iteration 15Q (1001.183859 sec): 3 clusters Score: Raw -192747.027500 + Penalty 1720.207241 = -191026.820259 nChanged 19 SP:Iteration 16Q (1001.257964 sec): 3 clusters Score: Raw -192752.550788 + Penalty 1720.207241 = -191032.343547 nChanged 16 SP:Iteration 17Q (1001.335772 sec): 3 clusters Score: Raw -192756.056498 + Penalty 1720.207241 = -191035.849258 nChanged 16 SP:Iteration 18Q (1001.426724 sec): 3 clusters Score: Raw -192759.193185 + Penalty 1720.207241 = -191038.985944 nChanged 17 SP:Iteration 19Q (1001.501771 sec): 3 clusters Score: Raw -192763.271967 + Penalty 1720.207241 = -191043.064726 nChanged 12 SP:Iteration 20F (1001.588318 sec): 3 clusters Score: Raw -192766.272772 + Penalty 1720.207241 = -191046.065532 nChanged 13 SP:Iteration 21Q (1001.661207 sec): 3 clusters Score: Raw -192770.491203 + Penalty 1720.207241 = -191050.283962 nChanged 11 SP:Iteration 22Q (1001.741079 sec): 3 clusters Score: Raw -192773.081089 + Penalty 1720.207241 = -191052.873849 nChanged 7 SP:Iteration 23Q (1001.827133 sec): 3 clusters Score: Raw -192775.265841 + Penalty 1720.207241 = -191055.058600 nChanged 10 SP:Iteration 24Q (1001.891664 sec): 3 clusters Score: Raw -192777.310773 + Penalty 1720.207241 = -191057.103532 nChanged 12 SP:Iteration 25Q (1001.977283 sec): 3 clusters Score: Raw -192780.402223 + Penalty 1720.207241 = -191060.194982 nChanged 10 SP:Iteration 26Q (1002.055360 sec): 3 clusters Score: Raw -192782.989799 + Penalty 1720.207241 = -191062.782559 nChanged 8 SP:Iteration 27Q (1002.109572 sec): 3 clusters Score: Raw -192784.576407 + Penalty 1720.207241 = -191064.369166 nChanged 8 SP:Iteration 28Q (1002.172940 sec): 3 clusters Score: Raw -192785.861937 + Penalty 1720.207241 = -191065.654696 nChanged 6 SP:Iteration 29Q (1002.268348 sec): 3 clusters Score: Raw -192787.197485 + Penalty 1720.207241 = -191066.990245 nChanged 3 SP:Iteration 30Q (1002.337868 sec): 3 clusters Score: Raw -192788.194304 + Penalty 1720.207241 = -191067.987064 nChanged 7 SP:Iteration 31Q (1002.431797 sec): 3 clusters Score: Raw -192789.979870 + Penalty 1720.207241 = -191069.772629 nChanged 8 SP:Iteration 32Q (1002.521028 sec): 3 clusters Score: Raw -192792.352458 + Penalty 1720.207241 = -191072.145217 nChanged 6 SP:Iteration 33Q (1002.596046 sec): 3 clusters Score: Raw -192794.259448 + Penalty 1720.207241 = -191074.052207 nChanged 13 SP:Iteration 34Q (1002.685601 sec): 3 clusters Score: Raw -192798.278609 + Penalty 1720.207241 = -191078.071368 nChanged 10 SP:Iteration 35Q (1002.766248 sec): 3 clusters Score: Raw -192800.818911 + Penalty 1720.207241 = -191080.611671 nChanged 8 SP:Iteration 36Q (1002.843024 sec): 3 clusters Score: Raw -192802.563263 + Penalty 1720.207241 = -191082.356022 nChanged 5 SP:Iteration 37Q (1002.926442 sec): 3 clusters Score: Raw -192803.720113 + Penalty 1720.207241 = -191083.512872 nChanged 3 SP:Iteration 38Q (1003.000816 sec): 3 clusters Score: Raw -192804.259444 + Penalty 1720.207241 = -191084.052203 nChanged 2 SP:Iteration 39Q (1003.086415 sec): 3 clusters Score: Raw -192804.853778 + Penalty 1720.207241 = -191084.646537 nChanged 4 SP:Iteration 40F (1003.186070 sec): 3 clusters Score: Raw -192805.637037 + Penalty 1720.207241 = -191085.429796 nChanged 3 SP:Iteration 41Q (1003.272038 sec): 3 clusters Score: Raw -192806.384615 + Penalty 1720.207241 = -191086.177374 nChanged 3 SP:Iteration 42Q (1003.364806 sec): 3 clusters Score: Raw -192807.219054 + Penalty 1720.207241 = -191087.011813 nChanged 2 SP:Iteration 43Q (1003.429674 sec): 3 clusters Score: Raw -192808.323242 + Penalty 1720.207241 = -191088.116001 nChanged 4 SP:Iteration 44Q (1003.522154 sec): 3 clusters Score: Raw -192809.418053 + Penalty 1720.207241 = -191089.210812 nChanged 6 SP:Iteration 45Q (1003.626159 sec): 3 clusters Score: Raw -192810.250770 + Penalty 1720.207241 = -191090.043530 nChanged 3 SP:Iteration 46Q (1003.699722 sec): 3 clusters Score: Raw -192810.547003 + Penalty 1720.207241 = -191090.339762 nChanged 1 SP:Iteration 47Q (1003.809194 sec): 3 clusters Score: Raw -192810.768964 + Penalty 1720.207241 = -191090.561723 nChanged 0 SP:Iteration 48F (1003.910096 sec): 3 clusters Score: Raw -192810.768964 + Penalty 1720.207241 = -191090.561723 nChanged 0 Trying to split cluster 7 (1765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1003.958551 sec): 2 clusters Score: Raw -74751.506956 + Penalty 784.970127 = -73966.536830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.055278 sec): 3 clusters Score: Raw -73956.220436 + Penalty 1569.940254 = -72386.280182 nChanged 658 SP:Iteration 1F (1004.171251 sec): 3 clusters Score: Raw -74518.961189 + Penalty 1569.940254 = -72949.020935 nChanged 198 SP:Iteration 2F (1004.259750 sec): 3 clusters Score: Raw -74815.770744 + Penalty 1569.940254 = -73245.830490 nChanged 179 SP:Iteration 3F (1004.330321 sec): 3 clusters Score: Raw -75078.537563 + Penalty 1569.940254 = -73508.597310 nChanged 127 SP:Iteration 4F (1004.420092 sec): 3 clusters Score: Raw -75263.758225 + Penalty 1569.940254 = -73693.817972 nChanged 94 SP:Iteration 5F (1004.517154 sec): 3 clusters Score: Raw -75407.321682 + Penalty 1569.940254 = -73837.381429 nChanged 78 SP:Iteration 6Q (1004.609215 sec): 3 clusters Score: Raw -75527.365796 + Penalty 1569.940254 = -73957.425542 nChanged 62 SP:Iteration 7Q (1004.699298 sec): 3 clusters Score: Raw -75625.470078 + Penalty 1569.940254 = -74055.529825 nChanged 59 SP:Iteration 8Q (1004.797741 sec): 3 clusters Score: Raw -75722.754994 + Penalty 1569.940254 = -74152.814741 nChanged 58 SP:Iteration 9Q (1004.906961 sec): 3 clusters Score: Raw -75830.642102 + Penalty 1569.940254 = -74260.701848 nChanged 44 SP:Iteration 10Q (1004.995616 sec): 3 clusters Score: Raw -75912.509494 + Penalty 1569.940254 = -74342.569241 nChanged 39 SP:Iteration 11Q (1005.084247 sec): 3 clusters Score: Raw -75973.405823 + Penalty 1569.940254 = -74403.465569 nChanged 23 SP:Iteration 12Q (1005.173161 sec): 3 clusters Score: Raw -76006.795976 + Penalty 1569.940254 = -74436.855723 nChanged 16 SP:Iteration 13Q (1005.261627 sec): 3 clusters Score: Raw -76033.076326 + Penalty 1569.940254 = -74463.136072 nChanged 13 SP:Iteration 14Q (1005.349988 sec): 3 clusters Score: Raw -76050.512838 + Penalty 1569.940254 = -74480.572584 nChanged 11 SP:Iteration 15Q (1005.442606 sec): 3 clusters Score: Raw -76064.412157 + Penalty 1569.940254 = -74494.471903 nChanged 10 SP:Iteration 16Q (1005.552224 sec): 3 clusters Score: Raw -76079.334124 + Penalty 1569.940254 = -74509.393870 nChanged 9 SP:Iteration 17Q (1005.633593 sec): 3 clusters Score: Raw -76094.703066 + Penalty 1569.940254 = -74524.762812 nChanged 7 SP:Iteration 18Q (1005.715413 sec): 3 clusters Score: Raw -76103.251919 + Penalty 1569.940254 = -74533.311665 nChanged 5 SP:Iteration 19Q (1005.798232 sec): 3 clusters Score: Raw -76114.726740 + Penalty 1569.940254 = -74544.786486 nChanged 6 SP:Iteration 20F (1005.882232 sec): 3 clusters Score: Raw -76134.515837 + Penalty 1569.940254 = -74564.575583 nChanged 6 SP:Iteration 21Q (1005.964946 sec): 3 clusters Score: Raw -76144.125149 + Penalty 1569.940254 = -74574.184895 nChanged 6 SP:Iteration 22Q (1006.046668 sec): 3 clusters Score: Raw -76148.951760 + Penalty 1569.940254 = -74579.011506 nChanged 5 SP:Iteration 23Q (1006.129629 sec): 3 clusters Score: Raw -76153.060767 + Penalty 1569.940254 = -74583.120514 nChanged 2 SP:Iteration 24Q (1006.201806 sec): 3 clusters Score: Raw -76155.179998 + Penalty 1569.940254 = -74585.239744 nChanged 3 SP:Iteration 25Q (1006.284209 sec): 3 clusters Score: Raw -76157.604607 + Penalty 1569.940254 = -74587.664354 nChanged 3 SP:Iteration 26Q (1006.366954 sec): 3 clusters Score: Raw -76159.580859 + Penalty 1569.940254 = -74589.640606 nChanged 1 SP:Iteration 27Q (1006.450132 sec): 3 clusters Score: Raw -76161.871536 + Penalty 1569.940254 = -74591.931282 nChanged 2 SP:Iteration 28Q (1006.533238 sec): 3 clusters Score: Raw -76163.384362 + Penalty 1569.940254 = -74593.444109 nChanged 0 SP:Iteration 29F (1006.616444 sec): 3 clusters Score: Raw -76163.384362 + Penalty 1569.940254 = -74593.444109 nChanged 0 Score: Raw -2005607.898607 + Penalty 15614.569717 = -1989993.328890 Splitting cluster 7 changes total score from -1989696.777892 to -1989993.328890 So it's getting split into cluster 14. Trying to split cluster 8 (6015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1007.790520 sec): 2 clusters Score: Raw -343816.624439 + Penalty 913.711221 = -342902.913218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1007.933334 sec): 3 clusters Score: Raw -340406.779851 + Penalty 1827.422442 = -338579.357409 nChanged 2575 SP:Iteration 1F (1008.045662 sec): 3 clusters Score: Raw -341964.836638 + Penalty 1827.422442 = -340137.414196 nChanged 442 SP:Iteration 2F (1008.155200 sec): 3 clusters Score: Raw -342236.712528 + Penalty 1827.422442 = -340409.290086 nChanged 430 SP:Iteration 3F (1008.313099 sec): 3 clusters Score: Raw -342553.075062 + Penalty 1827.422442 = -340725.652620 nChanged 388 SP:Iteration 4F (1008.412629 sec): 3 clusters Score: Raw -342852.587396 + Penalty 1827.422442 = -341025.164954 nChanged 381 SP:Iteration 5F (1008.587927 sec): 3 clusters Score: Raw -343115.136423 + Penalty 1827.422442 = -341287.713981 nChanged 290 SP:Iteration 6Q (1008.687468 sec): 3 clusters Score: Raw -343261.885993 + Penalty 1827.422442 = -341434.463551 nChanged 191 SP:Iteration 7Q (1008.788181 sec): 3 clusters Score: Raw -343338.606323 + Penalty 1827.422442 = -341511.183881 nChanged 156 SP:Iteration 8Q (1008.890848 sec): 3 clusters Score: Raw -343394.819779 + Penalty 1827.422442 = -341567.397337 nChanged 122 SP:Iteration 9Q (1008.983390 sec): 3 clusters Score: Raw -343436.111098 + Penalty 1827.422442 = -341608.688656 nChanged 97 SP:Iteration 10Q (1009.083328 sec): 3 clusters Score: Raw -343472.523128 + Penalty 1827.422442 = -341645.100686 nChanged 93 SP:Iteration 11Q (1009.208316 sec): 3 clusters Score: Raw -343499.436325 + Penalty 1827.422442 = -341672.013883 nChanged 79 SP:Iteration 12Q (1009.315659 sec): 3 clusters Score: Raw -343524.411905 + Penalty 1827.422442 = -341696.989463 nChanged 59 SP:Iteration 13Q (1009.438784 sec): 3 clusters Score: Raw -343541.690482 + Penalty 1827.422442 = -341714.268040 nChanged 73 SP:Iteration 14Q (1009.546820 sec): 3 clusters Score: Raw -343561.054914 + Penalty 1827.422442 = -341733.632472 nChanged 60 SP:Iteration 15Q (1009.668321 sec): 3 clusters Score: Raw -343579.778581 + Penalty 1827.422442 = -341752.356139 nChanged 61 SP:Iteration 16Q (1009.773275 sec): 3 clusters Score: Raw -343599.022496 + Penalty 1827.422442 = -341771.600054 nChanged 59 SP:Iteration 17Q (1009.909334 sec): 3 clusters Score: Raw -343615.436140 + Penalty 1827.422442 = -341788.013698 nChanged 43 SP:Iteration 18Q (1010.022193 sec): 3 clusters Score: Raw -343624.393164 + Penalty 1827.422442 = -341796.970722 nChanged 35 SP:Iteration 19Q (1010.136226 sec): 3 clusters Score: Raw -343630.780731 + Penalty 1827.422442 = -341803.358289 nChanged 32 SP:Iteration 20F (1010.237410 sec): 3 clusters Score: Raw -343635.960620 + Penalty 1827.422442 = -341808.538178 nChanged 19 SP:Iteration 21Q (1010.311824 sec): 3 clusters Score: Raw -343639.032679 + Penalty 1827.422442 = -341811.610237 nChanged 17 SP:Iteration 22Q (1010.414923 sec): 3 clusters Score: Raw -343641.986415 + Penalty 1827.422442 = -341814.563973 nChanged 18 SP:Iteration 23Q (1010.505766 sec): 3 clusters Score: Raw -343644.896545 + Penalty 1827.422442 = -341817.474103 nChanged 20 SP:Iteration 24Q (1010.565793 sec): 3 clusters Score: Raw -343647.715683 + Penalty 1827.422442 = -341820.293241 nChanged 15 SP:Iteration 25Q (1010.667698 sec): 3 clusters Score: Raw -343649.636005 + Penalty 1827.422442 = -341822.213563 nChanged 10 SP:Iteration 26Q (1010.737211 sec): 3 clusters Score: Raw -343651.232974 + Penalty 1827.422442 = -341823.810532 nChanged 10 SP:Iteration 27Q (1010.830144 sec): 3 clusters Score: Raw -343652.888303 + Penalty 1827.422442 = -341825.465861 nChanged 10 SP:Iteration 28Q (1010.903965 sec): 3 clusters Score: Raw -343654.210070 + Penalty 1827.422442 = -341826.787628 nChanged 7 SP:Iteration 29Q (1010.994205 sec): 3 clusters Score: Raw -343654.828891 + Penalty 1827.422442 = -341827.406449 nChanged 6 SP:Iteration 30Q (1011.088498 sec): 3 clusters Score: Raw -343655.419430 + Penalty 1827.422442 = -341827.996988 nChanged 5 SP:Iteration 31Q (1011.158681 sec): 3 clusters Score: Raw -343656.041085 + Penalty 1827.422442 = -341828.618643 nChanged 5 SP:Iteration 32Q (1011.246407 sec): 3 clusters Score: Raw -343656.483349 + Penalty 1827.422442 = -341829.060907 nChanged 7 SP:Iteration 33Q (1011.342505 sec): 3 clusters Score: Raw -343657.721791 + Penalty 1827.422442 = -341830.299349 nChanged 9 SP:Iteration 34Q (1011.417959 sec): 3 clusters Score: Raw -343659.565090 + Penalty 1827.422442 = -341832.142648 nChanged 11 SP:Iteration 35Q (1011.502639 sec): 3 clusters Score: Raw -343662.544144 + Penalty 1827.422442 = -341835.121702 nChanged 14 SP:Iteration 36Q (1011.609151 sec): 3 clusters Score: Raw -343665.036477 + Penalty 1827.422442 = -341837.614035 nChanged 16 SP:Iteration 37Q (1011.674172 sec): 3 clusters Score: Raw -343667.266802 + Penalty 1827.422442 = -341839.844360 nChanged 14 SP:Iteration 38Q (1011.775319 sec): 3 clusters Score: Raw -343668.940441 + Penalty 1827.422442 = -341841.517999 nChanged 10 SP:Iteration 39Q (1011.855907 sec): 3 clusters Score: Raw -343670.058292 + Penalty 1827.422442 = -341842.635850 nChanged 6 SP:Iteration 40F (1011.953675 sec): 3 clusters Score: Raw -343670.477519 + Penalty 1827.422442 = -341843.055077 nChanged 4 SP:Iteration 41Q (1012.017550 sec): 3 clusters Score: Raw -343670.791387 + Penalty 1827.422442 = -341843.368945 nChanged 3 SP:Iteration 42Q (1012.114237 sec): 3 clusters Score: Raw -343671.209963 + Penalty 1827.422442 = -341843.787521 nChanged 3 SP:Iteration 43Q (1012.191468 sec): 3 clusters Score: Raw -343671.531998 + Penalty 1827.422442 = -341844.109556 nChanged 2 SP:Iteration 44Q (1012.297864 sec): 3 clusters Score: Raw -343671.638934 + Penalty 1827.422442 = -341844.216492 nChanged 0 SP:Iteration 45F (1012.367902 sec): 3 clusters Score: Raw -343671.638934 + Penalty 1827.422442 = -341844.216492 nChanged 0 Trying to split cluster 9 (1890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.422605 sec): 2 clusters Score: Raw -72720.908014 + Penalty 792.154871 = -71928.753142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.495278 sec): 3 clusters Score: Raw -71885.084011 + Penalty 1584.309743 = -70300.774269 nChanged 692 SP:Iteration 1F (1012.580149 sec): 3 clusters Score: Raw -72491.039675 + Penalty 1584.309743 = -70906.729932 nChanged 217 SP:Iteration 2F (1012.646540 sec): 3 clusters Score: Raw -72765.554411 + Penalty 1584.309743 = -71181.244668 nChanged 141 SP:Iteration 3F (1012.728185 sec): 3 clusters Score: Raw -72910.974002 + Penalty 1584.309743 = -71326.664259 nChanged 100 SP:Iteration 4F (1012.811165 sec): 3 clusters Score: Raw -72995.069042 + Penalty 1584.309743 = -71410.759299 nChanged 75 SP:Iteration 5Q (1012.863366 sec): 3 clusters Score: Raw -73047.790393 + Penalty 1584.309743 = -71463.480650 nChanged 64 SP:Iteration 6Q (1012.961348 sec): 3 clusters Score: Raw -73092.318494 + Penalty 1584.309743 = -71508.008751 nChanged 48 SP:Iteration 7Q (1013.020780 sec): 3 clusters Score: Raw -73114.909784 + Penalty 1584.309743 = -71530.600041 nChanged 27 SP:Iteration 8Q (1013.110950 sec): 3 clusters Score: Raw -73129.020695 + Penalty 1584.309743 = -71544.710952 nChanged 18 SP:Iteration 9Q (1013.199471 sec): 3 clusters Score: Raw -73135.034698 + Penalty 1584.309743 = -71550.724955 nChanged 9 SP:Iteration 10Q (1013.262989 sec): 3 clusters Score: Raw -73138.048750 + Penalty 1584.309743 = -71553.739007 nChanged 7 SP:Iteration 11Q (1013.360531 sec): 3 clusters Score: Raw -73139.450824 + Penalty 1584.309743 = -71555.141081 nChanged 5 SP:Iteration 12Q (1013.416861 sec): 3 clusters Score: Raw -73140.548697 + Penalty 1584.309743 = -71556.238954 nChanged 5 SP:Iteration 13Q (1013.478125 sec): 3 clusters Score: Raw -73141.861196 + Penalty 1584.309743 = -71557.551453 nChanged 6 SP:Iteration 14Q (1013.576562 sec): 3 clusters Score: Raw -73143.842586 + Penalty 1584.309743 = -71559.532843 nChanged 2 SP:Iteration 15Q (1013.637531 sec): 3 clusters Score: Raw -73144.564529 + Penalty 1584.309743 = -71560.254787 nChanged 3 SP:Iteration 16Q (1013.700719 sec): 3 clusters Score: Raw -73145.554107 + Penalty 1584.309743 = -71561.244364 nChanged 2 SP:Iteration 17Q (1013.786545 sec): 3 clusters Score: Raw -73145.968630 + Penalty 1584.309743 = -71561.658887 nChanged 2 SP:Iteration 18Q (1013.853738 sec): 3 clusters Score: Raw -73146.468667 + Penalty 1584.309743 = -71562.158924 nChanged 2 SP:Iteration 19Q (1013.926080 sec): 3 clusters Score: Raw -73147.191530 + Penalty 1584.309743 = -71562.881787 nChanged 1 SP:Iteration 20F (1013.979741 sec): 3 clusters Score: Raw -73147.603322 + Penalty 1584.309743 = -71563.293580 nChanged 1 SP:Iteration 21Q (1014.041407 sec): 3 clusters Score: Raw -73147.857526 + Penalty 1584.309743 = -71563.547783 nChanged 2 SP:Iteration 22Q (1014.128534 sec): 3 clusters Score: Raw -73148.303960 + Penalty 1584.309743 = -71563.994217 nChanged 2 SP:Iteration 23Q (1014.192835 sec): 3 clusters Score: Raw -73148.693927 + Penalty 1584.309743 = -71564.384185 nChanged 3 SP:Iteration 24Q (1014.280901 sec): 3 clusters Score: Raw -73149.709735 + Penalty 1584.309743 = -71565.399993 nChanged 2 SP:Iteration 25Q (1014.365312 sec): 3 clusters Score: Raw -73150.068858 + Penalty 1584.309743 = -71565.759115 nChanged 0 SP:Iteration 26F (1014.437604 sec): 3 clusters Score: Raw -73150.068858 + Penalty 1584.309743 = -71565.759115 nChanged 0 Trying to split cluster 10 (2294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1014.480776 sec): 2 clusters Score: Raw -105456.396163 + Penalty 812.495491 = -104643.900672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1014.551641 sec): 3 clusters Score: Raw -104347.845263 + Penalty 1624.990983 = -102722.854281 nChanged 899 SP:Iteration 1F (1014.643428 sec): 3 clusters Score: Raw -104939.473880 + Penalty 1624.990983 = -103314.482897 nChanged 192 SP:Iteration 2F (1014.701248 sec): 3 clusters Score: Raw -105118.703946 + Penalty 1624.990983 = -103493.712963 nChanged 155 SP:Iteration 3F (1014.775442 sec): 3 clusters Score: Raw -105256.055901 + Penalty 1624.990983 = -103631.064919 nChanged 134 SP:Iteration 4F (1014.848684 sec): 3 clusters Score: Raw -105366.201273 + Penalty 1624.990983 = -103741.210290 nChanged 104 SP:Iteration 5Q (1014.916949 sec): 3 clusters Score: Raw -105444.075745 + Penalty 1624.990983 = -103819.084763 nChanged 87 SP:Iteration 6Q (1014.987870 sec): 3 clusters Score: Raw -105499.460992 + Penalty 1624.990983 = -103874.470010 nChanged 59 SP:Iteration 7Q (1015.073918 sec): 3 clusters Score: Raw -105532.667580 + Penalty 1624.990983 = -103907.676597 nChanged 37 SP:Iteration 8Q (1015.146741 sec): 3 clusters Score: Raw -105552.643856 + Penalty 1624.990983 = -103927.652874 nChanged 26 SP:Iteration 9Q (1015.227585 sec): 3 clusters Score: Raw -105564.878807 + Penalty 1624.990983 = -103939.887825 nChanged 26 SP:Iteration 10Q (1015.299348 sec): 3 clusters Score: Raw -105576.950785 + Penalty 1624.990983 = -103951.959802 nChanged 24 SP:Iteration 11Q (1015.369247 sec): 3 clusters Score: Raw -105586.422741 + Penalty 1624.990983 = -103961.431759 nChanged 22 SP:Iteration 12Q (1015.438846 sec): 3 clusters Score: Raw -105595.389110 + Penalty 1624.990983 = -103970.398128 nChanged 15 SP:Iteration 13Q (1015.523223 sec): 3 clusters Score: Raw -105600.408127 + Penalty 1624.990983 = -103975.417145 nChanged 10 SP:Iteration 14Q (1015.606701 sec): 3 clusters Score: Raw -105603.244884 + Penalty 1624.990983 = -103978.253901 nChanged 10 SP:Iteration 15Q (1015.673780 sec): 3 clusters Score: Raw -105606.190663 + Penalty 1624.990983 = -103981.199680 nChanged 11 SP:Iteration 16Q (1015.738994 sec): 3 clusters Score: Raw -105610.304041 + Penalty 1624.990983 = -103985.313059 nChanged 9 SP:Iteration 17Q (1015.822911 sec): 3 clusters Score: Raw -105613.493705 + Penalty 1624.990983 = -103988.502723 nChanged 9 SP:Iteration 18Q (1015.900073 sec): 3 clusters Score: Raw -105617.142537 + Penalty 1624.990983 = -103992.151554 nChanged 11 SP:Iteration 19Q (1015.978701 sec): 3 clusters Score: Raw -105622.832717 + Penalty 1624.990983 = -103997.841734 nChanged 12 SP:Iteration 20F (1016.062173 sec): 3 clusters Score: Raw -105627.598118 + Penalty 1624.990983 = -104002.607135 nChanged 13 SP:Iteration 21Q (1016.150367 sec): 3 clusters Score: Raw -105636.074521 + Penalty 1624.990983 = -104011.083539 nChanged 10 SP:Iteration 22Q (1016.225385 sec): 3 clusters Score: Raw -105639.277183 + Penalty 1624.990983 = -104014.286201 nChanged 7 SP:Iteration 23Q (1016.317092 sec): 3 clusters Score: Raw -105643.850820 + Penalty 1624.990983 = -104018.859837 nChanged 12 SP:Iteration 24Q (1016.399262 sec): 3 clusters Score: Raw -105650.598557 + Penalty 1624.990983 = -104025.607574 nChanged 12 SP:Iteration 25Q (1016.510484 sec): 3 clusters Score: Raw -105654.167362 + Penalty 1624.990983 = -104029.176380 nChanged 11 SP:Iteration 26Q (1016.600890 sec): 3 clusters Score: Raw -105660.911030 + Penalty 1624.990983 = -104035.920048 nChanged 15 SP:Iteration 27Q (1016.698492 sec): 3 clusters Score: Raw -105668.067709 + Penalty 1624.990983 = -104043.076727 nChanged 15 SP:Iteration 28Q (1016.809110 sec): 3 clusters Score: Raw -105673.910693 + Penalty 1624.990983 = -104048.919710 nChanged 11 SP:Iteration 29Q (1016.885231 sec): 3 clusters Score: Raw -105679.912462 + Penalty 1624.990983 = -104054.921480 nChanged 13 SP:Iteration 30Q (1016.970462 sec): 3 clusters Score: Raw -105685.948634 + Penalty 1624.990983 = -104060.957651 nChanged 11 SP:Iteration 31Q (1017.075234 sec): 3 clusters Score: Raw -105690.426006 + Penalty 1624.990983 = -104065.435023 nChanged 6 SP:Iteration 32Q (1017.195001 sec): 3 clusters Score: Raw -105693.162934 + Penalty 1624.990983 = -104068.171951 nChanged 16 SP:Iteration 33Q (1017.321885 sec): 3 clusters Score: Raw -105698.529163 + Penalty 1624.990983 = -104073.538181 nChanged 11 SP:Iteration 34Q (1017.403309 sec): 3 clusters Score: Raw -105702.715536 + Penalty 1624.990983 = -104077.724553 nChanged 14 SP:Iteration 35Q (1017.510922 sec): 3 clusters Score: Raw -105709.155784 + Penalty 1624.990983 = -104084.164802 nChanged 12 SP:Iteration 36Q (1017.619150 sec): 3 clusters Score: Raw -105713.651702 + Penalty 1624.990983 = -104088.660720 nChanged 14 SP:Iteration 37Q (1017.722323 sec): 3 clusters Score: Raw -105719.384744 + Penalty 1624.990983 = -104094.393761 nChanged 12 SP:Iteration 38Q (1017.817376 sec): 3 clusters Score: Raw -105725.221775 + Penalty 1624.990983 = -104100.230792 nChanged 8 SP:Iteration 39Q (1017.908468 sec): 3 clusters Score: Raw -105727.032857 + Penalty 1624.990983 = -104102.041875 nChanged 3 SP:Iteration 40F (1018.016774 sec): 3 clusters Score: Raw -105727.863477 + Penalty 1624.990983 = -104102.872494 nChanged 5 SP:Iteration 41Q (1018.115144 sec): 3 clusters Score: Raw -105729.553463 + Penalty 1624.990983 = -104104.562480 nChanged 6 SP:Iteration 42Q (1018.245618 sec): 3 clusters Score: Raw -105732.513935 + Penalty 1624.990983 = -104107.522952 nChanged 8 SP:Iteration 43Q (1018.367550 sec): 3 clusters Score: Raw -105735.771876 + Penalty 1624.990983 = -104110.780893 nChanged 8 SP:Iteration 44Q (1018.489335 sec): 3 clusters Score: Raw -105738.906448 + Penalty 1624.990983 = -104113.915465 nChanged 10 SP:Iteration 45Q (1018.586488 sec): 3 clusters Score: Raw -105743.672269 + Penalty 1624.990983 = -104118.681287 nChanged 10 SP:Iteration 46Q (1018.704060 sec): 3 clusters Score: Raw -105748.081555 + Penalty 1624.990983 = -104123.090573 nChanged 11 SP:Iteration 47Q (1018.809964 sec): 3 clusters Score: Raw -105753.324154 + Penalty 1624.990983 = -104128.333171 nChanged 14 SP:Iteration 48Q (1018.895268 sec): 3 clusters Score: Raw -105760.890869 + Penalty 1624.990983 = -104135.899886 nChanged 16 SP:Iteration 49Q (1018.980588 sec): 3 clusters Score: Raw -105767.451170 + Penalty 1624.990983 = -104142.460187 nChanged 12 SP:Iteration 50Q (1019.065385 sec): 3 clusters Score: Raw -105773.238740 + Penalty 1624.990983 = -104148.247758 nChanged 9 SP:Iteration 51Q (1019.148627 sec): 3 clusters Score: Raw -105776.481991 + Penalty 1624.990983 = -104151.491009 nChanged 4 SP:Iteration 52Q (1019.232570 sec): 3 clusters Score: Raw -105777.642352 + Penalty 1624.990983 = -104152.651369 nChanged 4 SP:Iteration 53Q (1019.315494 sec): 3 clusters Score: Raw -105778.483299 + Penalty 1624.990983 = -104153.492316 nChanged 5 SP:Iteration 54Q (1019.399920 sec): 3 clusters Score: Raw -105779.843983 + Penalty 1624.990983 = -104154.853000 nChanged 5 SP:Iteration 55Q (1019.484613 sec): 3 clusters Score: Raw -105782.079607 + Penalty 1624.990983 = -104157.088624 nChanged 9 SP:Iteration 56Q (1019.569176 sec): 3 clusters Score: Raw -105784.961996 + Penalty 1624.990983 = -104159.971014 nChanged 7 SP:Iteration 57Q (1019.653732 sec): 3 clusters Score: Raw -105787.257587 + Penalty 1624.990983 = -104162.266604 nChanged 8 SP:Iteration 58Q (1019.739166 sec): 3 clusters Score: Raw -105790.094084 + Penalty 1624.990983 = -104165.103101 nChanged 4 SP:Iteration 59Q (1019.843394 sec): 3 clusters Score: Raw -105791.049892 + Penalty 1624.990983 = -104166.058910 nChanged 5 SP:Iteration 60F (1019.908101 sec): 3 clusters Score: Raw -105792.751421 + Penalty 1624.990983 = -104167.760439 nChanged 9 SP:Iteration 61Q (1019.996625 sec): 3 clusters Score: Raw -105796.730739 + Penalty 1624.990983 = -104171.739757 nChanged 9 SP:Iteration 62Q (1020.087902 sec): 3 clusters Score: Raw -105800.319601 + Penalty 1624.990983 = -104175.328618 nChanged 5 SP:Iteration 63Q (1020.166503 sec): 3 clusters Score: Raw -105801.837832 + Penalty 1624.990983 = -104176.846849 nChanged 4 SP:Iteration 64Q (1020.253345 sec): 3 clusters Score: Raw -105802.499812 + Penalty 1624.990983 = -104177.508829 nChanged 3 SP:Iteration 65Q (1020.339401 sec): 3 clusters Score: Raw -105804.386367 + Penalty 1624.990983 = -104179.395385 nChanged 7 SP:Iteration 66Q (1020.468824 sec): 3 clusters Score: Raw -105806.939444 + Penalty 1624.990983 = -104181.948461 nChanged 9 SP:Iteration 67Q (1020.574421 sec): 3 clusters Score: Raw -105811.874512 + Penalty 1624.990983 = -104186.883530 nChanged 9 SP:Iteration 68Q (1020.644258 sec): 3 clusters Score: Raw -105816.695820 + Penalty 1624.990983 = -104191.704837 nChanged 6 SP:Iteration 69Q (1020.733233 sec): 3 clusters Score: Raw -105819.503659 + Penalty 1624.990983 = -104194.512677 nChanged 2 SP:Iteration 70Q (1020.842955 sec): 3 clusters Score: Raw -105819.902044 + Penalty 1624.990983 = -104194.911061 nChanged 1 SP:Iteration 71Q (1020.934927 sec): 3 clusters Score: Raw -105820.335264 + Penalty 1624.990983 = -104195.344281 nChanged 1 SP:Iteration 72Q (1021.019572 sec): 3 clusters Score: Raw -105821.269226 + Penalty 1624.990983 = -104196.278244 nChanged 1 SP:Iteration 73Q (1021.101198 sec): 3 clusters Score: Raw -105821.813271 + Penalty 1624.990983 = -104196.822288 nChanged 1 SP:Iteration 74Q (1021.185689 sec): 3 clusters Score: Raw -105821.870610 + Penalty 1624.990983 = -104196.879628 nChanged 1 SP:Iteration 75Q (1021.270138 sec): 3 clusters Score: Raw -105822.370324 + Penalty 1624.990983 = -104197.379342 nChanged 2 SP:Iteration 76Q (1021.354089 sec): 3 clusters Score: Raw -105822.885610 + Penalty 1624.990983 = -104197.894628 nChanged 0 SP:Iteration 77F (1021.445899 sec): 3 clusters Score: Raw -105822.885610 + Penalty 1624.990983 = -104197.894628 nChanged 0 Trying to split cluster 11 (2044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.476623 sec): 2 clusters Score: Raw -101355.784931 + Penalty 800.379715 = -100555.405216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.569967 sec): 3 clusters Score: Raw -100358.097088 + Penalty 1600.759430 = -98757.337658 nChanged 793 SP:Iteration 1F (1021.645386 sec): 3 clusters Score: Raw -100853.685745 + Penalty 1600.759430 = -99252.926315 nChanged 164 SP:Iteration 2F (1021.705069 sec): 3 clusters Score: Raw -100981.886182 + Penalty 1600.759430 = -99381.126752 nChanged 139 SP:Iteration 3F (1021.788629 sec): 3 clusters Score: Raw -101090.596733 + Penalty 1600.759430 = -99489.837304 nChanged 120 SP:Iteration 4F (1021.849633 sec): 3 clusters Score: Raw -101204.996278 + Penalty 1600.759430 = -99604.236848 nChanged 111 SP:Iteration 5F (1021.929623 sec): 3 clusters Score: Raw -101288.554091 + Penalty 1600.759430 = -99687.794661 nChanged 76 SP:Iteration 6Q (1022.003650 sec): 3 clusters Score: Raw -101347.117207 + Penalty 1600.759430 = -99746.357777 nChanged 71 SP:Iteration 7Q (1022.071116 sec): 3 clusters Score: Raw -101406.002440 + Penalty 1600.759430 = -99805.243010 nChanged 68 SP:Iteration 8Q (1022.148871 sec): 3 clusters Score: Raw -101454.178329 + Penalty 1600.759430 = -99853.418899 nChanged 55 SP:Iteration 9Q (1022.217414 sec): 3 clusters Score: Raw -101502.256325 + Penalty 1600.759430 = -99901.496895 nChanged 69 SP:Iteration 10Q (1022.300479 sec): 3 clusters Score: Raw -101549.425031 + Penalty 1600.759430 = -99948.665601 nChanged 47 SP:Iteration 11Q (1022.395879 sec): 3 clusters Score: Raw -101575.967199 + Penalty 1600.759430 = -99975.207769 nChanged 46 SP:Iteration 12Q (1022.454200 sec): 3 clusters Score: Raw -101604.756521 + Penalty 1600.759430 = -100003.997091 nChanged 35 SP:Iteration 13Q (1022.528043 sec): 3 clusters Score: Raw -101632.020213 + Penalty 1600.759430 = -100031.260783 nChanged 23 SP:Iteration 14Q (1022.609065 sec): 3 clusters Score: Raw -101644.404336 + Penalty 1600.759430 = -100043.644906 nChanged 26 SP:Iteration 15Q (1022.681657 sec): 3 clusters Score: Raw -101658.466614 + Penalty 1600.759430 = -100057.707184 nChanged 21 SP:Iteration 16Q (1022.761978 sec): 3 clusters Score: Raw -101668.088068 + Penalty 1600.759430 = -100067.328638 nChanged 20 SP:Iteration 17Q (1022.852008 sec): 3 clusters Score: Raw -101679.781385 + Penalty 1600.759430 = -100079.021955 nChanged 20 SP:Iteration 18Q (1022.929103 sec): 3 clusters Score: Raw -101693.902808 + Penalty 1600.759430 = -100093.143378 nChanged 22 SP:Iteration 19Q (1022.984206 sec): 3 clusters Score: Raw -101706.564860 + Penalty 1600.759430 = -100105.805430 nChanged 19 SP:Iteration 20F (1023.030212 sec): 3 clusters Score: Raw -101716.620028 + Penalty 1600.759430 = -100115.860598 nChanged 19 SP:Iteration 21Q (1023.115186 sec): 3 clusters Score: Raw -101724.383621 + Penalty 1600.759430 = -100123.624192 nChanged 11 SP:Iteration 22Q (1023.169484 sec): 3 clusters Score: Raw -101729.452806 + Penalty 1600.759430 = -100128.693376 nChanged 10 SP:Iteration 23Q (1023.262104 sec): 3 clusters Score: Raw -101736.209403 + Penalty 1600.759430 = -100135.449973 nChanged 7 SP:Iteration 24Q (1023.345993 sec): 3 clusters Score: Raw -101739.171641 + Penalty 1600.759430 = -100138.412212 nChanged 9 SP:Iteration 25Q (1023.415081 sec): 3 clusters Score: Raw -101743.507349 + Penalty 1600.759430 = -100142.747919 nChanged 7 SP:Iteration 26Q (1023.501827 sec): 3 clusters Score: Raw -101745.785737 + Penalty 1600.759430 = -100145.026307 nChanged 5 SP:Iteration 27Q (1023.568329 sec): 3 clusters Score: Raw -101747.254870 + Penalty 1600.759430 = -100146.495441 nChanged 2 SP:Iteration 28Q (1023.643794 sec): 3 clusters Score: Raw -101747.805964 + Penalty 1600.759430 = -100147.046534 nChanged 2 SP:Iteration 29Q (1023.726939 sec): 3 clusters Score: Raw -101748.362938 + Penalty 1600.759430 = -100147.603508 nChanged 4 SP:Iteration 30Q (1023.803175 sec): 3 clusters Score: Raw -101749.477172 + Penalty 1600.759430 = -100148.717742 nChanged 3 SP:Iteration 31Q (1023.861961 sec): 3 clusters Score: Raw -101750.043228 + Penalty 1600.759430 = -100149.283798 nChanged 2 SP:Iteration 32Q (1023.958313 sec): 3 clusters Score: Raw -101750.781087 + Penalty 1600.759430 = -100150.021657 nChanged 2 SP:Iteration 33Q (1024.019089 sec): 3 clusters Score: Raw -101751.202180 + Penalty 1600.759430 = -100150.442751 nChanged 1 SP:Iteration 34Q (1024.095676 sec): 3 clusters Score: Raw -101751.681127 + Penalty 1600.759430 = -100150.921697 nChanged 3 SP:Iteration 35Q (1024.157290 sec): 3 clusters Score: Raw -101752.730153 + Penalty 1600.759430 = -100151.970723 nChanged 5 SP:Iteration 36Q (1024.227560 sec): 3 clusters Score: Raw -101755.338876 + Penalty 1600.759430 = -100154.579446 nChanged 9 SP:Iteration 37Q (1024.305253 sec): 3 clusters Score: Raw -101759.250669 + Penalty 1600.759430 = -100158.491239 nChanged 8 SP:Iteration 38Q (1024.380474 sec): 3 clusters Score: Raw -101762.848650 + Penalty 1600.759430 = -100162.089220 nChanged 7 SP:Iteration 39Q (1024.465449 sec): 3 clusters Score: Raw -101765.643254 + Penalty 1600.759430 = -100164.883825 nChanged 6 SP:Iteration 40F (1024.517483 sec): 3 clusters Score: Raw -101768.619295 + Penalty 1600.759430 = -100167.859865 nChanged 10 SP:Iteration 41Q (1024.578896 sec): 3 clusters Score: Raw -101773.386414 + Penalty 1600.759430 = -100172.626984 nChanged 12 SP:Iteration 42Q (1024.637658 sec): 3 clusters Score: Raw -101779.320557 + Penalty 1600.759430 = -100178.561128 nChanged 9 SP:Iteration 43Q (1024.700816 sec): 3 clusters Score: Raw -101786.503261 + Penalty 1600.759430 = -100185.743831 nChanged 8 SP:Iteration 44Q (1024.800271 sec): 3 clusters Score: Raw -101790.564028 + Penalty 1600.759430 = -100189.804598 nChanged 12 SP:Iteration 45Q (1024.860601 sec): 3 clusters Score: Raw -101799.653110 + Penalty 1600.759430 = -100198.893680 nChanged 11 SP:Iteration 46Q (1024.929180 sec): 3 clusters Score: Raw -101806.439563 + Penalty 1600.759430 = -100205.680133 nChanged 13 SP:Iteration 47Q (1024.993226 sec): 3 clusters Score: Raw -101823.341943 + Penalty 1600.759430 = -100222.582513 nChanged 21 SP:Iteration 48Q (1025.090088 sec): 3 clusters Score: Raw -101860.267005 + Penalty 1600.759430 = -100259.507576 nChanged 39 SP:Iteration 49Q (1025.161632 sec): 3 clusters Score: Raw -101918.457121 + Penalty 1600.759430 = -100317.697691 nChanged 40 SP:Iteration 50Q (1025.231120 sec): 3 clusters Score: Raw -101980.120575 + Penalty 1600.759430 = -100379.361145 nChanged 40 SP:Iteration 51Q (1025.316634 sec): 3 clusters Score: Raw -102041.456795 + Penalty 1600.759430 = -100440.697365 nChanged 34 SP:Iteration 52Q (1025.391875 sec): 3 clusters Score: Raw -102093.546596 + Penalty 1600.759430 = -100492.787167 nChanged 27 SP:Iteration 53Q (1025.472426 sec): 3 clusters Score: Raw -102125.663353 + Penalty 1600.759430 = -100524.903923 nChanged 18 SP:Iteration 54Q (1025.543061 sec): 3 clusters Score: Raw -102138.704763 + Penalty 1600.759430 = -100537.945334 nChanged 14 SP:Iteration 55Q (1025.607574 sec): 3 clusters Score: Raw -102148.100415 + Penalty 1600.759430 = -100547.340986 nChanged 11 SP:Iteration 56Q (1025.686182 sec): 3 clusters Score: Raw -102155.070227 + Penalty 1600.759430 = -100554.310797 nChanged 8 SP:Iteration 57Q (1025.753394 sec): 3 clusters Score: Raw -102158.491937 + Penalty 1600.759430 = -100557.732508 nChanged 6 SP:Iteration 58Q (1025.847542 sec): 3 clusters Score: Raw -102162.008219 + Penalty 1600.759430 = -100561.248790 nChanged 6 SP:Iteration 59Q (1025.912786 sec): 3 clusters Score: Raw -102164.817557 + Penalty 1600.759430 = -100564.058127 nChanged 3 SP:Iteration 60F (1025.998718 sec): 3 clusters Score: Raw -102166.561124 + Penalty 1600.759430 = -100565.801694 nChanged 1 SP:Iteration 61Q (1026.077445 sec): 3 clusters Score: Raw -102167.412941 + Penalty 1600.759430 = -100566.653512 nChanged 4 SP:Iteration 62Q (1026.141860 sec): 3 clusters Score: Raw -102170.046623 + Penalty 1600.759430 = -100569.287194 nChanged 4 SP:Iteration 63Q (1026.208546 sec): 3 clusters Score: Raw -102171.732731 + Penalty 1600.759430 = -100570.973301 nChanged 2 SP:Iteration 64Q (1026.294774 sec): 3 clusters Score: Raw -102172.447893 + Penalty 1600.759430 = -100571.688464 nChanged 3 SP:Iteration 65Q (1026.383497 sec): 3 clusters Score: Raw -102174.293812 + Penalty 1600.759430 = -100573.534382 nChanged 1 SP:Iteration 66Q (1026.466817 sec): 3 clusters Score: Raw -102174.778718 + Penalty 1600.759430 = -100574.019289 nChanged 0 SP:Iteration 67F (1026.534086 sec): 3 clusters Score: Raw -102174.778718 + Penalty 1600.759430 = -100574.019289 nChanged 0 Score: Raw -2006426.892395 + Penalty 16729.896126 = -1989696.996269 Splitting cluster 11 changes total score from -1989696.777892 to -1989696.996269 So it's getting split into cluster 15. Trying to split cluster 12 (740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1027.507946 sec): 2 clusters Score: Raw -33317.066807 + Penalty 693.698270 = -32623.368538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1027.589128 sec): 3 clusters Score: Raw -33079.458392 + Penalty 1387.396539 = -31692.061852 nChanged 202 SP:Iteration 1F (1027.652843 sec): 3 clusters Score: Raw -33303.318747 + Penalty 1387.396539 = -31915.922208 nChanged 79 SP:Iteration 2F (1027.738854 sec): 3 clusters Score: Raw -33438.953338 + Penalty 1387.396539 = -32051.556799 nChanged 61 SP:Iteration 3F (1027.800214 sec): 3 clusters Score: Raw -33547.520506 + Penalty 1387.396539 = -32160.123967 nChanged 39 SP:Iteration 4F (1027.870565 sec): 3 clusters Score: Raw -33617.847176 + Penalty 1387.396539 = -32230.450637 nChanged 33 SP:Iteration 5Q (1027.955085 sec): 3 clusters Score: Raw -33677.291094 + Penalty 1387.396539 = -32289.894555 nChanged 23 SP:Iteration 6Q (1028.069984 sec): 3 clusters Score: Raw -33710.128871 + Penalty 1387.396539 = -32322.732332 nChanged 13 SP:Iteration 7Q (1028.157934 sec): 3 clusters Score: Raw -33725.453535 + Penalty 1387.396539 = -32338.056996 nChanged 7 SP:Iteration 8Q (1028.247194 sec): 3 clusters Score: Raw -33733.769857 + Penalty 1387.396539 = -32346.373318 nChanged 4 SP:Iteration 9Q (1028.331297 sec): 3 clusters Score: Raw -33736.789025 + Penalty 1387.396539 = -32349.392486 nChanged 1 SP:Iteration 10Q (1028.432509 sec): 3 clusters Score: Raw -33737.322715 + Penalty 1387.396539 = -32349.926176 nChanged 0 SP:Iteration 11F (1028.494586 sec): 3 clusters Score: Raw -33737.322715 + Penalty 1387.396539 = -32349.926176 nChanged 0 Trying to split cluster 13 (7718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1028.562610 sec): 2 clusters Score: Raw -436872.687194 + Penalty 939.887607 = -435932.799587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1028.712221 sec): 3 clusters Score: Raw -432439.532981 + Penalty 1879.775214 = -430559.757767 nChanged 3417 SP:Iteration 1F (1028.796107 sec): 3 clusters Score: Raw -434449.563108 + Penalty 1879.775214 = -432569.787895 nChanged 467 SP:Iteration 2F (1028.887649 sec): 3 clusters Score: Raw -434645.615671 + Penalty 1879.775214 = -432765.840457 nChanged 364 SP:Iteration 3Q (1028.993401 sec): 3 clusters Score: Raw -434812.867185 + Penalty 1879.775214 = -432933.091972 nChanged 317 SP:Iteration 4Q (1029.095421 sec): 3 clusters Score: Raw -434950.080794 + Penalty 1879.775214 = -433070.305580 nChanged 303 SP:Iteration 5Q (1029.215239 sec): 3 clusters Score: Raw -435096.991090 + Penalty 1879.775214 = -433217.215876 nChanged 311 SP:Iteration 6Q (1029.307477 sec): 3 clusters Score: Raw -435241.352136 + Penalty 1879.775214 = -433361.576922 nChanged 288 SP:Iteration 7Q (1029.425382 sec): 3 clusters Score: Raw -435369.717470 + Penalty 1879.775214 = -433489.942256 nChanged 272 SP:Iteration 8Q (1029.508232 sec): 3 clusters Score: Raw -435489.984559 + Penalty 1879.775214 = -433610.209345 nChanged 232 SP:Iteration 9Q (1029.634698 sec): 3 clusters Score: Raw -435583.920013 + Penalty 1879.775214 = -433704.144799 nChanged 200 SP:Iteration 10Q (1029.744064 sec): 3 clusters Score: Raw -435659.332864 + Penalty 1879.775214 = -433779.557650 nChanged 193 SP:Iteration 11Q (1029.857525 sec): 3 clusters Score: Raw -435734.033723 + Penalty 1879.775214 = -433854.258509 nChanged 176 SP:Iteration 12Q (1029.974485 sec): 3 clusters Score: Raw -435803.683654 + Penalty 1879.775214 = -433923.908440 nChanged 181 SP:Iteration 13Q (1030.065991 sec): 3 clusters Score: Raw -435869.806998 + Penalty 1879.775214 = -433990.031784 nChanged 163 SP:Iteration 14Q (1030.209144 sec): 3 clusters Score: Raw -435930.806962 + Penalty 1879.775214 = -434051.031748 nChanged 155 SP:Iteration 15Q (1030.320965 sec): 3 clusters Score: Raw -435995.343154 + Penalty 1879.775214 = -434115.567940 nChanged 154 SP:Iteration 16Q (1030.456226 sec): 3 clusters Score: Raw -436055.984449 + Penalty 1879.775214 = -434176.209235 nChanged 145 SP:Iteration 17Q (1030.546248 sec): 3 clusters Score: Raw -436104.926540 + Penalty 1879.775214 = -434225.151326 nChanged 139 SP:Iteration 18Q (1030.672642 sec): 3 clusters Score: Raw -436157.598162 + Penalty 1879.775214 = -434277.822949 nChanged 155 SP:Iteration 19Q (1030.791175 sec): 3 clusters Score: Raw -436216.829231 + Penalty 1879.775214 = -434337.054017 nChanged 131 SP:Iteration 20F (1030.925841 sec): 3 clusters Score: Raw -436264.244500 + Penalty 1879.775214 = -434384.469286 nChanged 119 SP:Iteration 21Q (1031.034197 sec): 3 clusters Score: Raw -436301.405880 + Penalty 1879.775214 = -434421.630666 nChanged 101 SP:Iteration 22Q (1031.157440 sec): 3 clusters Score: Raw -436335.921140 + Penalty 1879.775214 = -434456.145926 nChanged 108 SP:Iteration 23Q (1031.247525 sec): 3 clusters Score: Raw -436377.421061 + Penalty 1879.775214 = -434497.645847 nChanged 117 SP:Iteration 24Q (1031.372805 sec): 3 clusters Score: Raw -436430.243917 + Penalty 1879.775214 = -434550.468703 nChanged 127 SP:Iteration 25Q (1031.477408 sec): 3 clusters Score: Raw -436505.668623 + Penalty 1879.775214 = -434625.893409 nChanged 165 SP:Iteration 26Q (1031.588868 sec): 3 clusters Score: Raw -436598.320522 + Penalty 1879.775214 = -434718.545308 nChanged 142 SP:Iteration 27Q (1031.688320 sec): 3 clusters Score: Raw -436677.937965 + Penalty 1879.775214 = -434798.162751 nChanged 139 SP:Iteration 28Q (1031.810070 sec): 3 clusters Score: Raw -436759.877501 + Penalty 1879.775214 = -434880.102287 nChanged 134 SP:Iteration 29Q (1031.937662 sec): 3 clusters Score: Raw -436838.268142 + Penalty 1879.775214 = -434958.492928 nChanged 113 SP:Iteration 30Q (1032.060771 sec): 3 clusters Score: Raw -436901.629621 + Penalty 1879.775214 = -435021.854407 nChanged 106 SP:Iteration 31Q (1032.170340 sec): 3 clusters Score: Raw -436953.721884 + Penalty 1879.775214 = -435073.946670 nChanged 83 SP:Iteration 32Q (1032.286420 sec): 3 clusters Score: Raw -436993.302805 + Penalty 1879.775214 = -435113.527591 nChanged 82 SP:Iteration 33Q (1032.417710 sec): 3 clusters Score: Raw -437041.906804 + Penalty 1879.775214 = -435162.131591 nChanged 86 SP:Iteration 34Q (1032.541552 sec): 3 clusters Score: Raw -437088.269664 + Penalty 1879.775214 = -435208.494450 nChanged 56 SP:Iteration 35Q (1032.660837 sec): 3 clusters Score: Raw -437118.045454 + Penalty 1879.775214 = -435238.270241 nChanged 55 SP:Iteration 36Q (1032.784044 sec): 3 clusters Score: Raw -437147.224146 + Penalty 1879.775214 = -435267.448932 nChanged 49 SP:Iteration 37Q (1032.903672 sec): 3 clusters Score: Raw -437170.457366 + Penalty 1879.775214 = -435290.682153 nChanged 34 SP:Iteration 38Q (1033.014688 sec): 3 clusters Score: Raw -437184.105760 + Penalty 1879.775214 = -435304.330546 nChanged 29 SP:Iteration 39Q (1033.123726 sec): 3 clusters Score: Raw -437196.443990 + Penalty 1879.775214 = -435316.668776 nChanged 25 SP:Iteration 40F (1033.204382 sec): 3 clusters Score: Raw -437206.659664 + Penalty 1879.775214 = -435326.884451 nChanged 16 SP:Iteration 41Q (1033.308008 sec): 3 clusters Score: Raw -437213.535038 + Penalty 1879.775214 = -435333.759824 nChanged 20 SP:Iteration 42Q (1033.391903 sec): 3 clusters Score: Raw -437222.414097 + Penalty 1879.775214 = -435342.638883 nChanged 20 SP:Iteration 43Q (1033.500276 sec): 3 clusters Score: Raw -437230.142845 + Penalty 1879.775214 = -435350.367631 nChanged 15 SP:Iteration 44Q (1033.583377 sec): 3 clusters Score: Raw -437237.056538 + Penalty 1879.775214 = -435357.281324 nChanged 16 SP:Iteration 45Q (1033.674516 sec): 3 clusters Score: Raw -437244.183148 + Penalty 1879.775214 = -435364.407934 nChanged 10 SP:Iteration 46Q (1033.766723 sec): 3 clusters Score: Raw -437248.028420 + Penalty 1879.775214 = -435368.253206 nChanged 10 SP:Iteration 47Q (1033.866525 sec): 3 clusters Score: Raw -437251.490013 + Penalty 1879.775214 = -435371.714800 nChanged 7 SP:Iteration 48Q (1033.960565 sec): 3 clusters Score: Raw -437254.643815 + Penalty 1879.775214 = -435374.868601 nChanged 5 SP:Iteration 49Q (1034.053972 sec): 3 clusters Score: Raw -437256.966164 + Penalty 1879.775214 = -435377.190950 nChanged 4 SP:Iteration 50Q (1034.139255 sec): 3 clusters Score: Raw -437258.537202 + Penalty 1879.775214 = -435378.761988 nChanged 0 SP:Iteration 51F (1034.234487 sec): 3 clusters Score: Raw -437258.537202 + Penalty 1879.775214 = -435378.761988 nChanged 0 Iteration 133F (1035.330551 sec): 16 clusters Score: Raw -2006782.753317 + Penalty 16729.896126 = -1990052.857192 nChanged 457 Iteration 134Q (1036.250675 sec): 16 clusters Score: Raw -2007099.770731 + Penalty 16729.896126 = -1990369.874605 nChanged 261 Iteration 135Q (1037.077396 sec): 16 clusters Score: Raw -2007287.420359 + Penalty 16729.896126 = -1990557.524234 nChanged 221 Iteration 136Q (1037.818328 sec): 16 clusters Score: Raw -2007469.118209 + Penalty 16729.896126 = -1990739.222083 nChanged 229 Iteration 137Q (1038.539162 sec): 16 clusters Score: Raw -2007626.586170 + Penalty 16729.896126 = -1990896.690044 nChanged 219 Iteration 138Q (1039.346033 sec): 16 clusters Score: Raw -2007750.140448 + Penalty 16729.896126 = -1991020.244322 nChanged 211 Writing temp clu file Because OldScore, -1990896.690044, is greater than current (better) Score,-1991020.244322 Compute initial score before splitting: Score: Raw -2007750.140448 + Penalty 16729.896126 = -1991020.244322 Trying to split cluster 1 (5051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1039.427210 sec): 2 clusters Score: Raw -268113.911699 + Penalty 895.370860 = -267218.540839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1039.517446 sec): 3 clusters Score: Raw -265388.971147 + Penalty 1790.741720 = -263598.229427 nChanged 2118 SP:Iteration 1F (1039.587059 sec): 3 clusters Score: Raw -266724.805076 + Penalty 1790.741720 = -264934.063356 nChanged 449 SP:Iteration 2F (1039.683588 sec): 3 clusters Score: Raw -267030.500450 + Penalty 1790.741720 = -265239.758730 nChanged 333 SP:Iteration 3F (1039.781095 sec): 3 clusters Score: Raw -267216.994370 + Penalty 1790.741720 = -265426.252651 nChanged 247 SP:Iteration 4Q (1039.866422 sec): 3 clusters Score: Raw -267343.730702 + Penalty 1790.741720 = -265552.988983 nChanged 202 SP:Iteration 5Q (1039.989068 sec): 3 clusters Score: Raw -267450.065060 + Penalty 1790.741720 = -265659.323341 nChanged 198 SP:Iteration 6Q (1040.086476 sec): 3 clusters Score: Raw -267552.804178 + Penalty 1790.741720 = -265762.062458 nChanged 162 SP:Iteration 7Q (1040.167137 sec): 3 clusters Score: Raw -267626.404614 + Penalty 1790.741720 = -265835.662894 nChanged 148 SP:Iteration 8Q (1040.280546 sec): 3 clusters Score: Raw -267690.103171 + Penalty 1790.741720 = -265899.361452 nChanged 107 SP:Iteration 9Q (1040.382002 sec): 3 clusters Score: Raw -267746.644814 + Penalty 1790.741720 = -265955.903094 nChanged 118 SP:Iteration 10Q (1040.484275 sec): 3 clusters Score: Raw -267806.923083 + Penalty 1790.741720 = -266016.181363 nChanged 114 SP:Iteration 11Q (1040.561861 sec): 3 clusters Score: Raw -267869.066925 + Penalty 1790.741720 = -266078.325206 nChanged 134 SP:Iteration 12Q (1040.690048 sec): 3 clusters Score: Raw -267966.095761 + Penalty 1790.741720 = -266175.354041 nChanged 144 SP:Iteration 13Q (1040.792648 sec): 3 clusters Score: Raw -268062.159243 + Penalty 1790.741720 = -266271.417524 nChanged 123 SP:Iteration 14Q (1040.890558 sec): 3 clusters Score: Raw -268151.655487 + Penalty 1790.741720 = -266360.913767 nChanged 109 SP:Iteration 15Q (1041.010433 sec): 3 clusters Score: Raw -268230.059508 + Penalty 1790.741720 = -266439.317788 nChanged 108 SP:Iteration 16Q (1041.110190 sec): 3 clusters Score: Raw -268284.390844 + Penalty 1790.741720 = -266493.649125 nChanged 81 SP:Iteration 17Q (1041.205988 sec): 3 clusters Score: Raw -268326.384315 + Penalty 1790.741720 = -266535.642595 nChanged 69 SP:Iteration 18Q (1041.303577 sec): 3 clusters Score: Raw -268349.878323 + Penalty 1790.741720 = -266559.136603 nChanged 48 SP:Iteration 19Q (1041.444842 sec): 3 clusters Score: Raw -268368.498786 + Penalty 1790.741720 = -266577.757067 nChanged 46 SP:Iteration 20F (1041.527392 sec): 3 clusters Score: Raw -268384.935760 + Penalty 1790.741720 = -266594.194041 nChanged 41 SP:Iteration 21Q (1041.631708 sec): 3 clusters Score: Raw -268399.388941 + Penalty 1790.741720 = -266608.647222 nChanged 38 SP:Iteration 22Q (1041.744795 sec): 3 clusters Score: Raw -268413.337709 + Penalty 1790.741720 = -266622.595990 nChanged 36 SP:Iteration 23Q (1041.850760 sec): 3 clusters Score: Raw -268423.251941 + Penalty 1790.741720 = -266632.510221 nChanged 23 SP:Iteration 24Q (1041.955595 sec): 3 clusters Score: Raw -268430.154517 + Penalty 1790.741720 = -266639.412798 nChanged 20 SP:Iteration 25Q (1042.058063 sec): 3 clusters Score: Raw -268435.808436 + Penalty 1790.741720 = -266645.066716 nChanged 18 SP:Iteration 26Q (1042.152401 sec): 3 clusters Score: Raw -268442.178102 + Penalty 1790.741720 = -266651.436382 nChanged 19 SP:Iteration 27Q (1042.299874 sec): 3 clusters Score: Raw -268447.070750 + Penalty 1790.741720 = -266656.329030 nChanged 22 SP:Iteration 28Q (1042.417774 sec): 3 clusters Score: Raw -268453.842918 + Penalty 1790.741720 = -266663.101198 nChanged 23 SP:Iteration 29Q (1042.534316 sec): 3 clusters Score: Raw -268463.711816 + Penalty 1790.741720 = -266672.970096 nChanged 24 SP:Iteration 30Q (1042.646763 sec): 3 clusters Score: Raw -268472.921847 + Penalty 1790.741720 = -266682.180128 nChanged 20 SP:Iteration 31Q (1042.760916 sec): 3 clusters Score: Raw -268481.813814 + Penalty 1790.741720 = -266691.072094 nChanged 18 SP:Iteration 32Q (1042.878619 sec): 3 clusters Score: Raw -268492.406118 + Penalty 1790.741720 = -266701.664398 nChanged 23 SP:Iteration 33Q (1042.966687 sec): 3 clusters Score: Raw -268502.181065 + Penalty 1790.741720 = -266711.439345 nChanged 20 SP:Iteration 34Q (1043.086994 sec): 3 clusters Score: Raw -268509.372066 + Penalty 1790.741720 = -266718.630347 nChanged 15 SP:Iteration 35Q (1043.183437 sec): 3 clusters Score: Raw -268513.327876 + Penalty 1790.741720 = -266722.586156 nChanged 10 SP:Iteration 36Q (1043.309456 sec): 3 clusters Score: Raw -268515.954714 + Penalty 1790.741720 = -266725.212994 nChanged 7 SP:Iteration 37Q (1043.446772 sec): 3 clusters Score: Raw -268517.476280 + Penalty 1790.741720 = -266726.734561 nChanged 5 SP:Iteration 38Q (1043.521055 sec): 3 clusters Score: Raw -268518.787996 + Penalty 1790.741720 = -266728.046276 nChanged 6 SP:Iteration 39Q (1043.624887 sec): 3 clusters Score: Raw -268519.584978 + Penalty 1790.741720 = -266728.843259 nChanged 4 SP:Iteration 40F (1043.727475 sec): 3 clusters Score: Raw -268520.107542 + Penalty 1790.741720 = -266729.365823 nChanged 4 SP:Iteration 41Q (1043.827666 sec): 3 clusters Score: Raw -268520.898683 + Penalty 1790.741720 = -266730.156963 nChanged 2 SP:Iteration 42Q (1043.926910 sec): 3 clusters Score: Raw -268521.173276 + Penalty 1790.741720 = -266730.431556 nChanged 1 SP:Iteration 43Q (1044.040636 sec): 3 clusters Score: Raw -268521.298269 + Penalty 1790.741720 = -266730.556549 nChanged 1 SP:Iteration 44Q (1044.115907 sec): 3 clusters Score: Raw -268521.452343 + Penalty 1790.741720 = -266730.710623 nChanged 1 SP:Iteration 45Q (1044.215208 sec): 3 clusters Score: Raw -268521.497276 + Penalty 1790.741720 = -266730.755556 nChanged 0 SP:Iteration 46F (1044.334370 sec): 3 clusters Score: Raw -268521.497276 + Penalty 1790.741720 = -266730.755556 nChanged 0 Trying to split cluster 2 (3849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1044.396909 sec): 2 clusters Score: Raw -178717.234372 + Penalty 866.834709 = -177850.399663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1044.530479 sec): 3 clusters Score: Raw -176689.720176 + Penalty 1733.669417 = -174956.050758 nChanged 1604 SP:Iteration 1F (1044.635178 sec): 3 clusters Score: Raw -177847.987096 + Penalty 1733.669417 = -176114.317678 nChanged 371 SP:Iteration 2F (1044.742605 sec): 3 clusters Score: Raw -178157.737795 + Penalty 1733.669417 = -176424.068378 nChanged 245 SP:Iteration 3F (1044.837725 sec): 3 clusters Score: Raw -178342.531926 + Penalty 1733.669417 = -176608.862509 nChanged 203 SP:Iteration 4F (1044.924158 sec): 3 clusters Score: Raw -178481.078882 + Penalty 1733.669417 = -176747.409465 nChanged 186 SP:Iteration 5Q (1045.019563 sec): 3 clusters Score: Raw -178616.952085 + Penalty 1733.669417 = -176883.282668 nChanged 166 SP:Iteration 6Q (1045.103931 sec): 3 clusters Score: Raw -178736.583868 + Penalty 1733.669417 = -177002.914451 nChanged 130 SP:Iteration 7Q (1045.197814 sec): 3 clusters Score: Raw -178803.676545 + Penalty 1733.669417 = -177070.007127 nChanged 88 SP:Iteration 8Q (1045.280633 sec): 3 clusters Score: Raw -178842.801989 + Penalty 1733.669417 = -177109.132572 nChanged 64 SP:Iteration 9Q (1045.384140 sec): 3 clusters Score: Raw -178882.823003 + Penalty 1733.669417 = -177149.153586 nChanged 74 SP:Iteration 10Q (1045.460998 sec): 3 clusters Score: Raw -178917.017982 + Penalty 1733.669417 = -177183.348565 nChanged 56 SP:Iteration 11Q (1045.569039 sec): 3 clusters Score: Raw -178940.487031 + Penalty 1733.669417 = -177206.817613 nChanged 49 SP:Iteration 12Q (1045.662760 sec): 3 clusters Score: Raw -178958.411111 + Penalty 1733.669417 = -177224.741694 nChanged 40 SP:Iteration 13Q (1045.745869 sec): 3 clusters Score: Raw -178970.599534 + Penalty 1733.669417 = -177236.930117 nChanged 32 SP:Iteration 14Q (1045.838830 sec): 3 clusters Score: Raw -178977.906046 + Penalty 1733.669417 = -177244.236628 nChanged 20 SP:Iteration 15Q (1045.925753 sec): 3 clusters Score: Raw -178982.492556 + Penalty 1733.669417 = -177248.823138 nChanged 17 SP:Iteration 16Q (1046.019018 sec): 3 clusters Score: Raw -178986.113494 + Penalty 1733.669417 = -177252.444077 nChanged 14 SP:Iteration 17Q (1046.112653 sec): 3 clusters Score: Raw -178989.273901 + Penalty 1733.669417 = -177255.604484 nChanged 15 SP:Iteration 18Q (1046.206367 sec): 3 clusters Score: Raw -178991.792166 + Penalty 1733.669417 = -177258.122749 nChanged 13 SP:Iteration 19Q (1046.299554 sec): 3 clusters Score: Raw -178994.127693 + Penalty 1733.669417 = -177260.458276 nChanged 10 SP:Iteration 20F (1046.392918 sec): 3 clusters Score: Raw -178995.537039 + Penalty 1733.669417 = -177261.867622 nChanged 8 SP:Iteration 21Q (1046.476130 sec): 3 clusters Score: Raw -178997.402597 + Penalty 1733.669417 = -177263.733180 nChanged 6 SP:Iteration 22Q (1046.569588 sec): 3 clusters Score: Raw -178998.873347 + Penalty 1733.669417 = -177265.203930 nChanged 10 SP:Iteration 23Q (1046.663857 sec): 3 clusters Score: Raw -179000.249913 + Penalty 1733.669417 = -177266.580496 nChanged 5 SP:Iteration 24Q (1046.757435 sec): 3 clusters Score: Raw -179000.893979 + Penalty 1733.669417 = -177267.224562 nChanged 7 SP:Iteration 25Q (1046.867640 sec): 3 clusters Score: Raw -179002.246702 + Penalty 1733.669417 = -177268.577285 nChanged 6 SP:Iteration 26Q (1046.941561 sec): 3 clusters Score: Raw -179003.689019 + Penalty 1733.669417 = -177270.019602 nChanged 7 SP:Iteration 27Q (1047.055138 sec): 3 clusters Score: Raw -179004.546537 + Penalty 1733.669417 = -177270.877120 nChanged 1 SP:Iteration 28Q (1047.146386 sec): 3 clusters Score: Raw -179004.711373 + Penalty 1733.669417 = -177271.041955 nChanged 1 SP:Iteration 29Q (1047.240216 sec): 3 clusters Score: Raw -179004.800231 + Penalty 1733.669417 = -177271.130814 nChanged 1 SP:Iteration 30Q (1047.332375 sec): 3 clusters Score: Raw -179004.918263 + Penalty 1733.669417 = -177271.248846 nChanged 2 SP:Iteration 31Q (1047.425342 sec): 3 clusters Score: Raw -179005.418879 + Penalty 1733.669417 = -177271.749462 nChanged 3 SP:Iteration 32Q (1047.502252 sec): 3 clusters Score: Raw -179006.139013 + Penalty 1733.669417 = -177272.469596 nChanged 4 SP:Iteration 33Q (1047.606435 sec): 3 clusters Score: Raw -179007.028341 + Penalty 1733.669417 = -177273.358924 nChanged 5 SP:Iteration 34Q (1047.689863 sec): 3 clusters Score: Raw -179007.664661 + Penalty 1733.669417 = -177273.995244 nChanged 3 SP:Iteration 35Q (1047.779755 sec): 3 clusters Score: Raw -179007.937107 + Penalty 1733.669417 = -177274.267689 nChanged 0 SP:Iteration 36F (1047.875591 sec): 3 clusters Score: Raw -179007.937107 + Penalty 1733.669417 = -177274.267689 nChanged 0 Trying to split cluster 3 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1047.936124 sec): 2 clusters Score: Raw -29223.271625 + Penalty 716.673304 = -28506.598322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1048.015465 sec): 3 clusters Score: Raw -28905.070672 + Penalty 1433.346608 = -27471.724064 nChanged 325 SP:Iteration 1F (1048.074022 sec): 3 clusters Score: Raw -29337.425852 + Penalty 1433.346608 = -27904.079245 nChanged 113 SP:Iteration 2F (1048.144722 sec): 3 clusters Score: Raw -29521.206366 + Penalty 1433.346608 = -28087.859759 nChanged 71 SP:Iteration 3F (1048.215183 sec): 3 clusters Score: Raw -29622.558332 + Penalty 1433.346608 = -28189.211724 nChanged 43 SP:Iteration 4Q (1048.287889 sec): 3 clusters Score: Raw -29693.442332 + Penalty 1433.346608 = -28260.095724 nChanged 41 SP:Iteration 5Q (1048.365795 sec): 3 clusters Score: Raw -29746.264909 + Penalty 1433.346608 = -28312.918301 nChanged 30 SP:Iteration 6Q (1048.417348 sec): 3 clusters Score: Raw -29779.695735 + Penalty 1433.346608 = -28346.349128 nChanged 14 SP:Iteration 7Q (1048.477514 sec): 3 clusters Score: Raw -29792.353251 + Penalty 1433.346608 = -28359.006643 nChanged 7 SP:Iteration 8Q (1048.562734 sec): 3 clusters Score: Raw -29799.283064 + Penalty 1433.346608 = -28365.936456 nChanged 6 SP:Iteration 9Q (1048.640640 sec): 3 clusters Score: Raw -29801.951164 + Penalty 1433.346608 = -28368.604556 nChanged 1 SP:Iteration 10Q (1048.732276 sec): 3 clusters Score: Raw -29802.385020 + Penalty 1433.346608 = -28369.038413 nChanged 0 SP:Iteration 11F (1048.793969 sec): 3 clusters Score: Raw -29802.385020 + Penalty 1433.346608 = -28369.038413 nChanged 0 Trying to split cluster 4 (2394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1048.836282 sec): 2 clusters Score: Raw -133658.276610 + Penalty 816.975693 = -132841.300917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1048.910436 sec): 3 clusters Score: Raw -132480.898318 + Penalty 1633.951386 = -130846.946932 nChanged 943 SP:Iteration 1F (1049.006695 sec): 3 clusters Score: Raw -133033.179646 + Penalty 1633.951386 = -131399.228260 nChanged 170 SP:Iteration 2F (1049.073771 sec): 3 clusters Score: Raw -133141.753967 + Penalty 1633.951386 = -131507.802581 nChanged 112 SP:Iteration 3Q (1049.159825 sec): 3 clusters Score: Raw -133206.957748 + Penalty 1633.951386 = -131573.006362 nChanged 95 SP:Iteration 4Q (1049.249019 sec): 3 clusters Score: Raw -133252.445237 + Penalty 1633.951386 = -131618.493851 nChanged 71 SP:Iteration 5Q (1049.331523 sec): 3 clusters Score: Raw -133296.595730 + Penalty 1633.951386 = -131662.644344 nChanged 62 SP:Iteration 6Q (1049.407831 sec): 3 clusters Score: Raw -133330.544396 + Penalty 1633.951386 = -131696.593010 nChanged 46 SP:Iteration 7Q (1049.489022 sec): 3 clusters Score: Raw -133352.647589 + Penalty 1633.951386 = -131718.696203 nChanged 39 SP:Iteration 8Q (1049.549883 sec): 3 clusters Score: Raw -133367.456430 + Penalty 1633.951386 = -131733.505044 nChanged 29 SP:Iteration 9Q (1049.631547 sec): 3 clusters Score: Raw -133379.253116 + Penalty 1633.951386 = -131745.301730 nChanged 26 SP:Iteration 10Q (1049.709755 sec): 3 clusters Score: Raw -133389.578494 + Penalty 1633.951386 = -131755.627108 nChanged 25 SP:Iteration 11Q (1049.781066 sec): 3 clusters Score: Raw -133399.795300 + Penalty 1633.951386 = -131765.843914 nChanged 27 SP:Iteration 12Q (1049.848692 sec): 3 clusters Score: Raw -133409.154413 + Penalty 1633.951386 = -131775.203027 nChanged 25 SP:Iteration 13Q (1049.941401 sec): 3 clusters Score: Raw -133418.645839 + Penalty 1633.951386 = -131784.694453 nChanged 23 SP:Iteration 14Q (1050.013081 sec): 3 clusters Score: Raw -133430.059195 + Penalty 1633.951386 = -131796.107809 nChanged 26 SP:Iteration 15Q (1050.097204 sec): 3 clusters Score: Raw -133441.342717 + Penalty 1633.951386 = -131807.391331 nChanged 27 SP:Iteration 16Q (1050.163462 sec): 3 clusters Score: Raw -133452.121459 + Penalty 1633.951386 = -131818.170073 nChanged 24 SP:Iteration 17Q (1050.248472 sec): 3 clusters Score: Raw -133463.083647 + Penalty 1633.951386 = -131829.132261 nChanged 14 SP:Iteration 18Q (1050.335114 sec): 3 clusters Score: Raw -133469.500413 + Penalty 1633.951386 = -131835.549027 nChanged 20 SP:Iteration 19Q (1050.403986 sec): 3 clusters Score: Raw -133478.476477 + Penalty 1633.951386 = -131844.525091 nChanged 21 SP:Iteration 20F (1050.486950 sec): 3 clusters Score: Raw -133488.925461 + Penalty 1633.951386 = -131854.974075 nChanged 21 SP:Iteration 21Q (1050.574657 sec): 3 clusters Score: Raw -133496.312347 + Penalty 1633.951386 = -131862.360961 nChanged 14 SP:Iteration 22Q (1050.629067 sec): 3 clusters Score: Raw -133501.638600 + Penalty 1633.951386 = -131867.687214 nChanged 14 SP:Iteration 23Q (1050.728848 sec): 3 clusters Score: Raw -133507.766216 + Penalty 1633.951386 = -131873.814830 nChanged 16 SP:Iteration 24Q (1050.815665 sec): 3 clusters Score: Raw -133516.270586 + Penalty 1633.951386 = -131882.319200 nChanged 16 SP:Iteration 25Q (1050.893621 sec): 3 clusters Score: Raw -133521.890505 + Penalty 1633.951386 = -131887.939119 nChanged 17 SP:Iteration 26Q (1050.963948 sec): 3 clusters Score: Raw -133529.611427 + Penalty 1633.951386 = -131895.660041 nChanged 17 SP:Iteration 27Q (1051.045139 sec): 3 clusters Score: Raw -133536.087241 + Penalty 1633.951386 = -131902.135855 nChanged 13 SP:Iteration 28Q (1051.110886 sec): 3 clusters Score: Raw -133543.650303 + Penalty 1633.951386 = -131909.698917 nChanged 19 SP:Iteration 29Q (1051.176197 sec): 3 clusters Score: Raw -133553.733503 + Penalty 1633.951386 = -131919.782117 nChanged 18 SP:Iteration 30Q (1051.272475 sec): 3 clusters Score: Raw -133561.790230 + Penalty 1633.951386 = -131927.838844 nChanged 16 SP:Iteration 31Q (1051.348199 sec): 3 clusters Score: Raw -133568.782150 + Penalty 1633.951386 = -131934.830764 nChanged 15 SP:Iteration 32Q (1051.441123 sec): 3 clusters Score: Raw -133574.878916 + Penalty 1633.951386 = -131940.927530 nChanged 14 SP:Iteration 33Q (1051.511662 sec): 3 clusters Score: Raw -133581.926392 + Penalty 1633.951386 = -131947.975006 nChanged 16 SP:Iteration 34Q (1051.589405 sec): 3 clusters Score: Raw -133591.625542 + Penalty 1633.951386 = -131957.674156 nChanged 19 SP:Iteration 35Q (1051.668197 sec): 3 clusters Score: Raw -133604.942718 + Penalty 1633.951386 = -131970.991332 nChanged 18 SP:Iteration 36Q (1051.757556 sec): 3 clusters Score: Raw -133619.543202 + Penalty 1633.951386 = -131985.591816 nChanged 20 SP:Iteration 37Q (1051.829653 sec): 3 clusters Score: Raw -133633.011629 + Penalty 1633.951386 = -131999.060243 nChanged 20 SP:Iteration 38Q (1051.914529 sec): 3 clusters Score: Raw -133646.664384 + Penalty 1633.951386 = -132012.712998 nChanged 16 SP:Iteration 39Q (1051.969905 sec): 3 clusters Score: Raw -133656.057479 + Penalty 1633.951386 = -132022.106092 nChanged 12 SP:Iteration 40F (1052.060175 sec): 3 clusters Score: Raw -133662.145838 + Penalty 1633.951386 = -132028.194452 nChanged 10 SP:Iteration 41Q (1052.141434 sec): 3 clusters Score: Raw -133667.308698 + Penalty 1633.951386 = -132033.357312 nChanged 8 SP:Iteration 42Q (1052.208195 sec): 3 clusters Score: Raw -133670.390621 + Penalty 1633.951386 = -132036.439235 nChanged 3 SP:Iteration 43Q (1052.282682 sec): 3 clusters Score: Raw -133671.794454 + Penalty 1633.951386 = -132037.843068 nChanged 3 SP:Iteration 44Q (1052.357062 sec): 3 clusters Score: Raw -133673.625816 + Penalty 1633.951386 = -132039.674430 nChanged 5 SP:Iteration 45Q (1052.441388 sec): 3 clusters Score: Raw -133675.459623 + Penalty 1633.951386 = -132041.508237 nChanged 3 SP:Iteration 46Q (1052.516453 sec): 3 clusters Score: Raw -133676.306021 + Penalty 1633.951386 = -132042.354635 nChanged 4 SP:Iteration 47Q (1052.590729 sec): 3 clusters Score: Raw -133678.082498 + Penalty 1633.951386 = -132044.131112 nChanged 4 SP:Iteration 48Q (1052.667789 sec): 3 clusters Score: Raw -133680.392352 + Penalty 1633.951386 = -132046.440966 nChanged 7 SP:Iteration 49Q (1052.735766 sec): 3 clusters Score: Raw -133685.781587 + Penalty 1633.951386 = -132051.830201 nChanged 7 SP:Iteration 50Q (1052.808004 sec): 3 clusters Score: Raw -133691.427981 + Penalty 1633.951386 = -132057.476595 nChanged 9 SP:Iteration 51Q (1052.880391 sec): 3 clusters Score: Raw -133697.176918 + Penalty 1633.951386 = -132063.225532 nChanged 6 SP:Iteration 52Q (1052.936880 sec): 3 clusters Score: Raw -133702.058122 + Penalty 1633.951386 = -132068.106736 nChanged 9 SP:Iteration 53Q (1053.009759 sec): 3 clusters Score: Raw -133711.360144 + Penalty 1633.951386 = -132077.408758 nChanged 8 SP:Iteration 54Q (1053.092275 sec): 3 clusters Score: Raw -133719.528319 + Penalty 1633.951386 = -132085.576933 nChanged 8 SP:Iteration 55Q (1053.151005 sec): 3 clusters Score: Raw -133726.171784 + Penalty 1633.951386 = -132092.220398 nChanged 9 SP:Iteration 56Q (1053.210024 sec): 3 clusters Score: Raw -133731.499512 + Penalty 1633.951386 = -132097.548126 nChanged 7 SP:Iteration 57Q (1053.295365 sec): 3 clusters Score: Raw -133735.704448 + Penalty 1633.951386 = -132101.753062 nChanged 5 SP:Iteration 58Q (1053.385081 sec): 3 clusters Score: Raw -133738.507746 + Penalty 1633.951386 = -132104.556360 nChanged 2 SP:Iteration 59Q (1053.460729 sec): 3 clusters Score: Raw -133739.921242 + Penalty 1633.951386 = -132105.969856 nChanged 2 SP:Iteration 60F (1053.540869 sec): 3 clusters Score: Raw -133741.907773 + Penalty 1633.951386 = -132107.956387 nChanged 2 SP:Iteration 61Q (1053.625801 sec): 3 clusters Score: Raw -133742.619310 + Penalty 1633.951386 = -132108.667924 nChanged 0 SP:Iteration 62F (1053.705005 sec): 3 clusters Score: Raw -133742.619310 + Penalty 1633.951386 = -132108.667924 nChanged 0 Trying to split cluster 5 (2067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1053.750326 sec): 2 clusters Score: Raw -100074.192533 + Penalty 801.554624 = -99272.637909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1053.833400 sec): 3 clusters Score: Raw -99094.167584 + Penalty 1603.109248 = -97491.058336 nChanged 798 SP:Iteration 1F (1053.918060 sec): 3 clusters Score: Raw -99555.971414 + Penalty 1603.109248 = -97952.862166 nChanged 216 SP:Iteration 2F (1054.002696 sec): 3 clusters Score: Raw -99743.920882 + Penalty 1603.109248 = -98140.811635 nChanged 150 SP:Iteration 3F (1054.086058 sec): 3 clusters Score: Raw -99877.141123 + Penalty 1603.109248 = -98274.031876 nChanged 128 SP:Iteration 4F (1054.170327 sec): 3 clusters Score: Raw -99987.639110 + Penalty 1603.109248 = -98384.529863 nChanged 92 SP:Iteration 5Q (1054.258637 sec): 3 clusters Score: Raw -100063.638791 + Penalty 1603.109248 = -98460.529543 nChanged 99 SP:Iteration 6Q (1054.356466 sec): 3 clusters Score: Raw -100145.812245 + Penalty 1603.109248 = -98542.702998 nChanged 87 SP:Iteration 7Q (1054.437113 sec): 3 clusters Score: Raw -100217.658242 + Penalty 1603.109248 = -98614.548994 nChanged 73 SP:Iteration 8Q (1054.514894 sec): 3 clusters Score: Raw -100278.915420 + Penalty 1603.109248 = -98675.806173 nChanged 51 SP:Iteration 9Q (1054.617452 sec): 3 clusters Score: Raw -100324.611989 + Penalty 1603.109248 = -98721.502741 nChanged 44 SP:Iteration 10Q (1054.704224 sec): 3 clusters Score: Raw -100361.786440 + Penalty 1603.109248 = -98758.677193 nChanged 37 SP:Iteration 11Q (1054.837333 sec): 3 clusters Score: Raw -100389.161941 + Penalty 1603.109248 = -98786.052693 nChanged 29 SP:Iteration 12Q (1054.915253 sec): 3 clusters Score: Raw -100410.630274 + Penalty 1603.109248 = -98807.521026 nChanged 33 SP:Iteration 13Q (1054.997701 sec): 3 clusters Score: Raw -100429.930675 + Penalty 1603.109248 = -98826.821427 nChanged 19 SP:Iteration 14Q (1055.105579 sec): 3 clusters Score: Raw -100438.763023 + Penalty 1603.109248 = -98835.653775 nChanged 17 SP:Iteration 15Q (1055.196822 sec): 3 clusters Score: Raw -100446.026969 + Penalty 1603.109248 = -98842.917721 nChanged 21 SP:Iteration 16Q (1055.287654 sec): 3 clusters Score: Raw -100454.937009 + Penalty 1603.109248 = -98851.827762 nChanged 19 SP:Iteration 17Q (1055.375523 sec): 3 clusters Score: Raw -100462.789642 + Penalty 1603.109248 = -98859.680395 nChanged 13 SP:Iteration 18Q (1055.464996 sec): 3 clusters Score: Raw -100470.769052 + Penalty 1603.109248 = -98867.659804 nChanged 14 SP:Iteration 19Q (1055.585492 sec): 3 clusters Score: Raw -100481.202549 + Penalty 1603.109248 = -98878.093302 nChanged 17 SP:Iteration 20F (1055.674644 sec): 3 clusters Score: Raw -100487.287696 + Penalty 1603.109248 = -98884.178448 nChanged 10 SP:Iteration 21Q (1055.764458 sec): 3 clusters Score: Raw -100492.319852 + Penalty 1603.109248 = -98889.210604 nChanged 7 SP:Iteration 22Q (1055.853792 sec): 3 clusters Score: Raw -100494.930860 + Penalty 1603.109248 = -98891.821612 nChanged 7 SP:Iteration 23Q (1055.943385 sec): 3 clusters Score: Raw -100496.453256 + Penalty 1603.109248 = -98893.344009 nChanged 4 SP:Iteration 24Q (1056.032806 sec): 3 clusters Score: Raw -100497.835401 + Penalty 1603.109248 = -98894.726153 nChanged 4 SP:Iteration 25Q (1056.122297 sec): 3 clusters Score: Raw -100500.110213 + Penalty 1603.109248 = -98897.000966 nChanged 5 SP:Iteration 26Q (1056.212521 sec): 3 clusters Score: Raw -100502.825095 + Penalty 1603.109248 = -98899.715847 nChanged 6 SP:Iteration 27Q (1056.275471 sec): 3 clusters Score: Raw -100504.248540 + Penalty 1603.109248 = -98901.139293 nChanged 4 SP:Iteration 28Q (1056.365766 sec): 3 clusters Score: Raw -100505.948066 + Penalty 1603.109248 = -98902.838818 nChanged 2 SP:Iteration 29Q (1056.478034 sec): 3 clusters Score: Raw -100506.615870 + Penalty 1603.109248 = -98903.506622 nChanged 4 SP:Iteration 30Q (1056.572497 sec): 3 clusters Score: Raw -100507.882005 + Penalty 1603.109248 = -98904.772758 nChanged 2 SP:Iteration 31Q (1056.672975 sec): 3 clusters Score: Raw -100508.158690 + Penalty 1603.109248 = -98905.049443 nChanged 0 SP:Iteration 32F (1056.763625 sec): 3 clusters Score: Raw -100508.158690 + Penalty 1603.109248 = -98905.049443 nChanged 0 Trying to split cluster 6 (3523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1056.837993 sec): 2 clusters Score: Raw -188130.635982 + Penalty 857.542159 = -187273.093824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1056.951604 sec): 3 clusters Score: Raw -186246.140006 + Penalty 1715.084317 = -184531.055688 nChanged 1428 SP:Iteration 1F (1057.029259 sec): 3 clusters Score: Raw -187137.260757 + Penalty 1715.084317 = -185422.176440 nChanged 339 SP:Iteration 2F (1057.137136 sec): 3 clusters Score: Raw -187406.618118 + Penalty 1715.084317 = -185691.533800 nChanged 272 SP:Iteration 3F (1057.224245 sec): 3 clusters Score: Raw -187656.531802 + Penalty 1715.084317 = -185941.447485 nChanged 243 SP:Iteration 4F (1057.319871 sec): 3 clusters Score: Raw -187850.421636 + Penalty 1715.084317 = -186135.337319 nChanged 173 SP:Iteration 5Q (1057.412817 sec): 3 clusters Score: Raw -187997.378950 + Penalty 1715.084317 = -186282.294632 nChanged 175 SP:Iteration 6Q (1057.505374 sec): 3 clusters Score: Raw -188123.792231 + Penalty 1715.084317 = -186408.707914 nChanged 116 SP:Iteration 7Q (1057.616659 sec): 3 clusters Score: Raw -188209.038049 + Penalty 1715.084317 = -186493.953732 nChanged 92 SP:Iteration 8Q (1057.689787 sec): 3 clusters Score: Raw -188264.208054 + Penalty 1715.084317 = -186549.123736 nChanged 56 SP:Iteration 9Q (1057.770685 sec): 3 clusters Score: Raw -188298.789865 + Penalty 1715.084317 = -186583.705548 nChanged 64 SP:Iteration 10Q (1057.865564 sec): 3 clusters Score: Raw -188338.433705 + Penalty 1715.084317 = -186623.349387 nChanged 61 SP:Iteration 11Q (1057.963975 sec): 3 clusters Score: Raw -188372.627941 + Penalty 1715.084317 = -186657.543623 nChanged 49 SP:Iteration 12Q (1058.056897 sec): 3 clusters Score: Raw -188396.101988 + Penalty 1715.084317 = -186681.017671 nChanged 33 SP:Iteration 13Q (1058.163200 sec): 3 clusters Score: Raw -188409.735957 + Penalty 1715.084317 = -186694.651640 nChanged 27 SP:Iteration 14Q (1058.253441 sec): 3 clusters Score: Raw -188422.075128 + Penalty 1715.084317 = -186706.990811 nChanged 20 SP:Iteration 15Q (1058.390319 sec): 3 clusters Score: Raw -188429.132847 + Penalty 1715.084317 = -186714.048529 nChanged 17 SP:Iteration 16Q (1058.466525 sec): 3 clusters Score: Raw -188434.680013 + Penalty 1715.084317 = -186719.595696 nChanged 14 SP:Iteration 17Q (1058.570549 sec): 3 clusters Score: Raw -188438.805534 + Penalty 1715.084317 = -186723.721216 nChanged 14 SP:Iteration 18Q (1058.663583 sec): 3 clusters Score: Raw -188442.175346 + Penalty 1715.084317 = -186727.091028 nChanged 9 SP:Iteration 19Q (1058.752089 sec): 3 clusters Score: Raw -188444.835889 + Penalty 1715.084317 = -186729.751572 nChanged 7 SP:Iteration 20F (1058.843049 sec): 3 clusters Score: Raw -188446.402963 + Penalty 1715.084317 = -186731.318645 nChanged 0 Trying to split cluster 7 (1174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1058.915580 sec): 2 clusters Score: Raw -51561.258288 + Penalty 742.158060 = -50819.100228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1058.982656 sec): 3 clusters Score: Raw -51099.242139 + Penalty 1484.316120 = -49614.926019 nChanged 380 SP:Iteration 1F (1059.089586 sec): 3 clusters Score: Raw -51408.450804 + Penalty 1484.316120 = -49924.134683 nChanged 114 SP:Iteration 2F (1059.185377 sec): 3 clusters Score: Raw -51539.190116 + Penalty 1484.316120 = -50054.873996 nChanged 84 SP:Iteration 3F (1059.262671 sec): 3 clusters Score: Raw -51655.268241 + Penalty 1484.316120 = -50170.952121 nChanged 79 SP:Iteration 4F (1059.340329 sec): 3 clusters Score: Raw -51778.958269 + Penalty 1484.316120 = -50294.642149 nChanged 65 SP:Iteration 5F (1059.428061 sec): 3 clusters Score: Raw -51880.156891 + Penalty 1484.316120 = -50395.840771 nChanged 45 SP:Iteration 6Q (1059.516564 sec): 3 clusters Score: Raw -51943.572619 + Penalty 1484.316120 = -50459.256499 nChanged 47 SP:Iteration 7Q (1059.605067 sec): 3 clusters Score: Raw -52013.243320 + Penalty 1484.316120 = -50528.927200 nChanged 33 SP:Iteration 8Q (1059.693661 sec): 3 clusters Score: Raw -52049.566378 + Penalty 1484.316120 = -50565.250257 nChanged 20 SP:Iteration 9Q (1059.786844 sec): 3 clusters Score: Raw -52072.985625 + Penalty 1484.316120 = -50588.669505 nChanged 16 SP:Iteration 10Q (1059.875912 sec): 3 clusters Score: Raw -52086.130352 + Penalty 1484.316120 = -50601.814232 nChanged 10 SP:Iteration 11Q (1059.965604 sec): 3 clusters Score: Raw -52090.793073 + Penalty 1484.316120 = -50606.476953 nChanged 6 SP:Iteration 12Q (1060.056641 sec): 3 clusters Score: Raw -52094.783178 + Penalty 1484.316120 = -50610.467058 nChanged 7 SP:Iteration 13Q (1060.155252 sec): 3 clusters Score: Raw -52098.228964 + Penalty 1484.316120 = -50613.912844 nChanged 5 SP:Iteration 14Q (1060.242115 sec): 3 clusters Score: Raw -52100.767604 + Penalty 1484.316120 = -50616.451484 nChanged 0 SP:Iteration 15F (1060.323089 sec): 3 clusters Score: Raw -52100.767604 + Penalty 1484.316120 = -50616.451484 nChanged 0 Trying to split cluster 8 (6002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1060.410506 sec): 2 clusters Score: Raw -343140.465696 + Penalty 913.484043 = -342226.981653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1060.519672 sec): 3 clusters Score: Raw -339769.688731 + Penalty 1826.968085 = -337942.720645 nChanged 2599 SP:Iteration 1F (1060.629685 sec): 3 clusters Score: Raw -341149.174779 + Penalty 1826.968085 = -339322.206694 nChanged 395 SP:Iteration 2F (1060.731561 sec): 3 clusters Score: Raw -341366.964303 + Penalty 1826.968085 = -339539.996218 nChanged 369 SP:Iteration 3F (1060.835409 sec): 3 clusters Score: Raw -341562.279361 + Penalty 1826.968085 = -339735.311276 nChanged 327 SP:Iteration 4F (1060.924049 sec): 3 clusters Score: Raw -341728.665346 + Penalty 1826.968085 = -339901.697260 nChanged 278 SP:Iteration 5Q (1061.028261 sec): 3 clusters Score: Raw -341868.082860 + Penalty 1826.968085 = -340041.114774 nChanged 245 SP:Iteration 6Q (1061.141979 sec): 3 clusters Score: Raw -341987.427608 + Penalty 1826.968085 = -340160.459523 nChanged 253 SP:Iteration 7Q (1061.247493 sec): 3 clusters Score: Raw -342102.211666 + Penalty 1826.968085 = -340275.243581 nChanged 248 SP:Iteration 8Q (1061.326542 sec): 3 clusters Score: Raw -342218.137545 + Penalty 1826.968085 = -340391.169460 nChanged 238 SP:Iteration 9Q (1061.413938 sec): 3 clusters Score: Raw -342319.557473 + Penalty 1826.968085 = -340492.589387 nChanged 190 SP:Iteration 10Q (1061.487010 sec): 3 clusters Score: Raw -342392.371088 + Penalty 1826.968085 = -340565.403003 nChanged 176 SP:Iteration 11Q (1061.578138 sec): 3 clusters Score: Raw -342472.702671 + Penalty 1826.968085 = -340645.734586 nChanged 195 SP:Iteration 12Q (1061.667615 sec): 3 clusters Score: Raw -342570.343553 + Penalty 1826.968085 = -340743.375468 nChanged 195 SP:Iteration 13Q (1061.734516 sec): 3 clusters Score: Raw -342676.908053 + Penalty 1826.968085 = -340849.939968 nChanged 216 SP:Iteration 14Q (1061.834411 sec): 3 clusters Score: Raw -342812.699857 + Penalty 1826.968085 = -340985.731771 nChanged 209 SP:Iteration 15Q (1061.925983 sec): 3 clusters Score: Raw -342953.227676 + Penalty 1826.968085 = -341126.259590 nChanged 169 SP:Iteration 16Q (1062.011202 sec): 3 clusters Score: Raw -343056.356455 + Penalty 1826.968085 = -341229.388370 nChanged 133 SP:Iteration 17Q (1062.089862 sec): 3 clusters Score: Raw -343137.157762 + Penalty 1826.968085 = -341310.189677 nChanged 109 SP:Iteration 18Q (1062.166012 sec): 3 clusters Score: Raw -343193.922729 + Penalty 1826.968085 = -341366.954644 nChanged 76 SP:Iteration 19Q (1062.257558 sec): 3 clusters Score: Raw -343234.038484 + Penalty 1826.968085 = -341407.070399 nChanged 55 SP:Iteration 20F (1062.323443 sec): 3 clusters Score: Raw -343271.919656 + Penalty 1826.968085 = -341444.951571 nChanged 46 SP:Iteration 21Q (1062.411928 sec): 3 clusters Score: Raw -343303.212410 + Penalty 1826.968085 = -341476.244324 nChanged 46 SP:Iteration 22Q (1062.505853 sec): 3 clusters Score: Raw -343331.374888 + Penalty 1826.968085 = -341504.406803 nChanged 33 SP:Iteration 23Q (1062.587614 sec): 3 clusters Score: Raw -343348.359020 + Penalty 1826.968085 = -341521.390935 nChanged 26 SP:Iteration 24Q (1062.676018 sec): 3 clusters Score: Raw -343361.020166 + Penalty 1826.968085 = -341534.052080 nChanged 22 SP:Iteration 25Q (1062.755157 sec): 3 clusters Score: Raw -343375.108075 + Penalty 1826.968085 = -341548.139990 nChanged 21 SP:Iteration 26Q (1062.843492 sec): 3 clusters Score: Raw -343391.646529 + Penalty 1826.968085 = -341564.678443 nChanged 24 SP:Iteration 27Q (1062.933401 sec): 3 clusters Score: Raw -343407.443050 + Penalty 1826.968085 = -341580.474964 nChanged 20 SP:Iteration 28Q (1063.017845 sec): 3 clusters Score: Raw -343421.612942 + Penalty 1826.968085 = -341594.644856 nChanged 18 SP:Iteration 29Q (1063.081651 sec): 3 clusters Score: Raw -343438.718398 + Penalty 1826.968085 = -341611.750313 nChanged 14 SP:Iteration 30Q (1063.163597 sec): 3 clusters Score: Raw -343445.474550 + Penalty 1826.968085 = -341618.506465 nChanged 7 SP:Iteration 31Q (1063.261711 sec): 3 clusters Score: Raw -343448.100428 + Penalty 1826.968085 = -341621.132342 nChanged 6 SP:Iteration 32Q (1063.324361 sec): 3 clusters Score: Raw -343450.845070 + Penalty 1826.968085 = -341623.876984 nChanged 5 SP:Iteration 33Q (1063.413080 sec): 3 clusters Score: Raw -343453.628392 + Penalty 1826.968085 = -341626.660306 nChanged 5 SP:Iteration 34Q (1063.498188 sec): 3 clusters Score: Raw -343455.415917 + Penalty 1826.968085 = -341628.447831 nChanged 1 SP:Iteration 35Q (1063.601231 sec): 3 clusters Score: Raw -343455.943493 + Penalty 1826.968085 = -341628.975408 nChanged 1 SP:Iteration 36Q (1063.690578 sec): 3 clusters Score: Raw -343456.758383 + Penalty 1826.968085 = -341629.790298 nChanged 3 SP:Iteration 37Q (1063.788917 sec): 3 clusters Score: Raw -343457.946390 + Penalty 1826.968085 = -341630.978304 nChanged 3 SP:Iteration 38Q (1063.874229 sec): 3 clusters Score: Raw -343460.714318 + Penalty 1826.968085 = -341633.746233 nChanged 4 SP:Iteration 39Q (1063.953417 sec): 3 clusters Score: Raw -343462.958654 + Penalty 1826.968085 = -341635.990569 nChanged 3 SP:Iteration 40F (1064.046813 sec): 3 clusters Score: Raw -343465.539177 + Penalty 1826.968085 = -341638.571091 nChanged 7 SP:Iteration 41Q (1064.122477 sec): 3 clusters Score: Raw -343472.425818 + Penalty 1826.968085 = -341645.457732 nChanged 6 SP:Iteration 42Q (1064.222315 sec): 3 clusters Score: Raw -343478.195769 + Penalty 1826.968085 = -341651.227684 nChanged 7 SP:Iteration 43Q (1064.304974 sec): 3 clusters Score: Raw -343482.788195 + Penalty 1826.968085 = -341655.820109 nChanged 3 SP:Iteration 44Q (1064.398558 sec): 3 clusters Score: Raw -343484.540433 + Penalty 1826.968085 = -341657.572348 nChanged 3 SP:Iteration 45Q (1064.489081 sec): 3 clusters Score: Raw -343487.801012 + Penalty 1826.968085 = -341660.832927 nChanged 5 SP:Iteration 46Q (1064.567336 sec): 3 clusters Score: Raw -343492.050221 + Penalty 1826.968085 = -341665.082135 nChanged 3 SP:Iteration 47Q (1064.647443 sec): 3 clusters Score: Raw -343493.993797 + Penalty 1826.968085 = -341667.025712 nChanged 2 SP:Iteration 48Q (1064.741605 sec): 3 clusters Score: Raw -343494.683872 + Penalty 1826.968085 = -341667.715787 nChanged 1 SP:Iteration 49Q (1064.814354 sec): 3 clusters Score: Raw -343495.234328 + Penalty 1826.968085 = -341668.266243 nChanged 1 SP:Iteration 50Q (1064.907471 sec): 3 clusters Score: Raw -343495.405295 + Penalty 1826.968085 = -341668.437210 nChanged 0 SP:Iteration 51F (1064.976761 sec): 3 clusters Score: Raw -343495.405295 + Penalty 1826.968085 = -341668.437210 nChanged 0 Trying to split cluster 9 (1862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1065.029089 sec): 2 clusters Score: Raw -71540.047093 + Penalty 790.587678 = -70749.459415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1065.088089 sec): 3 clusters Score: Raw -70686.552201 + Penalty 1581.175356 = -69105.376845 nChanged 693 SP:Iteration 1F (1065.160646 sec): 3 clusters Score: Raw -71222.192930 + Penalty 1581.175356 = -69641.017574 nChanged 182 SP:Iteration 2F (1065.232269 sec): 3 clusters Score: Raw -71437.727856 + Penalty 1581.175356 = -69856.552500 nChanged 156 SP:Iteration 3F (1065.306843 sec): 3 clusters Score: Raw -71618.492197 + Penalty 1581.175356 = -70037.316841 nChanged 121 SP:Iteration 4F (1065.386865 sec): 3 clusters Score: Raw -71771.202216 + Penalty 1581.175356 = -70190.026860 nChanged 91 SP:Iteration 5Q (1065.470934 sec): 3 clusters Score: Raw -71905.381485 + Penalty 1581.175356 = -70324.206129 nChanged 66 SP:Iteration 6Q (1065.530900 sec): 3 clusters Score: Raw -72016.599322 + Penalty 1581.175356 = -70435.423965 nChanged 71 SP:Iteration 7Q (1065.602149 sec): 3 clusters Score: Raw -72112.542269 + Penalty 1581.175356 = -70531.366913 nChanged 63 SP:Iteration 8Q (1065.656794 sec): 3 clusters Score: Raw -72175.545696 + Penalty 1581.175356 = -70594.370340 nChanged 51 SP:Iteration 9Q (1065.729302 sec): 3 clusters Score: Raw -72220.560112 + Penalty 1581.175356 = -70639.384756 nChanged 37 SP:Iteration 10Q (1065.790817 sec): 3 clusters Score: Raw -72249.924893 + Penalty 1581.175356 = -70668.749536 nChanged 29 SP:Iteration 11Q (1065.871563 sec): 3 clusters Score: Raw -72268.385913 + Penalty 1581.175356 = -70687.210557 nChanged 19 SP:Iteration 12Q (1065.932771 sec): 3 clusters Score: Raw -72281.426486 + Penalty 1581.175356 = -70700.251130 nChanged 13 SP:Iteration 13Q (1066.003964 sec): 3 clusters Score: Raw -72288.371363 + Penalty 1581.175356 = -70707.196007 nChanged 10 SP:Iteration 14Q (1066.077218 sec): 3 clusters Score: Raw -72293.040547 + Penalty 1581.175356 = -70711.865191 nChanged 8 SP:Iteration 15Q (1066.153759 sec): 3 clusters Score: Raw -72296.061131 + Penalty 1581.175356 = -70714.885775 nChanged 5 SP:Iteration 16Q (1066.238889 sec): 3 clusters Score: Raw -72297.937617 + Penalty 1581.175356 = -70716.762261 nChanged 1 SP:Iteration 17Q (1066.309942 sec): 3 clusters Score: Raw -72298.083537 + Penalty 1581.175356 = -70716.908180 nChanged 1 SP:Iteration 18Q (1066.390818 sec): 3 clusters Score: Raw -72298.257697 + Penalty 1581.175356 = -70717.082341 nChanged 0 SP:Iteration 19F (1066.467019 sec): 3 clusters Score: Raw -72298.257697 + Penalty 1581.175356 = -70717.082341 nChanged 0 Trying to split cluster 10 (2195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1066.513725 sec): 2 clusters Score: Raw -100695.794586 + Penalty 807.863419 = -99887.931167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1066.576783 sec): 3 clusters Score: Raw -99688.904272 + Penalty 1615.726838 = -98073.177434 nChanged 820 SP:Iteration 1F (1066.654964 sec): 3 clusters Score: Raw -100340.170583 + Penalty 1615.726838 = -98724.443745 nChanged 182 SP:Iteration 2F (1066.726904 sec): 3 clusters Score: Raw -100494.697631 + Penalty 1615.726838 = -98878.970792 nChanged 128 SP:Iteration 3F (1066.819107 sec): 3 clusters Score: Raw -100576.715644 + Penalty 1615.726838 = -98960.988806 nChanged 83 SP:Iteration 4Q (1066.898126 sec): 3 clusters Score: Raw -100632.025094 + Penalty 1615.726838 = -99016.298256 nChanged 64 SP:Iteration 5Q (1066.962009 sec): 3 clusters Score: Raw -100672.144613 + Penalty 1615.726838 = -99056.417775 nChanged 35 SP:Iteration 6Q (1067.037921 sec): 3 clusters Score: Raw -100693.542271 + Penalty 1615.726838 = -99077.815432 nChanged 27 SP:Iteration 7Q (1067.132820 sec): 3 clusters Score: Raw -100711.175860 + Penalty 1615.726838 = -99095.449022 nChanged 33 SP:Iteration 8Q (1067.230357 sec): 3 clusters Score: Raw -100729.047423 + Penalty 1615.726838 = -99113.320584 nChanged 21 SP:Iteration 9Q (1067.304292 sec): 3 clusters Score: Raw -100740.655055 + Penalty 1615.726838 = -99124.928216 nChanged 11 SP:Iteration 10Q (1067.396060 sec): 3 clusters Score: Raw -100747.445125 + Penalty 1615.726838 = -99131.718286 nChanged 13 SP:Iteration 11Q (1067.483770 sec): 3 clusters Score: Raw -100752.921070 + Penalty 1615.726838 = -99137.194232 nChanged 11 SP:Iteration 12Q (1067.582275 sec): 3 clusters Score: Raw -100758.493009 + Penalty 1615.726838 = -99142.766171 nChanged 11 SP:Iteration 13Q (1067.672984 sec): 3 clusters Score: Raw -100765.525919 + Penalty 1615.726838 = -99149.799081 nChanged 11 SP:Iteration 14Q (1067.767320 sec): 3 clusters Score: Raw -100769.860826 + Penalty 1615.726838 = -99154.133987 nChanged 9 SP:Iteration 15Q (1067.868855 sec): 3 clusters Score: Raw -100772.377724 + Penalty 1615.726838 = -99156.650886 nChanged 8 SP:Iteration 16Q (1067.961033 sec): 3 clusters Score: Raw -100775.400944 + Penalty 1615.726838 = -99159.674106 nChanged 6 SP:Iteration 17Q (1068.046239 sec): 3 clusters Score: Raw -100777.117352 + Penalty 1615.726838 = -99161.390514 nChanged 6 SP:Iteration 18Q (1068.131136 sec): 3 clusters Score: Raw -100779.363019 + Penalty 1615.726838 = -99163.636181 nChanged 9 SP:Iteration 19Q (1068.215931 sec): 3 clusters Score: Raw -100784.960302 + Penalty 1615.726838 = -99169.233464 nChanged 13 SP:Iteration 20F (1068.319344 sec): 3 clusters Score: Raw -100791.211391 + Penalty 1615.726838 = -99175.484552 nChanged 10 SP:Iteration 21Q (1068.384885 sec): 3 clusters Score: Raw -100796.192698 + Penalty 1615.726838 = -99180.465859 nChanged 6 SP:Iteration 22Q (1068.479740 sec): 3 clusters Score: Raw -100799.439701 + Penalty 1615.726838 = -99183.712863 nChanged 9 SP:Iteration 23Q (1068.577822 sec): 3 clusters Score: Raw -100802.468578 + Penalty 1615.726838 = -99186.741740 nChanged 3 SP:Iteration 24Q (1068.662777 sec): 3 clusters Score: Raw -100803.470425 + Penalty 1615.726838 = -99187.743587 nChanged 3 SP:Iteration 25Q (1068.755765 sec): 3 clusters Score: Raw -100805.085768 + Penalty 1615.726838 = -99189.358929 nChanged 4 SP:Iteration 26Q (1068.870890 sec): 3 clusters Score: Raw -100805.808014 + Penalty 1615.726838 = -99190.081175 nChanged 1 SP:Iteration 27Q (1068.962861 sec): 3 clusters Score: Raw -100806.072500 + Penalty 1615.726838 = -99190.345661 nChanged 2 SP:Iteration 28Q (1069.075212 sec): 3 clusters Score: Raw -100807.139054 + Penalty 1615.726838 = -99191.412215 nChanged 6 SP:Iteration 29Q (1069.182203 sec): 3 clusters Score: Raw -100810.026091 + Penalty 1615.726838 = -99194.299253 nChanged 7 SP:Iteration 30Q (1069.288579 sec): 3 clusters Score: Raw -100813.953692 + Penalty 1615.726838 = -99198.226853 nChanged 9 SP:Iteration 31Q (1069.422136 sec): 3 clusters Score: Raw -100817.774907 + Penalty 1615.726838 = -99202.048068 nChanged 4 SP:Iteration 32Q (1069.515633 sec): 3 clusters Score: Raw -100818.571516 + Penalty 1615.726838 = -99202.844678 nChanged 1 SP:Iteration 33Q (1069.626331 sec): 3 clusters Score: Raw -100818.828720 + Penalty 1615.726838 = -99203.101881 nChanged 0 SP:Iteration 34F (1069.689430 sec): 3 clusters Score: Raw -100818.828720 + Penalty 1615.726838 = -99203.101881 nChanged 0 Trying to split cluster 11 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1069.768959 sec): 2 clusters Score: Raw -66426.446225 + Penalty 756.980727 = -65669.465498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1069.850872 sec): 3 clusters Score: Raw -65826.244310 + Penalty 1513.961454 = -64312.282856 nChanged 510 SP:Iteration 1F (1069.952269 sec): 3 clusters Score: Raw -66229.248625 + Penalty 1513.961454 = -64715.287171 nChanged 135 SP:Iteration 2F (1070.031428 sec): 3 clusters Score: Raw -66342.333295 + Penalty 1513.961454 = -64828.371841 nChanged 91 SP:Iteration 3F (1070.119301 sec): 3 clusters Score: Raw -66411.646330 + Penalty 1513.961454 = -64897.684876 nChanged 50 SP:Iteration 4Q (1070.222849 sec): 3 clusters Score: Raw -66458.718712 + Penalty 1513.961454 = -64944.757258 nChanged 50 SP:Iteration 5Q (1070.333593 sec): 3 clusters Score: Raw -66507.481796 + Penalty 1513.961454 = -64993.520342 nChanged 38 SP:Iteration 6Q (1070.403194 sec): 3 clusters Score: Raw -66541.106492 + Penalty 1513.961454 = -65027.145038 nChanged 27 SP:Iteration 7Q (1070.495956 sec): 3 clusters Score: Raw -66562.705849 + Penalty 1513.961454 = -65048.744396 nChanged 29 SP:Iteration 8Q (1070.616329 sec): 3 clusters Score: Raw -66588.716456 + Penalty 1513.961454 = -65074.755002 nChanged 26 SP:Iteration 9Q (1070.686621 sec): 3 clusters Score: Raw -66615.755247 + Penalty 1513.961454 = -65101.793793 nChanged 24 SP:Iteration 10Q (1070.772437 sec): 3 clusters Score: Raw -66634.289234 + Penalty 1513.961454 = -65120.327780 nChanged 18 SP:Iteration 11Q (1070.861198 sec): 3 clusters Score: Raw -66648.919657 + Penalty 1513.961454 = -65134.958203 nChanged 15 SP:Iteration 12Q (1070.928871 sec): 3 clusters Score: Raw -66659.267983 + Penalty 1513.961454 = -65145.306529 nChanged 8 SP:Iteration 13Q (1071.017203 sec): 3 clusters Score: Raw -66663.586049 + Penalty 1513.961454 = -65149.624595 nChanged 6 SP:Iteration 14Q (1071.105335 sec): 3 clusters Score: Raw -66667.747898 + Penalty 1513.961454 = -65153.786444 nChanged 5 SP:Iteration 15Q (1071.180295 sec): 3 clusters Score: Raw -66670.433940 + Penalty 1513.961454 = -65156.472486 nChanged 6 SP:Iteration 16Q (1071.268262 sec): 3 clusters Score: Raw -66674.485833 + Penalty 1513.961454 = -65160.524379 nChanged 4 SP:Iteration 17Q (1071.349204 sec): 3 clusters Score: Raw -66676.986480 + Penalty 1513.961454 = -65163.025026 nChanged 6 SP:Iteration 18Q (1071.457311 sec): 3 clusters Score: Raw -66680.384613 + Penalty 1513.961454 = -65166.423159 nChanged 5 SP:Iteration 19Q (1071.547889 sec): 3 clusters Score: Raw -66683.571386 + Penalty 1513.961454 = -65169.609933 nChanged 7 SP:Iteration 20F (1071.655710 sec): 3 clusters Score: Raw -66689.198392 + Penalty 1513.961454 = -65175.236938 nChanged 5 SP:Iteration 21Q (1071.786592 sec): 3 clusters Score: Raw -66692.410850 + Penalty 1513.961454 = -65178.449396 nChanged 3 SP:Iteration 22Q (1071.906891 sec): 3 clusters Score: Raw -66694.598657 + Penalty 1513.961454 = -65180.637203 nChanged 2 SP:Iteration 23Q (1071.993344 sec): 3 clusters Score: Raw -66695.799610 + Penalty 1513.961454 = -65181.838156 nChanged 1 SP:Iteration 24Q (1072.070883 sec): 3 clusters Score: Raw -66697.489579 + Penalty 1513.961454 = -65183.528125 nChanged 4 SP:Iteration 25Q (1072.152611 sec): 3 clusters Score: Raw -66701.960443 + Penalty 1513.961454 = -65187.998989 nChanged 9 SP:Iteration 26Q (1072.234324 sec): 3 clusters Score: Raw -66708.926606 + Penalty 1513.961454 = -65194.965152 nChanged 7 SP:Iteration 27Q (1072.316578 sec): 3 clusters Score: Raw -66714.025623 + Penalty 1513.961454 = -65200.064169 nChanged 5 SP:Iteration 28Q (1072.399752 sec): 3 clusters Score: Raw -66719.871665 + Penalty 1513.961454 = -65205.910211 nChanged 11 SP:Iteration 29Q (1072.502267 sec): 3 clusters Score: Raw -66728.038956 + Penalty 1513.961454 = -65214.077503 nChanged 8 SP:Iteration 30Q (1072.560888 sec): 3 clusters Score: Raw -66733.913171 + Penalty 1513.961454 = -65219.951717 nChanged 5 SP:Iteration 31Q (1072.660139 sec): 3 clusters Score: Raw -66738.298172 + Penalty 1513.961454 = -65224.336718 nChanged 7 SP:Iteration 32Q (1072.732956 sec): 3 clusters Score: Raw -66743.108240 + Penalty 1513.961454 = -65229.146786 nChanged 8 SP:Iteration 33Q (1072.809286 sec): 3 clusters Score: Raw -66749.918256 + Penalty 1513.961454 = -65235.956802 nChanged 10 SP:Iteration 34Q (1072.885160 sec): 3 clusters Score: Raw -66757.631399 + Penalty 1513.961454 = -65243.669945 nChanged 6 SP:Iteration 35Q (1072.961077 sec): 3 clusters Score: Raw -66762.923864 + Penalty 1513.961454 = -65248.962410 nChanged 7 SP:Iteration 36Q (1073.036505 sec): 3 clusters Score: Raw -66770.901954 + Penalty 1513.961454 = -65256.940501 nChanged 8 SP:Iteration 37Q (1073.117434 sec): 3 clusters Score: Raw -66777.772936 + Penalty 1513.961454 = -65263.811482 nChanged 7 SP:Iteration 38Q (1073.195502 sec): 3 clusters Score: Raw -66785.538864 + Penalty 1513.961454 = -65271.577410 nChanged 12 SP:Iteration 39Q (1073.290210 sec): 3 clusters Score: Raw -66795.975367 + Penalty 1513.961454 = -65282.013913 nChanged 12 SP:Iteration 40F (1073.377216 sec): 3 clusters Score: Raw -66808.960789 + Penalty 1513.961454 = -65294.999335 nChanged 14 SP:Iteration 41Q (1073.460450 sec): 3 clusters Score: Raw -66822.230359 + Penalty 1513.961454 = -65308.268905 nChanged 8 SP:Iteration 42Q (1073.543164 sec): 3 clusters Score: Raw -66833.227556 + Penalty 1513.961454 = -65319.266102 nChanged 8 SP:Iteration 43Q (1073.634090 sec): 3 clusters Score: Raw -66842.499250 + Penalty 1513.961454 = -65328.537796 nChanged 9 SP:Iteration 44Q (1073.696819 sec): 3 clusters Score: Raw -66852.522840 + Penalty 1513.961454 = -65338.561386 nChanged 13 SP:Iteration 45Q (1073.783302 sec): 3 clusters Score: Raw -66865.415067 + Penalty 1513.961454 = -65351.453613 nChanged 10 SP:Iteration 46Q (1073.872842 sec): 3 clusters Score: Raw -66875.049514 + Penalty 1513.961454 = -65361.088060 nChanged 9 SP:Iteration 47Q (1073.952234 sec): 3 clusters Score: Raw -66884.401156 + Penalty 1513.961454 = -65370.439702 nChanged 10 SP:Iteration 48Q (1074.021752 sec): 3 clusters Score: Raw -66893.296139 + Penalty 1513.961454 = -65379.334685 nChanged 3 SP:Iteration 49Q (1074.108624 sec): 3 clusters Score: Raw -66895.404329 + Penalty 1513.961454 = -65381.442875 nChanged 1 SP:Iteration 50Q (1074.188273 sec): 3 clusters Score: Raw -66896.421855 + Penalty 1513.961454 = -65382.460402 nChanged 1 SP:Iteration 51Q (1074.271013 sec): 3 clusters Score: Raw -66896.842416 + Penalty 1513.961454 = -65382.880962 nChanged 0 SP:Iteration 52F (1074.344539 sec): 3 clusters Score: Raw -66896.842416 + Penalty 1513.961454 = -65382.880962 nChanged 0 Trying to split cluster 12 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1074.406600 sec): 2 clusters Score: Raw -32941.656824 + Penalty 692.413413 = -32249.243411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1074.462003 sec): 3 clusters Score: Raw -32671.301023 + Penalty 1384.826827 = -31286.474196 nChanged 225 SP:Iteration 1F (1074.550476 sec): 3 clusters Score: Raw -32844.699929 + Penalty 1384.826827 = -31459.873102 nChanged 57 SP:Iteration 2F (1074.623818 sec): 3 clusters Score: Raw -32918.681521 + Penalty 1384.826827 = -31533.854694 nChanged 38 SP:Iteration 3F (1074.694613 sec): 3 clusters Score: Raw -32970.267120 + Penalty 1384.826827 = -31585.440293 nChanged 29 SP:Iteration 4Q (1074.773539 sec): 3 clusters Score: Raw -33020.371652 + Penalty 1384.826827 = -31635.544825 nChanged 26 SP:Iteration 5Q (1074.846510 sec): 3 clusters Score: Raw -33084.291721 + Penalty 1384.826827 = -31699.464894 nChanged 32 SP:Iteration 6Q (1074.930683 sec): 3 clusters Score: Raw -33140.880408 + Penalty 1384.826827 = -31756.053582 nChanged 35 SP:Iteration 7Q (1075.002556 sec): 3 clusters Score: Raw -33180.062837 + Penalty 1384.826827 = -31795.236011 nChanged 38 SP:Iteration 8F (1075.073430 sec): 3 clusters Score: Raw -33222.477689 + Penalty 1384.826827 = -31837.650863 nChanged 29 SP:Iteration 9Q (1075.148725 sec): 3 clusters Score: Raw -33252.214615 + Penalty 1384.826827 = -31867.387788 nChanged 22 SP:Iteration 10Q (1075.201998 sec): 3 clusters Score: Raw -33278.901335 + Penalty 1384.826827 = -31894.074508 nChanged 13 SP:Iteration 11Q (1075.284706 sec): 3 clusters Score: Raw -33293.557776 + Penalty 1384.826827 = -31908.730949 nChanged 11 SP:Iteration 12Q (1075.360464 sec): 3 clusters Score: Raw -33301.507963 + Penalty 1384.826827 = -31916.681136 nChanged 6 SP:Iteration 13Q (1075.400258 sec): 3 clusters Score: Raw -33305.685902 + Penalty 1384.826827 = -31920.859075 nChanged 2 SP:Iteration 14Q (1075.488652 sec): 3 clusters Score: Raw -33308.977981 + Penalty 1384.826827 = -31924.151155 nChanged 2 SP:Iteration 15Q (1075.544958 sec): 3 clusters Score: Raw -33311.362589 + Penalty 1384.826827 = -31926.535763 nChanged 1 SP:Iteration 16Q (1075.633771 sec): 3 clusters Score: Raw -33312.343690 + Penalty 1384.826827 = -31927.516863 nChanged 0 SP:Iteration 17F (1075.682347 sec): 3 clusters Score: Raw -33312.343690 + Penalty 1384.826827 = -31927.516863 nChanged 0 Trying to split cluster 13 (7722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1075.743464 sec): 2 clusters Score: Raw -437084.658071 + Penalty 939.942011 = -436144.716060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1075.824181 sec): 3 clusters Score: Raw -432548.204406 + Penalty 1879.884022 = -430668.320384 nChanged 3437 SP:Iteration 1F (1075.920506 sec): 3 clusters Score: Raw -434540.078045 + Penalty 1879.884022 = -432660.194023 nChanged 511 SP:Iteration 2F (1076.009614 sec): 3 clusters Score: Raw -434823.990481 + Penalty 1879.884022 = -432944.106459 nChanged 484 SP:Iteration 3F (1076.084633 sec): 3 clusters Score: Raw -435089.345848 + Penalty 1879.884022 = -433209.461826 nChanged 417 SP:Iteration 4F (1076.182113 sec): 3 clusters Score: Raw -435289.981438 + Penalty 1879.884022 = -433410.097416 nChanged 339 SP:Iteration 5Q (1076.262935 sec): 3 clusters Score: Raw -435432.739157 + Penalty 1879.884022 = -433552.855135 nChanged 317 SP:Iteration 6Q (1076.348379 sec): 3 clusters Score: Raw -435563.113486 + Penalty 1879.884022 = -433683.229464 nChanged 272 SP:Iteration 7Q (1076.448424 sec): 3 clusters Score: Raw -435658.089062 + Penalty 1879.884022 = -433778.205040 nChanged 205 SP:Iteration 8Q (1076.514525 sec): 3 clusters Score: Raw -435727.726570 + Penalty 1879.884022 = -433847.842548 nChanged 181 SP:Iteration 9Q (1076.625069 sec): 3 clusters Score: Raw -435791.348350 + Penalty 1879.884022 = -433911.464328 nChanged 175 SP:Iteration 10Q (1076.700131 sec): 3 clusters Score: Raw -435849.438299 + Penalty 1879.884022 = -433969.554277 nChanged 161 SP:Iteration 11Q (1076.804933 sec): 3 clusters Score: Raw -435890.432357 + Penalty 1879.884022 = -434010.548335 nChanged 134 SP:Iteration 12Q (1076.900108 sec): 3 clusters Score: Raw -435936.827049 + Penalty 1879.884022 = -434056.943027 nChanged 135 SP:Iteration 13Q (1076.968808 sec): 3 clusters Score: Raw -435985.690980 + Penalty 1879.884022 = -434105.806958 nChanged 135 SP:Iteration 14Q (1077.048499 sec): 3 clusters Score: Raw -436027.950131 + Penalty 1879.884022 = -434148.066109 nChanged 130 SP:Iteration 15Q (1077.151910 sec): 3 clusters Score: Raw -436065.879181 + Penalty 1879.884022 = -434185.995159 nChanged 98 SP:Iteration 16Q (1077.223469 sec): 3 clusters Score: Raw -436091.852239 + Penalty 1879.884022 = -434211.968217 nChanged 88 SP:Iteration 17Q (1077.308307 sec): 3 clusters Score: Raw -436113.095363 + Penalty 1879.884022 = -434233.211341 nChanged 80 SP:Iteration 18Q (1077.391786 sec): 3 clusters Score: Raw -436132.867745 + Penalty 1879.884022 = -434252.983723 nChanged 82 SP:Iteration 19Q (1077.482930 sec): 3 clusters Score: Raw -436149.313163 + Penalty 1879.884022 = -434269.429140 nChanged 75 SP:Iteration 20F (1077.582825 sec): 3 clusters Score: Raw -436170.931569 + Penalty 1879.884022 = -434291.047546 nChanged 86 SP:Iteration 21Q (1077.666319 sec): 3 clusters Score: Raw -436199.547633 + Penalty 1879.884022 = -434319.663611 nChanged 96 SP:Iteration 22Q (1077.745923 sec): 3 clusters Score: Raw -436232.472351 + Penalty 1879.884022 = -434352.588329 nChanged 106 SP:Iteration 23Q (1077.840805 sec): 3 clusters Score: Raw -436263.440631 + Penalty 1879.884022 = -434383.556608 nChanged 96 SP:Iteration 24Q (1077.912058 sec): 3 clusters Score: Raw -436291.686364 + Penalty 1879.884022 = -434411.802342 nChanged 86 SP:Iteration 25Q (1078.001988 sec): 3 clusters Score: Raw -436316.903223 + Penalty 1879.884022 = -434437.019200 nChanged 94 SP:Iteration 26Q (1078.098554 sec): 3 clusters Score: Raw -436341.363851 + Penalty 1879.884022 = -434461.479829 nChanged 80 SP:Iteration 27Q (1078.181502 sec): 3 clusters Score: Raw -436365.866706 + Penalty 1879.884022 = -434485.982684 nChanged 88 SP:Iteration 28Q (1078.245209 sec): 3 clusters Score: Raw -436392.813178 + Penalty 1879.884022 = -434512.929156 nChanged 84 SP:Iteration 29Q (1078.321929 sec): 3 clusters Score: Raw -436422.548632 + Penalty 1879.884022 = -434542.664610 nChanged 94 SP:Iteration 30Q (1078.395711 sec): 3 clusters Score: Raw -436450.758059 + Penalty 1879.884022 = -434570.874037 nChanged 84 SP:Iteration 31Q (1078.484526 sec): 3 clusters Score: Raw -436474.012047 + Penalty 1879.884022 = -434594.128025 nChanged 90 SP:Iteration 32Q (1078.557190 sec): 3 clusters Score: Raw -436499.849527 + Penalty 1879.884022 = -434619.965504 nChanged 79 SP:Iteration 33Q (1078.647559 sec): 3 clusters Score: Raw -436524.730890 + Penalty 1879.884022 = -434644.846868 nChanged 83 SP:Iteration 34Q (1078.725609 sec): 3 clusters Score: Raw -436552.611053 + Penalty 1879.884022 = -434672.727031 nChanged 82 SP:Iteration 35Q (1078.826453 sec): 3 clusters Score: Raw -436579.600118 + Penalty 1879.884022 = -434699.716096 nChanged 88 SP:Iteration 36Q (1078.885812 sec): 3 clusters Score: Raw -436611.662570 + Penalty 1879.884022 = -434731.778548 nChanged 94 SP:Iteration 37Q (1078.989078 sec): 3 clusters Score: Raw -436641.210944 + Penalty 1879.884022 = -434761.326922 nChanged 80 SP:Iteration 38Q (1079.061046 sec): 3 clusters Score: Raw -436667.045720 + Penalty 1879.884022 = -434787.161698 nChanged 80 SP:Iteration 39Q (1079.152479 sec): 3 clusters Score: Raw -436693.940477 + Penalty 1879.884022 = -434814.056455 nChanged 71 SP:Iteration 40F (1079.241806 sec): 3 clusters Score: Raw -436718.874490 + Penalty 1879.884022 = -434838.990468 nChanged 74 SP:Iteration 41Q (1079.333817 sec): 3 clusters Score: Raw -436742.951335 + Penalty 1879.884022 = -434863.067313 nChanged 68 SP:Iteration 42Q (1079.406142 sec): 3 clusters Score: Raw -436765.782955 + Penalty 1879.884022 = -434885.898933 nChanged 66 SP:Iteration 43Q (1079.487545 sec): 3 clusters Score: Raw -436788.411025 + Penalty 1879.884022 = -434908.527003 nChanged 68 SP:Iteration 44Q (1079.569119 sec): 3 clusters Score: Raw -436808.529823 + Penalty 1879.884022 = -434928.645801 nChanged 55 SP:Iteration 45Q (1079.653570 sec): 3 clusters Score: Raw -436825.893075 + Penalty 1879.884022 = -434946.009053 nChanged 59 SP:Iteration 46Q (1079.737826 sec): 3 clusters Score: Raw -436844.657308 + Penalty 1879.884022 = -434964.773286 nChanged 59 SP:Iteration 47Q (1079.820999 sec): 3 clusters Score: Raw -436862.202418 + Penalty 1879.884022 = -434982.318396 nChanged 49 SP:Iteration 48Q (1079.910907 sec): 3 clusters Score: Raw -436876.961805 + Penalty 1879.884022 = -434997.077783 nChanged 36 SP:Iteration 49Q (1079.995048 sec): 3 clusters Score: Raw -436885.342102 + Penalty 1879.884022 = -435005.458080 nChanged 37 SP:Iteration 50Q (1080.083124 sec): 3 clusters Score: Raw -436894.568125 + Penalty 1879.884022 = -435014.684103 nChanged 29 SP:Iteration 51Q (1080.130990 sec): 3 clusters Score: Raw -436902.532903 + Penalty 1879.884022 = -435022.648881 nChanged 32 SP:Iteration 52Q (1080.233686 sec): 3 clusters Score: Raw -436911.457022 + Penalty 1879.884022 = -435031.573000 nChanged 36 SP:Iteration 53Q (1080.344274 sec): 3 clusters Score: Raw -436922.198722 + Penalty 1879.884022 = -435042.314699 nChanged 40 SP:Iteration 54Q (1080.463391 sec): 3 clusters Score: Raw -436935.908360 + Penalty 1879.884022 = -435056.024338 nChanged 40 SP:Iteration 55Q (1080.551533 sec): 3 clusters Score: Raw -436952.283735 + Penalty 1879.884022 = -435072.399713 nChanged 49 SP:Iteration 56Q (1080.673283 sec): 3 clusters Score: Raw -436972.274286 + Penalty 1879.884022 = -435092.390264 nChanged 43 SP:Iteration 57Q (1080.783012 sec): 3 clusters Score: Raw -436987.534855 + Penalty 1879.884022 = -435107.650833 nChanged 31 SP:Iteration 58Q (1080.892170 sec): 3 clusters Score: Raw -436997.967540 + Penalty 1879.884022 = -435118.083518 nChanged 21 SP:Iteration 59Q (1081.004230 sec): 3 clusters Score: Raw -437004.802099 + Penalty 1879.884022 = -435124.918077 nChanged 18 SP:Iteration 60F (1081.109069 sec): 3 clusters Score: Raw -437009.539594 + Penalty 1879.884022 = -435129.655572 nChanged 16 SP:Iteration 61Q (1081.244272 sec): 3 clusters Score: Raw -437013.825473 + Penalty 1879.884022 = -435133.941450 nChanged 13 SP:Iteration 62Q (1081.395080 sec): 3 clusters Score: Raw -437018.018263 + Penalty 1879.884022 = -435138.134241 nChanged 17 SP:Iteration 63Q (1081.506645 sec): 3 clusters Score: Raw -437022.835456 + Penalty 1879.884022 = -435142.951434 nChanged 16 SP:Iteration 64Q (1081.625471 sec): 3 clusters Score: Raw -437027.997300 + Penalty 1879.884022 = -435148.113278 nChanged 17 SP:Iteration 65Q (1081.715385 sec): 3 clusters Score: Raw -437033.255533 + Penalty 1879.884022 = -435153.371511 nChanged 21 SP:Iteration 66Q (1081.904790 sec): 3 clusters Score: Raw -437039.251830 + Penalty 1879.884022 = -435159.367808 nChanged 19 SP:Iteration 67Q (1082.022820 sec): 3 clusters Score: Raw -437045.208053 + Penalty 1879.884022 = -435165.324031 nChanged 22 SP:Iteration 68Q (1082.135582 sec): 3 clusters Score: Raw -437052.494331 + Penalty 1879.884022 = -435172.610309 nChanged 21 SP:Iteration 69Q (1082.244528 sec): 3 clusters Score: Raw -437060.053657 + Penalty 1879.884022 = -435180.169635 nChanged 28 SP:Iteration 70Q (1082.348698 sec): 3 clusters Score: Raw -437070.349924 + Penalty 1879.884022 = -435190.465902 nChanged 22 SP:Iteration 71Q (1082.444157 sec): 3 clusters Score: Raw -437078.833023 + Penalty 1879.884022 = -435198.949001 nChanged 20 SP:Iteration 72Q (1082.556309 sec): 3 clusters Score: Raw -437084.629272 + Penalty 1879.884022 = -435204.745250 nChanged 18 SP:Iteration 73Q (1082.681888 sec): 3 clusters Score: Raw -437093.835478 + Penalty 1879.884022 = -435213.951456 nChanged 18 SP:Iteration 74Q (1082.774114 sec): 3 clusters Score: Raw -437100.254268 + Penalty 1879.884022 = -435220.370246 nChanged 19 SP:Iteration 75Q (1082.874895 sec): 3 clusters Score: Raw -437108.516386 + Penalty 1879.884022 = -435228.632364 nChanged 13 SP:Iteration 76Q (1082.985927 sec): 3 clusters Score: Raw -437114.981848 + Penalty 1879.884022 = -435235.097826 nChanged 17 SP:Iteration 77Q (1083.112359 sec): 3 clusters Score: Raw -437120.395281 + Penalty 1879.884022 = -435240.511259 nChanged 12 SP:Iteration 78Q (1083.237801 sec): 3 clusters Score: Raw -437126.965197 + Penalty 1879.884022 = -435247.081175 nChanged 10 SP:Iteration 79Q (1083.352282 sec): 3 clusters Score: Raw -437130.681855 + Penalty 1879.884022 = -435250.797833 nChanged 10 SP:Iteration 80F (1083.484775 sec): 3 clusters Score: Raw -437134.824680 + Penalty 1879.884022 = -435254.940658 nChanged 7 SP:Iteration 81Q (1083.595521 sec): 3 clusters Score: Raw -437136.372389 + Penalty 1879.884022 = -435256.488367 nChanged 9 SP:Iteration 82Q (1083.698742 sec): 3 clusters Score: Raw -437139.315522 + Penalty 1879.884022 = -435259.431500 nChanged 9 SP:Iteration 83Q (1083.813194 sec): 3 clusters Score: Raw -437143.671473 + Penalty 1879.884022 = -435263.787451 nChanged 11 SP:Iteration 84Q (1083.950500 sec): 3 clusters Score: Raw -437147.954760 + Penalty 1879.884022 = -435268.070738 nChanged 7 SP:Iteration 85Q (1084.035888 sec): 3 clusters Score: Raw -437151.159481 + Penalty 1879.884022 = -435271.275459 nChanged 6 SP:Iteration 86Q (1084.162699 sec): 3 clusters Score: Raw -437153.832963 + Penalty 1879.884022 = -435273.948941 nChanged 3 SP:Iteration 87Q (1084.283467 sec): 3 clusters Score: Raw -437154.916230 + Penalty 1879.884022 = -435275.032208 nChanged 3 SP:Iteration 88Q (1084.373982 sec): 3 clusters Score: Raw -437155.537495 + Penalty 1879.884022 = -435275.653473 nChanged 1 SP:Iteration 89Q (1084.490309 sec): 3 clusters Score: Raw -437155.910714 + Penalty 1879.884022 = -435276.026692 nChanged 0 SP:Iteration 90F (1084.600772 sec): 3 clusters Score: Raw -437155.910714 + Penalty 1879.884022 = -435276.026692 nChanged 0 Trying to split cluster 14 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1084.648297 sec): 2 clusters Score: Raw -29683.140978 + Penalty 684.819744 = -28998.321234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1084.766807 sec): 3 clusters Score: Raw -29480.395501 + Penalty 1369.639488 = -28110.756014 nChanged 217 SP:Iteration 1F (1084.853190 sec): 3 clusters Score: Raw -29703.038678 + Penalty 1369.639488 = -28333.399191 nChanged 50 SP:Iteration 2F (1084.929850 sec): 3 clusters Score: Raw -29767.789481 + Penalty 1369.639488 = -28398.149993 nChanged 39 SP:Iteration 3F (1085.011131 sec): 3 clusters Score: Raw -29813.569974 + Penalty 1369.639488 = -28443.930487 nChanged 24 SP:Iteration 4Q (1085.119874 sec): 3 clusters Score: Raw -29845.924400 + Penalty 1369.639488 = -28476.284913 nChanged 14 SP:Iteration 5Q (1085.186382 sec): 3 clusters Score: Raw -29864.189883 + Penalty 1369.639488 = -28494.550395 nChanged 16 SP:Iteration 6Q (1085.273614 sec): 3 clusters Score: Raw -29884.313216 + Penalty 1369.639488 = -28514.673728 nChanged 11 SP:Iteration 7Q (1085.381731 sec): 3 clusters Score: Raw -29894.360417 + Penalty 1369.639488 = -28524.720930 nChanged 10 SP:Iteration 8Q (1085.448423 sec): 3 clusters Score: Raw -29906.201510 + Penalty 1369.639488 = -28536.562022 nChanged 8 SP:Iteration 9Q (1085.555319 sec): 3 clusters Score: Raw -29914.774841 + Penalty 1369.639488 = -28545.135353 nChanged 5 SP:Iteration 10Q (1085.642675 sec): 3 clusters Score: Raw -29917.708219 + Penalty 1369.639488 = -28548.068731 nChanged 3 SP:Iteration 11Q (1085.700949 sec): 3 clusters Score: Raw -29920.360330 + Penalty 1369.639488 = -28550.720842 nChanged 3 SP:Iteration 12Q (1085.778725 sec): 3 clusters Score: Raw -29922.875534 + Penalty 1369.639488 = -28553.236047 nChanged 3 SP:Iteration 13Q (1085.904524 sec): 3 clusters Score: Raw -29925.518531 + Penalty 1369.639488 = -28555.879043 nChanged 3 SP:Iteration 14Q (1085.979182 sec): 3 clusters Score: Raw -29931.670891 + Penalty 1369.639488 = -28562.031403 nChanged 6 SP:Iteration 15Q (1086.061305 sec): 3 clusters Score: Raw -29943.722000 + Penalty 1369.639488 = -28574.082512 nChanged 7 SP:Iteration 16Q (1086.142997 sec): 3 clusters Score: Raw -29962.999974 + Penalty 1369.639488 = -28593.360486 nChanged 5 SP:Iteration 17Q (1086.223756 sec): 3 clusters Score: Raw -29972.102107 + Penalty 1369.639488 = -28602.462620 nChanged 4 SP:Iteration 18Q (1086.288461 sec): 3 clusters Score: Raw -29979.005383 + Penalty 1369.639488 = -28609.365895 nChanged 3 SP:Iteration 19Q (1086.370424 sec): 3 clusters Score: Raw -29982.674241 + Penalty 1369.639488 = -28613.034754 nChanged 3 SP:Iteration 20F (1086.433627 sec): 3 clusters Score: Raw -29984.738834 + Penalty 1369.639488 = -28615.099346 nChanged 1 SP:Iteration 21Q (1086.514277 sec): 3 clusters Score: Raw -29985.107783 + Penalty 1369.639488 = -28615.468296 nChanged 0 SP:Iteration 22F (1086.595189 sec): 3 clusters Score: Raw -29985.107783 + Penalty 1369.639488 = -28615.468296 nChanged 0 Trying to split cluster 15 (1465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1086.663726 sec): 2 clusters Score: Raw -77951.706128 + Penalty 765.409105 = -77186.297024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1086.753955 sec): 3 clusters Score: Raw -77294.442472 + Penalty 1530.818210 = -75763.624262 nChanged 526 SP:Iteration 1F (1086.833766 sec): 3 clusters Score: Raw -77708.927593 + Penalty 1530.818210 = -76178.109384 nChanged 125 SP:Iteration 2F (1086.914281 sec): 3 clusters Score: Raw -77836.749357 + Penalty 1530.818210 = -76305.931147 nChanged 95 SP:Iteration 3F (1087.003791 sec): 3 clusters Score: Raw -77936.209549 + Penalty 1530.818210 = -76405.391340 nChanged 72 SP:Iteration 4Q (1087.088776 sec): 3 clusters Score: Raw -77995.922538 + Penalty 1530.818210 = -76465.104329 nChanged 61 SP:Iteration 5Q (1087.156309 sec): 3 clusters Score: Raw -78050.613503 + Penalty 1530.818210 = -76519.795293 nChanged 45 SP:Iteration 6Q (1087.248276 sec): 3 clusters Score: Raw -78104.579313 + Penalty 1530.818210 = -76573.761103 nChanged 43 SP:Iteration 7Q (1087.324912 sec): 3 clusters Score: Raw -78142.380920 + Penalty 1530.818210 = -76611.562710 nChanged 30 SP:Iteration 8Q (1087.402218 sec): 3 clusters Score: Raw -78170.284473 + Penalty 1530.818210 = -76639.466263 nChanged 29 SP:Iteration 9Q (1087.476675 sec): 3 clusters Score: Raw -78200.582686 + Penalty 1530.818210 = -76669.764477 nChanged 20 SP:Iteration 10Q (1087.535345 sec): 3 clusters Score: Raw -78223.963248 + Penalty 1530.818210 = -76693.145038 nChanged 20 SP:Iteration 11Q (1087.630150 sec): 3 clusters Score: Raw -78248.478537 + Penalty 1530.818210 = -76717.660327 nChanged 9 SP:Iteration 12Q (1087.706690 sec): 3 clusters Score: Raw -78257.832575 + Penalty 1530.818210 = -76727.014366 nChanged 13 SP:Iteration 13Q (1087.795355 sec): 3 clusters Score: Raw -78265.737123 + Penalty 1530.818210 = -76734.918913 nChanged 9 SP:Iteration 14Q (1087.853546 sec): 3 clusters Score: Raw -78277.225766 + Penalty 1530.818210 = -76746.407556 nChanged 10 SP:Iteration 15Q (1087.930558 sec): 3 clusters Score: Raw -78286.286677 + Penalty 1530.818210 = -76755.468467 nChanged 12 SP:Iteration 16Q (1088.015891 sec): 3 clusters Score: Raw -78295.469975 + Penalty 1530.818210 = -76764.651766 nChanged 7 SP:Iteration 17Q (1088.091350 sec): 3 clusters Score: Raw -78299.948502 + Penalty 1530.818210 = -76769.130293 nChanged 5 SP:Iteration 18Q (1088.173725 sec): 3 clusters Score: Raw -78303.823876 + Penalty 1530.818210 = -76773.005666 nChanged 4 SP:Iteration 19Q (1088.245319 sec): 3 clusters Score: Raw -78307.728187 + Penalty 1530.818210 = -76776.909978 nChanged 3 SP:Iteration 20F (1088.320234 sec): 3 clusters Score: Raw -78310.367223 + Penalty 1530.818210 = -76779.549014 nChanged 3 SP:Iteration 21Q (1088.416406 sec): 3 clusters Score: Raw -78314.326211 + Penalty 1530.818210 = -76783.508002 nChanged 7 SP:Iteration 22Q (1088.498813 sec): 3 clusters Score: Raw -78320.471185 + Penalty 1530.818210 = -76789.652976 nChanged 7 SP:Iteration 23Q (1088.552097 sec): 3 clusters Score: Raw -78326.864156 + Penalty 1530.818210 = -76796.045946 nChanged 6 SP:Iteration 24Q (1088.647596 sec): 3 clusters Score: Raw -78331.889237 + Penalty 1530.818210 = -76801.071027 nChanged 5 SP:Iteration 25Q (1088.734469 sec): 3 clusters Score: Raw -78338.269116 + Penalty 1530.818210 = -76807.450906 nChanged 7 SP:Iteration 26Q (1088.799499 sec): 3 clusters Score: Raw -78346.306918 + Penalty 1530.818210 = -76815.488708 nChanged 9 SP:Iteration 27Q (1088.881881 sec): 3 clusters Score: Raw -78354.151036 + Penalty 1530.818210 = -76823.332826 nChanged 8 SP:Iteration 28Q (1088.962472 sec): 3 clusters Score: Raw -78359.480911 + Penalty 1530.818210 = -76828.662702 nChanged 4 SP:Iteration 29Q (1089.036702 sec): 3 clusters Score: Raw -78360.854649 + Penalty 1530.818210 = -76830.036440 nChanged 4 SP:Iteration 30Q (1089.116245 sec): 3 clusters Score: Raw -78362.286334 + Penalty 1530.818210 = -76831.468124 nChanged 1 SP:Iteration 31Q (1089.189353 sec): 3 clusters Score: Raw -78362.541326 + Penalty 1530.818210 = -76831.723116 nChanged 0 SP:Iteration 32F (1089.269567 sec): 3 clusters Score: Raw -78362.541326 + Penalty 1530.818210 = -76831.723116 nChanged 0 Iteration 139Q (1090.111048 sec): 16 clusters Score: Raw -2007842.303284 + Penalty 16729.896126 = -1991112.407158 nChanged 174 Iteration 140F (1090.997799 sec): 16 clusters Score: Raw -2007927.607269 + Penalty 16729.896126 = -1991197.711143 nChanged 187 Iteration 141Q (1091.764461 sec): 16 clusters Score: Raw -2008000.589180 + Penalty 16729.896126 = -1991270.693054 nChanged 164 Iteration 142Q (1092.596857 sec): 16 clusters Score: Raw -2008061.844026 + Penalty 16729.896126 = -1991331.947900 nChanged 140 Iteration 143Q (1093.454137 sec): 16 clusters Score: Raw -2008111.671456 + Penalty 16729.896126 = -1991381.775330 nChanged 128 Iteration 144Q (1094.070788 sec): 16 clusters Score: Raw -2008152.289197 + Penalty 16729.896126 = -1991422.393072 nChanged 115 Iteration 145Q (1094.741789 sec): 16 clusters Score: Raw -2008196.074914 + Penalty 16729.896126 = -1991466.178788 nChanged 114 Iteration 146Q (1095.544237 sec): 16 clusters Score: Raw -2008234.357356 + Penalty 16729.896126 = -1991504.461230 nChanged 119 Iteration 147Q (1096.376001 sec): 16 clusters Score: Raw -2008279.095332 + Penalty 16729.896126 = -1991549.199206 nChanged 144 Iteration 148Q (1097.221384 sec): 16 clusters Score: Raw -2008319.804164 + Penalty 16729.896126 = -1991589.908038 nChanged 99 Iteration 149Q (1098.076213 sec): 16 clusters Score: Raw -2008342.853003 + Penalty 16729.896126 = -1991612.956877 nChanged 90 Iteration 150Q (1098.919974 sec): 16 clusters Score: Raw -2008365.161662 + Penalty 16729.896126 = -1991635.265536 nChanged 83 Iteration 151Q (1099.781444 sec): 16 clusters Score: Raw -2008386.959329 + Penalty 16729.896126 = -1991657.063203 nChanged 71 Iteration 152Q (1100.592406 sec): 16 clusters Score: Raw -2008407.662925 + Penalty 16729.896126 = -1991677.766799 nChanged 75 Iteration 153Q (1101.469058 sec): 16 clusters Score: Raw -2008431.747675 + Penalty 16729.896126 = -1991701.851549 nChanged 93 Iteration 154Q (1102.288573 sec): 16 clusters Score: Raw -2008461.137749 + Penalty 16729.896126 = -1991731.241623 nChanged 108 Iteration 155Q (1103.137062 sec): 16 clusters Score: Raw -2008493.518988 + Penalty 16729.896126 = -1991763.622863 nChanged 110 Iteration 156Q (1104.096823 sec): 16 clusters Score: Raw -2008522.481540 + Penalty 16729.896126 = -1991792.585414 nChanged 118 Iteration 157Q (1105.096381 sec): 16 clusters Score: Raw -2008553.906378 + Penalty 16729.896126 = -1991824.010252 nChanged 102 Iteration 158Q (1106.113986 sec): 16 clusters Score: Raw -2008586.097219 + Penalty 16729.896126 = -1991856.201093 nChanged 106 Iteration 159Q (1107.156837 sec): 16 clusters Score: Raw -2008619.976176 + Penalty 16729.896126 = -1991890.080050 nChanged 111 Iteration 160F (1108.306304 sec): 16 clusters Score: Raw -2008661.088238 + Penalty 16729.896126 = -1991931.192112 nChanged 128 Iteration 161Q (1109.207250 sec): 16 clusters Score: Raw -2008707.786849 + Penalty 16729.896126 = -1991977.890723 nChanged 137 Iteration 162Q (1110.222333 sec): 16 clusters Score: Raw -2008752.681889 + Penalty 16729.896126 = -1992022.785763 nChanged 130 Iteration 163Q (1111.079033 sec): 16 clusters Score: Raw -2008791.482858 + Penalty 16729.896126 = -1992061.586732 nChanged 125 Iteration 164Q (1111.898227 sec): 16 clusters Score: Raw -2008826.266593 + Penalty 16729.896126 = -1992096.370467 nChanged 113 Iteration 165Q (1112.756806 sec): 16 clusters Score: Raw -2008853.670329 + Penalty 16729.896126 = -1992123.774203 nChanged 85 Iteration 166Q (1113.573355 sec): 16 clusters Score: Raw -2008868.742440 + Penalty 16729.896126 = -1992138.846314 nChanged 76 Iteration 167Q (1114.394737 sec): 16 clusters Score: Raw -2008881.708248 + Penalty 16729.896126 = -1992151.812122 nChanged 61 Iteration 168Q (1115.229876 sec): 16 clusters Score: Raw -2008890.262384 + Penalty 16729.896126 = -1992160.366258 nChanged 45 Iteration 169Q (1116.062201 sec): 16 clusters Score: Raw -2008896.014232 + Penalty 16729.896126 = -1992166.118107 nChanged 29 Iteration 170Q (1116.928334 sec): 16 clusters Score: Raw -2008898.678559 + Penalty 16729.896126 = -1992168.782433 nChanged 23 Iteration 171Q (1117.772796 sec): 16 clusters Score: Raw -2008900.597337 + Penalty 16729.896126 = -1992170.701211 nChanged 14 Iteration 172Q (1118.625796 sec): 16 clusters Score: Raw -2008901.982042 + Penalty 16729.896126 = -1992172.085916 nChanged 20 Iteration 173Q (1119.671987 sec): 16 clusters Score: Raw -2008904.390446 + Penalty 16729.896126 = -1992174.494321 nChanged 12 Iteration 174Q (1120.765615 sec): 16 clusters Score: Raw -2008905.547500 + Penalty 16729.896126 = -1992175.651374 nChanged 9 Iteration 175Q (1121.843320 sec): 16 clusters Score: Raw -2008906.691717 + Penalty 16729.896126 = -1992176.795591 nChanged 5 Iteration 176Q (1122.881877 sec): 16 clusters Score: Raw -2008907.112295 + Penalty 16729.896126 = -1992177.216169 nChanged 5 Iteration 177Q (1123.892989 sec): 16 clusters Score: Raw -2008907.695464 + Penalty 16729.896126 = -1992177.799338 nChanged 5 Iteration 178Q (1124.929395 sec): 16 clusters Score: Raw -2008908.109341 + Penalty 16729.896126 = -1992178.213215 nChanged 6 Writing temp clu file Because OldScore, -1992177.799338, is greater than current (better) Score,-1992178.213215 Compute initial score before splitting: Score: Raw -2008908.109341 + Penalty 16729.896126 = -1992178.213215 Trying to split cluster 1 (3822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1124.995955 sec): 2 clusters Score: Raw -203336.554425 + Penalty 866.095558 = -202470.458866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.075386 sec): 3 clusters Score: Raw -201311.988500 + Penalty 1732.191116 = -199579.797383 nChanged 1569 SP:Iteration 1F (1125.169262 sec): 3 clusters Score: Raw -202259.547797 + Penalty 1732.191116 = -200527.356681 nChanged 296 SP:Iteration 2F (1125.241477 sec): 3 clusters Score: Raw -202434.134442 + Penalty 1732.191116 = -200701.943326 nChanged 215 SP:Iteration 3F (1125.316432 sec): 3 clusters Score: Raw -202554.444181 + Penalty 1732.191116 = -200822.253065 nChanged 167 SP:Iteration 4Q (1125.409323 sec): 3 clusters Score: Raw -202647.483418 + Penalty 1732.191116 = -200915.292301 nChanged 147 SP:Iteration 5Q (1125.485616 sec): 3 clusters Score: Raw -202734.117357 + Penalty 1732.191116 = -201001.926241 nChanged 133 SP:Iteration 6Q (1125.548255 sec): 3 clusters Score: Raw -202828.525615 + Penalty 1732.191116 = -201096.334499 nChanged 130 SP:Iteration 7Q (1125.627673 sec): 3 clusters Score: Raw -202920.399955 + Penalty 1732.191116 = -201188.208838 nChanged 129 SP:Iteration 8Q (1125.714190 sec): 3 clusters Score: Raw -203001.626221 + Penalty 1732.191116 = -201269.435104 nChanged 107 SP:Iteration 9Q (1125.782834 sec): 3 clusters Score: Raw -203061.655579 + Penalty 1732.191116 = -201329.464463 nChanged 89 SP:Iteration 10Q (1125.894171 sec): 3 clusters Score: Raw -203117.262233 + Penalty 1732.191116 = -201385.071117 nChanged 79 SP:Iteration 11Q (1125.960736 sec): 3 clusters Score: Raw -203156.686258 + Penalty 1732.191116 = -201424.495142 nChanged 63 SP:Iteration 12Q (1126.046184 sec): 3 clusters Score: Raw -203189.671923 + Penalty 1732.191116 = -201457.480807 nChanged 67 SP:Iteration 13Q (1126.124445 sec): 3 clusters Score: Raw -203218.226709 + Penalty 1732.191116 = -201486.035593 nChanged 52 SP:Iteration 14Q (1126.207776 sec): 3 clusters Score: Raw -203235.171781 + Penalty 1732.191116 = -201502.980665 nChanged 34 SP:Iteration 15Q (1126.296994 sec): 3 clusters Score: Raw -203247.226865 + Penalty 1732.191116 = -201515.035749 nChanged 31 SP:Iteration 16Q (1126.361321 sec): 3 clusters Score: Raw -203258.450301 + Penalty 1732.191116 = -201526.259184 nChanged 29 SP:Iteration 17Q (1126.442132 sec): 3 clusters Score: Raw -203267.020496 + Penalty 1732.191116 = -201534.829379 nChanged 18 SP:Iteration 18Q (1126.517282 sec): 3 clusters Score: Raw -203272.084092 + Penalty 1732.191116 = -201539.892976 nChanged 17 SP:Iteration 19Q (1126.589438 sec): 3 clusters Score: Raw -203279.099425 + Penalty 1732.191116 = -201546.908309 nChanged 20 SP:Iteration 20F (1126.665178 sec): 3 clusters Score: Raw -203284.720101 + Penalty 1732.191116 = -201552.528985 nChanged 17 SP:Iteration 21Q (1126.740896 sec): 3 clusters Score: Raw -203289.881342 + Penalty 1732.191116 = -201557.690226 nChanged 17 SP:Iteration 22Q (1126.820041 sec): 3 clusters Score: Raw -203294.990794 + Penalty 1732.191116 = -201562.799678 nChanged 18 SP:Iteration 23Q (1126.891013 sec): 3 clusters Score: Raw -203300.250317 + Penalty 1732.191116 = -201568.059201 nChanged 13 SP:Iteration 24Q (1126.965198 sec): 3 clusters Score: Raw -203304.793101 + Penalty 1732.191116 = -201572.601985 nChanged 13 SP:Iteration 25Q (1127.062376 sec): 3 clusters Score: Raw -203308.429820 + Penalty 1732.191116 = -201576.238703 nChanged 10 SP:Iteration 26Q (1127.131044 sec): 3 clusters Score: Raw -203311.343233 + Penalty 1732.191116 = -201579.152117 nChanged 7 SP:Iteration 27Q (1127.227074 sec): 3 clusters Score: Raw -203313.402723 + Penalty 1732.191116 = -201581.211606 nChanged 10 SP:Iteration 28Q (1127.290385 sec): 3 clusters Score: Raw -203315.901245 + Penalty 1732.191116 = -201583.710129 nChanged 7 SP:Iteration 29Q (1127.371690 sec): 3 clusters Score: Raw -203317.775791 + Penalty 1732.191116 = -201585.584675 nChanged 8 SP:Iteration 30Q (1127.447209 sec): 3 clusters Score: Raw -203319.973036 + Penalty 1732.191116 = -201587.781919 nChanged 6 SP:Iteration 31Q (1127.508986 sec): 3 clusters Score: Raw -203321.367149 + Penalty 1732.191116 = -201589.176033 nChanged 4 SP:Iteration 32Q (1127.594371 sec): 3 clusters Score: Raw -203322.410344 + Penalty 1732.191116 = -201590.219227 nChanged 2 SP:Iteration 33Q (1127.664666 sec): 3 clusters Score: Raw -203322.663513 + Penalty 1732.191116 = -201590.472397 nChanged 1 SP:Iteration 34Q (1127.732218 sec): 3 clusters Score: Raw -203322.705688 + Penalty 1732.191116 = -201590.514572 nChanged 0 SP:Iteration 35F (1127.810732 sec): 3 clusters Score: Raw -203322.705688 + Penalty 1732.191116 = -201590.514572 nChanged 0 Trying to split cluster 2 (3664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1127.863160 sec): 2 clusters Score: Raw -169853.296277 + Penalty 861.662626 = -168991.633650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1127.942078 sec): 3 clusters Score: Raw -167917.209580 + Penalty 1723.325252 = -166193.884327 nChanged 1505 SP:Iteration 1F (1128.035293 sec): 3 clusters Score: Raw -168869.129059 + Penalty 1723.325252 = -167145.803807 nChanged 312 SP:Iteration 2F (1128.118608 sec): 3 clusters Score: Raw -169095.921941 + Penalty 1723.325252 = -167372.596688 nChanged 255 SP:Iteration 3F (1128.200730 sec): 3 clusters Score: Raw -169280.388631 + Penalty 1723.325252 = -167557.063378 nChanged 207 SP:Iteration 4F (1128.287853 sec): 3 clusters Score: Raw -169414.688224 + Penalty 1723.325252 = -167691.362971 nChanged 172 SP:Iteration 5Q (1128.368253 sec): 3 clusters Score: Raw -169515.767598 + Penalty 1723.325252 = -167792.442346 nChanged 134 SP:Iteration 6Q (1128.451174 sec): 3 clusters Score: Raw -169603.588535 + Penalty 1723.325252 = -167880.263283 nChanged 121 SP:Iteration 7Q (1128.511439 sec): 3 clusters Score: Raw -169669.924353 + Penalty 1723.325252 = -167946.599101 nChanged 119 SP:Iteration 8Q (1128.600245 sec): 3 clusters Score: Raw -169733.006040 + Penalty 1723.325252 = -168009.680788 nChanged 81 SP:Iteration 9Q (1128.685175 sec): 3 clusters Score: Raw -169770.573616 + Penalty 1723.325252 = -168047.248364 nChanged 68 SP:Iteration 10Q (1128.765354 sec): 3 clusters Score: Raw -169802.027925 + Penalty 1723.325252 = -168078.702673 nChanged 55 SP:Iteration 11Q (1128.840062 sec): 3 clusters Score: Raw -169824.025993 + Penalty 1723.325252 = -168100.700741 nChanged 56 SP:Iteration 12Q (1128.909640 sec): 3 clusters Score: Raw -169837.573083 + Penalty 1723.325252 = -168114.247830 nChanged 30 SP:Iteration 13Q (1128.997483 sec): 3 clusters Score: Raw -169844.385415 + Penalty 1723.325252 = -168121.060162 nChanged 24 SP:Iteration 14Q (1129.063351 sec): 3 clusters Score: Raw -169849.070307 + Penalty 1723.325252 = -168125.745054 nChanged 15 SP:Iteration 15Q (1129.145571 sec): 3 clusters Score: Raw -169851.730887 + Penalty 1723.325252 = -168128.405634 nChanged 12 SP:Iteration 16Q (1129.232682 sec): 3 clusters Score: Raw -169854.475130 + Penalty 1723.325252 = -168131.149878 nChanged 15 SP:Iteration 17Q (1129.301766 sec): 3 clusters Score: Raw -169856.884145 + Penalty 1723.325252 = -168133.558893 nChanged 8 SP:Iteration 18Q (1129.382295 sec): 3 clusters Score: Raw -169858.529649 + Penalty 1723.325252 = -168135.204397 nChanged 7 SP:Iteration 19Q (1129.474503 sec): 3 clusters Score: Raw -169860.977477 + Penalty 1723.325252 = -168137.652224 nChanged 9 SP:Iteration 20F (1129.542028 sec): 3 clusters Score: Raw -169863.012341 + Penalty 1723.325252 = -168139.687089 nChanged 10 SP:Iteration 21Q (1129.618458 sec): 3 clusters Score: Raw -169865.501572 + Penalty 1723.325252 = -168142.176320 nChanged 14 SP:Iteration 22Q (1129.705996 sec): 3 clusters Score: Raw -169868.630850 + Penalty 1723.325252 = -168145.305597 nChanged 12 SP:Iteration 23Q (1129.784488 sec): 3 clusters Score: Raw -169871.042792 + Penalty 1723.325252 = -168147.717539 nChanged 10 SP:Iteration 24Q (1129.861342 sec): 3 clusters Score: Raw -169873.606901 + Penalty 1723.325252 = -168150.281648 nChanged 12 SP:Iteration 25Q (1129.919005 sec): 3 clusters Score: Raw -169875.432343 + Penalty 1723.325252 = -168152.107090 nChanged 7 SP:Iteration 26Q (1130.014509 sec): 3 clusters Score: Raw -169878.071496 + Penalty 1723.325252 = -168154.746244 nChanged 15 SP:Iteration 27Q (1130.087229 sec): 3 clusters Score: Raw -169881.253768 + Penalty 1723.325252 = -168157.928516 nChanged 12 SP:Iteration 28Q (1130.145940 sec): 3 clusters Score: Raw -169883.428131 + Penalty 1723.325252 = -168160.102878 nChanged 12 SP:Iteration 29Q (1130.217547 sec): 3 clusters Score: Raw -169885.493448 + Penalty 1723.325252 = -168162.168195 nChanged 8 SP:Iteration 30Q (1130.290194 sec): 3 clusters Score: Raw -169886.608904 + Penalty 1723.325252 = -168163.283651 nChanged 2 SP:Iteration 31Q (1130.385843 sec): 3 clusters Score: Raw -169886.840957 + Penalty 1723.325252 = -168163.515705 nChanged 5 SP:Iteration 32Q (1130.429480 sec): 3 clusters Score: Raw -169888.160081 + Penalty 1723.325252 = -168164.834828 nChanged 5 SP:Iteration 33Q (1130.513967 sec): 3 clusters Score: Raw -169889.277964 + Penalty 1723.325252 = -168165.952711 nChanged 8 SP:Iteration 34Q (1130.584980 sec): 3 clusters Score: Raw -169893.718762 + Penalty 1723.325252 = -168170.393510 nChanged 17 SP:Iteration 35Q (1130.683329 sec): 3 clusters Score: Raw -169897.932579 + Penalty 1723.325252 = -168174.607327 nChanged 10 SP:Iteration 36Q (1130.750319 sec): 3 clusters Score: Raw -169900.047825 + Penalty 1723.325252 = -168176.722572 nChanged 10 SP:Iteration 37Q (1130.829529 sec): 3 clusters Score: Raw -169902.533795 + Penalty 1723.325252 = -168179.208543 nChanged 12 SP:Iteration 38Q (1130.912471 sec): 3 clusters Score: Raw -169905.642608 + Penalty 1723.325252 = -168182.317356 nChanged 15 SP:Iteration 39Q (1130.973344 sec): 3 clusters Score: Raw -169911.204756 + Penalty 1723.325252 = -168187.879504 nChanged 16 SP:Iteration 40F (1131.061790 sec): 3 clusters Score: Raw -169914.464569 + Penalty 1723.325252 = -168191.139317 nChanged 17 SP:Iteration 41Q (1131.151517 sec): 3 clusters Score: Raw -169918.741654 + Penalty 1723.325252 = -168195.416402 nChanged 14 SP:Iteration 42Q (1131.276000 sec): 3 clusters Score: Raw -169921.071003 + Penalty 1723.325252 = -168197.745750 nChanged 10 SP:Iteration 43Q (1131.369977 sec): 3 clusters Score: Raw -169923.241043 + Penalty 1723.325252 = -168199.915791 nChanged 11 SP:Iteration 44Q (1131.488451 sec): 3 clusters Score: Raw -169926.119759 + Penalty 1723.325252 = -168202.794506 nChanged 12 SP:Iteration 45Q (1131.580791 sec): 3 clusters Score: Raw -169929.318272 + Penalty 1723.325252 = -168205.993020 nChanged 16 SP:Iteration 46Q (1131.666251 sec): 3 clusters Score: Raw -169933.002288 + Penalty 1723.325252 = -168209.677036 nChanged 11 SP:Iteration 47Q (1131.767683 sec): 3 clusters Score: Raw -169935.092834 + Penalty 1723.325252 = -168211.767582 nChanged 11 SP:Iteration 48Q (1131.855354 sec): 3 clusters Score: Raw -169936.885070 + Penalty 1723.325252 = -168213.559818 nChanged 9 SP:Iteration 49Q (1131.946684 sec): 3 clusters Score: Raw -169938.977712 + Penalty 1723.325252 = -168215.652460 nChanged 9 SP:Iteration 50Q (1132.035550 sec): 3 clusters Score: Raw -169941.235367 + Penalty 1723.325252 = -168217.910114 nChanged 7 SP:Iteration 51Q (1132.121432 sec): 3 clusters Score: Raw -169942.560857 + Penalty 1723.325252 = -168219.235605 nChanged 6 SP:Iteration 52Q (1132.214645 sec): 3 clusters Score: Raw -169944.318564 + Penalty 1723.325252 = -168220.993312 nChanged 9 SP:Iteration 53Q (1132.329068 sec): 3 clusters Score: Raw -169946.772683 + Penalty 1723.325252 = -168223.447431 nChanged 10 SP:Iteration 54Q (1132.411896 sec): 3 clusters Score: Raw -169949.077110 + Penalty 1723.325252 = -168225.751857 nChanged 9 SP:Iteration 55Q (1132.507971 sec): 3 clusters Score: Raw -169950.568401 + Penalty 1723.325252 = -168227.243148 nChanged 4 SP:Iteration 56Q (1132.603039 sec): 3 clusters Score: Raw -169951.224049 + Penalty 1723.325252 = -168227.898796 nChanged 6 SP:Iteration 57Q (1132.687378 sec): 3 clusters Score: Raw -169952.021432 + Penalty 1723.325252 = -168228.696179 nChanged 5 SP:Iteration 58Q (1132.780359 sec): 3 clusters Score: Raw -169953.110000 + Penalty 1723.325252 = -168229.784748 nChanged 6 SP:Iteration 59Q (1132.866518 sec): 3 clusters Score: Raw -169954.373602 + Penalty 1723.325252 = -168231.048350 nChanged 8 SP:Iteration 60F (1132.959052 sec): 3 clusters Score: Raw -169956.499699 + Penalty 1723.325252 = -168233.174447 nChanged 8 SP:Iteration 61Q (1133.045468 sec): 3 clusters Score: Raw -169958.070928 + Penalty 1723.325252 = -168234.745675 nChanged 10 SP:Iteration 62Q (1133.134335 sec): 3 clusters Score: Raw -169961.084832 + Penalty 1723.325252 = -168237.759580 nChanged 13 SP:Iteration 63Q (1133.235819 sec): 3 clusters Score: Raw -169964.524632 + Penalty 1723.325252 = -168241.199380 nChanged 13 SP:Iteration 64Q (1133.360815 sec): 3 clusters Score: Raw -169968.111072 + Penalty 1723.325252 = -168244.785820 nChanged 8 SP:Iteration 65Q (1133.467485 sec): 3 clusters Score: Raw -169970.448146 + Penalty 1723.325252 = -168247.122893 nChanged 8 SP:Iteration 66Q (1133.551509 sec): 3 clusters Score: Raw -169972.282065 + Penalty 1723.325252 = -168248.956813 nChanged 8 SP:Iteration 67Q (1133.656037 sec): 3 clusters Score: Raw -169973.958206 + Penalty 1723.325252 = -168250.632954 nChanged 8 SP:Iteration 68Q (1133.761899 sec): 3 clusters Score: Raw -169976.054395 + Penalty 1723.325252 = -168252.729143 nChanged 13 SP:Iteration 69Q (1133.889792 sec): 3 clusters Score: Raw -169979.844294 + Penalty 1723.325252 = -168256.519041 nChanged 12 SP:Iteration 70Q (1133.976686 sec): 3 clusters Score: Raw -169983.034955 + Penalty 1723.325252 = -168259.709702 nChanged 10 SP:Iteration 71Q (1134.093291 sec): 3 clusters Score: Raw -169986.701443 + Penalty 1723.325252 = -168263.376190 nChanged 17 SP:Iteration 72Q (1134.190137 sec): 3 clusters Score: Raw -169992.043696 + Penalty 1723.325252 = -168268.718443 nChanged 23 SP:Iteration 73Q (1134.274512 sec): 3 clusters Score: Raw -170000.154148 + Penalty 1723.325252 = -168276.828896 nChanged 35 SP:Iteration 74Q (1134.368479 sec): 3 clusters Score: Raw -170013.575338 + Penalty 1723.325252 = -168290.250086 nChanged 37 SP:Iteration 75Q (1134.482175 sec): 3 clusters Score: Raw -170028.646616 + Penalty 1723.325252 = -168305.321363 nChanged 31 SP:Iteration 76Q (1134.555751 sec): 3 clusters Score: Raw -170046.500067 + Penalty 1723.325252 = -168323.174815 nChanged 32 SP:Iteration 77Q (1134.651751 sec): 3 clusters Score: Raw -170065.522249 + Penalty 1723.325252 = -168342.196996 nChanged 42 SP:Iteration 78Q (1134.760466 sec): 3 clusters Score: Raw -170080.284217 + Penalty 1723.325252 = -168356.958964 nChanged 30 SP:Iteration 79Q (1134.846524 sec): 3 clusters Score: Raw -170089.610783 + Penalty 1723.325252 = -168366.285531 nChanged 22 SP:Iteration 80F (1134.946993 sec): 3 clusters Score: Raw -170094.590870 + Penalty 1723.325252 = -168371.265617 nChanged 22 SP:Iteration 81Q (1135.041997 sec): 3 clusters Score: Raw -170099.336423 + Penalty 1723.325252 = -168376.011171 nChanged 11 SP:Iteration 82Q (1135.136933 sec): 3 clusters Score: Raw -170100.602803 + Penalty 1723.325252 = -168377.277550 nChanged 5 SP:Iteration 83Q (1135.250164 sec): 3 clusters Score: Raw -170101.778395 + Penalty 1723.325252 = -168378.453142 nChanged 7 SP:Iteration 84Q (1135.331254 sec): 3 clusters Score: Raw -170102.761273 + Penalty 1723.325252 = -168379.436021 nChanged 8 SP:Iteration 85Q (1135.436981 sec): 3 clusters Score: Raw -170104.496754 + Penalty 1723.325252 = -168381.171502 nChanged 8 SP:Iteration 86Q (1135.530468 sec): 3 clusters Score: Raw -170105.951206 + Penalty 1723.325252 = -168382.625954 nChanged 6 SP:Iteration 87Q (1135.628876 sec): 3 clusters Score: Raw -170107.276163 + Penalty 1723.325252 = -168383.950910 nChanged 8 SP:Iteration 88Q (1135.761803 sec): 3 clusters Score: Raw -170109.008308 + Penalty 1723.325252 = -168385.683055 nChanged 5 SP:Iteration 89Q (1135.861112 sec): 3 clusters Score: Raw -170109.857623 + Penalty 1723.325252 = -168386.532371 nChanged 4 SP:Iteration 90Q (1135.981407 sec): 3 clusters Score: Raw -170110.173850 + Penalty 1723.325252 = -168386.848598 nChanged 4 SP:Iteration 91Q (1136.074521 sec): 3 clusters Score: Raw -170110.716311 + Penalty 1723.325252 = -168387.391058 nChanged 3 SP:Iteration 92Q (1136.188302 sec): 3 clusters Score: Raw -170111.116938 + Penalty 1723.325252 = -168387.791686 nChanged 1 SP:Iteration 93Q (1136.295688 sec): 3 clusters Score: Raw -170111.283098 + Penalty 1723.325252 = -168387.957846 nChanged 1 SP:Iteration 94Q (1136.402913 sec): 3 clusters Score: Raw -170111.534955 + Penalty 1723.325252 = -168388.209703 nChanged 1 SP:Iteration 95Q (1136.491006 sec): 3 clusters Score: Raw -170111.758659 + Penalty 1723.325252 = -168388.433407 nChanged 2 SP:Iteration 96Q (1136.597740 sec): 3 clusters Score: Raw -170112.097515 + Penalty 1723.325252 = -168388.772262 nChanged 2 SP:Iteration 97Q (1136.677865 sec): 3 clusters Score: Raw -170112.648440 + Penalty 1723.325252 = -168389.323188 nChanged 3 SP:Iteration 98Q (1136.761605 sec): 3 clusters Score: Raw -170113.061191 + Penalty 1723.325252 = -168389.735939 nChanged 3 SP:Iteration 99Q (1136.840916 sec): 3 clusters Score: Raw -170113.563053 + Penalty 1723.325252 = -168390.237800 nChanged 3 SP:Iteration 100F (1136.919791 sec): 3 clusters Score: Raw -170114.081419 + Penalty 1723.325252 = -168390.756167 nChanged 4 SP:Iteration 101Q (1136.999762 sec): 3 clusters Score: Raw -170115.029994 + Penalty 1723.325252 = -168391.704741 nChanged 7 SP:Iteration 102Q (1137.079773 sec): 3 clusters Score: Raw -170116.685991 + Penalty 1723.325252 = -168393.360738 nChanged 2 SP:Iteration 103Q (1137.159331 sec): 3 clusters Score: Raw -170117.103997 + Penalty 1723.325252 = -168393.778744 nChanged 2 SP:Iteration 104Q (1137.238751 sec): 3 clusters Score: Raw -170117.515275 + Penalty 1723.325252 = -168394.190023 nChanged 1 SP:Iteration 105Q (1137.312429 sec): 3 clusters Score: Raw -170117.829361 + Penalty 1723.325252 = -168394.504109 nChanged 2 SP:Iteration 106Q (1137.391347 sec): 3 clusters Score: Raw -170118.206391 + Penalty 1723.325252 = -168394.881139 nChanged 0 SP:Iteration 107F (1137.471834 sec): 3 clusters Score: Raw -170118.206391 + Penalty 1723.325252 = -168394.881139 nChanged 0 Trying to split cluster 3 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1137.535841 sec): 2 clusters Score: Raw -28990.973013 + Penalty 715.987027 = -28274.985987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1137.621670 sec): 3 clusters Score: Raw -28731.705691 + Penalty 1431.974054 = -27299.731637 nChanged 299 SP:Iteration 1F (1137.723870 sec): 3 clusters Score: Raw -29182.895951 + Penalty 1431.974054 = -27750.921898 nChanged 100 SP:Iteration 2F (1137.805835 sec): 3 clusters Score: Raw -29333.416350 + Penalty 1431.974054 = -27901.442297 nChanged 54 SP:Iteration 3F (1137.888102 sec): 3 clusters Score: Raw -29417.564133 + Penalty 1431.974054 = -27985.590079 nChanged 42 SP:Iteration 4Q (1137.978589 sec): 3 clusters Score: Raw -29499.852751 + Penalty 1431.974054 = -28067.878698 nChanged 38 SP:Iteration 5Q (1138.039495 sec): 3 clusters Score: Raw -29539.699924 + Penalty 1431.974054 = -28107.725870 nChanged 24 SP:Iteration 6Q (1138.129064 sec): 3 clusters Score: Raw -29570.071051 + Penalty 1431.974054 = -28138.096998 nChanged 16 SP:Iteration 7Q (1138.205350 sec): 3 clusters Score: Raw -29582.442823 + Penalty 1431.974054 = -28150.468769 nChanged 10 SP:Iteration 8Q (1138.269406 sec): 3 clusters Score: Raw -29591.368931 + Penalty 1431.974054 = -28159.394878 nChanged 7 SP:Iteration 9Q (1138.350290 sec): 3 clusters Score: Raw -29602.399864 + Penalty 1431.974054 = -28170.425811 nChanged 2 SP:Iteration 10Q (1138.428020 sec): 3 clusters Score: Raw -29603.627548 + Penalty 1431.974054 = -28171.653494 nChanged 4 SP:Iteration 11Q (1138.514166 sec): 3 clusters Score: Raw -29606.375633 + Penalty 1431.974054 = -28174.401580 nChanged 7 SP:Iteration 12Q (1138.572772 sec): 3 clusters Score: Raw -29611.113178 + Penalty 1431.974054 = -28179.139124 nChanged 2 SP:Iteration 13Q (1138.661380 sec): 3 clusters Score: Raw -29612.723461 + Penalty 1431.974054 = -28180.749407 nChanged 1 SP:Iteration 14Q (1138.737303 sec): 3 clusters Score: Raw -29613.241152 + Penalty 1431.974054 = -28181.267098 nChanged 0 SP:Iteration 15F (1138.810244 sec): 3 clusters Score: Raw -29613.241152 + Penalty 1431.974054 = -28181.267098 nChanged 0 Trying to split cluster 4 (2407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1138.857511 sec): 2 clusters Score: Raw -134172.896228 + Penalty 817.544326 = -133355.351902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1138.937773 sec): 3 clusters Score: Raw -133003.715576 + Penalty 1635.088652 = -131368.626924 nChanged 914 SP:Iteration 1F (1138.992795 sec): 3 clusters Score: Raw -133589.732430 + Penalty 1635.088652 = -131954.643778 nChanged 202 SP:Iteration 2F (1139.071666 sec): 3 clusters Score: Raw -133706.982835 + Penalty 1635.088652 = -132071.894183 nChanged 115 SP:Iteration 3Q (1139.111714 sec): 3 clusters Score: Raw -133764.973228 + Penalty 1635.088652 = -132129.884576 nChanged 83 SP:Iteration 4Q (1139.175259 sec): 3 clusters Score: Raw -133802.473785 + Penalty 1635.088652 = -132167.385133 nChanged 57 SP:Iteration 5Q (1139.245624 sec): 3 clusters Score: Raw -133832.842246 + Penalty 1635.088652 = -132197.753594 nChanged 54 SP:Iteration 6Q (1139.327847 sec): 3 clusters Score: Raw -133872.083353 + Penalty 1635.088652 = -132236.994701 nChanged 56 SP:Iteration 7Q (1139.411619 sec): 3 clusters Score: Raw -133910.993352 + Penalty 1635.088652 = -132275.904700 nChanged 54 SP:Iteration 8Q (1139.489333 sec): 3 clusters Score: Raw -133939.475113 + Penalty 1635.088652 = -132304.386462 nChanged 43 SP:Iteration 9Q (1139.562900 sec): 3 clusters Score: Raw -133958.637293 + Penalty 1635.088652 = -132323.548641 nChanged 29 SP:Iteration 10Q (1139.656611 sec): 3 clusters Score: Raw -133969.062961 + Penalty 1635.088652 = -132333.974309 nChanged 21 SP:Iteration 11Q (1139.733281 sec): 3 clusters Score: Raw -133976.972043 + Penalty 1635.088652 = -132341.883391 nChanged 17 SP:Iteration 12Q (1139.810353 sec): 3 clusters Score: Raw -133981.726003 + Penalty 1635.088652 = -132346.637351 nChanged 15 SP:Iteration 13Q (1139.866904 sec): 3 clusters Score: Raw -133986.413565 + Penalty 1635.088652 = -132351.324913 nChanged 16 SP:Iteration 14Q (1139.942977 sec): 3 clusters Score: Raw -133992.026793 + Penalty 1635.088652 = -132356.938141 nChanged 18 SP:Iteration 15Q (1140.017184 sec): 3 clusters Score: Raw -133999.715753 + Penalty 1635.088652 = -132364.627101 nChanged 21 SP:Iteration 16Q (1140.110762 sec): 3 clusters Score: Raw -134010.131197 + Penalty 1635.088652 = -132375.042545 nChanged 20 SP:Iteration 17Q (1140.193614 sec): 3 clusters Score: Raw -134016.973917 + Penalty 1635.088652 = -132381.885266 nChanged 19 SP:Iteration 18Q (1140.276074 sec): 3 clusters Score: Raw -134023.102836 + Penalty 1635.088652 = -132388.014184 nChanged 19 SP:Iteration 19Q (1140.344600 sec): 3 clusters Score: Raw -134030.197199 + Penalty 1635.088652 = -132395.108547 nChanged 22 SP:Iteration 20F (1140.414217 sec): 3 clusters Score: Raw -134040.165860 + Penalty 1635.088652 = -132405.077208 nChanged 23 SP:Iteration 21Q (1140.482180 sec): 3 clusters Score: Raw -134048.130222 + Penalty 1635.088652 = -132413.041570 nChanged 16 SP:Iteration 22Q (1140.544813 sec): 3 clusters Score: Raw -134053.920228 + Penalty 1635.088652 = -132418.831577 nChanged 13 SP:Iteration 23Q (1140.627910 sec): 3 clusters Score: Raw -134058.708139 + Penalty 1635.088652 = -132423.619487 nChanged 15 SP:Iteration 24Q (1140.697346 sec): 3 clusters Score: Raw -134063.360182 + Penalty 1635.088652 = -132428.271530 nChanged 12 SP:Iteration 25Q (1140.797856 sec): 3 clusters Score: Raw -134067.238398 + Penalty 1635.088652 = -132432.149746 nChanged 13 SP:Iteration 26Q (1140.867555 sec): 3 clusters Score: Raw -134074.091999 + Penalty 1635.088652 = -132439.003347 nChanged 16 SP:Iteration 27Q (1140.936380 sec): 3 clusters Score: Raw -134079.622841 + Penalty 1635.088652 = -132444.534189 nChanged 18 SP:Iteration 28Q (1141.018310 sec): 3 clusters Score: Raw -134084.086341 + Penalty 1635.088652 = -132448.997689 nChanged 13 SP:Iteration 29Q (1141.115131 sec): 3 clusters Score: Raw -134087.192130 + Penalty 1635.088652 = -132452.103478 nChanged 14 SP:Iteration 30Q (1141.180925 sec): 3 clusters Score: Raw -134090.227597 + Penalty 1635.088652 = -132455.138945 nChanged 6 SP:Iteration 31Q (1141.269929 sec): 3 clusters Score: Raw -134091.634251 + Penalty 1635.088652 = -132456.545599 nChanged 6 SP:Iteration 32Q (1141.346141 sec): 3 clusters Score: Raw -134094.172967 + Penalty 1635.088652 = -132459.084315 nChanged 12 SP:Iteration 33Q (1141.436790 sec): 3 clusters Score: Raw -134097.288618 + Penalty 1635.088652 = -132462.199967 nChanged 8 SP:Iteration 34Q (1141.513675 sec): 3 clusters Score: Raw -134099.340423 + Penalty 1635.088652 = -132464.251771 nChanged 11 SP:Iteration 35Q (1141.576989 sec): 3 clusters Score: Raw -134102.177126 + Penalty 1635.088652 = -132467.088475 nChanged 11 SP:Iteration 36Q (1141.640187 sec): 3 clusters Score: Raw -134107.106490 + Penalty 1635.088652 = -132472.017838 nChanged 11 SP:Iteration 37Q (1141.736616 sec): 3 clusters Score: Raw -134111.932997 + Penalty 1635.088652 = -132476.844345 nChanged 13 SP:Iteration 38Q (1141.812285 sec): 3 clusters Score: Raw -134116.098612 + Penalty 1635.088652 = -132481.009960 nChanged 8 SP:Iteration 39Q (1141.892662 sec): 3 clusters Score: Raw -134119.331448 + Penalty 1635.088652 = -132484.242796 nChanged 6 SP:Iteration 40F (1141.990206 sec): 3 clusters Score: Raw -134120.749761 + Penalty 1635.088652 = -132485.661109 nChanged 11 SP:Iteration 41Q (1142.054970 sec): 3 clusters Score: Raw -134124.737440 + Penalty 1635.088652 = -132489.648788 nChanged 11 SP:Iteration 42Q (1142.147279 sec): 3 clusters Score: Raw -134130.038220 + Penalty 1635.088652 = -132494.949568 nChanged 8 SP:Iteration 43Q (1142.219846 sec): 3 clusters Score: Raw -134134.018210 + Penalty 1635.088652 = -132498.929558 nChanged 6 SP:Iteration 44Q (1142.294374 sec): 3 clusters Score: Raw -134136.218281 + Penalty 1635.088652 = -132501.129629 nChanged 6 SP:Iteration 45Q (1142.380093 sec): 3 clusters Score: Raw -134139.122932 + Penalty 1635.088652 = -132504.034280 nChanged 7 SP:Iteration 46Q (1142.466231 sec): 3 clusters Score: Raw -134141.391250 + Penalty 1635.088652 = -132506.302598 nChanged 4 SP:Iteration 47Q (1142.548585 sec): 3 clusters Score: Raw -134142.732629 + Penalty 1635.088652 = -132507.643977 nChanged 4 SP:Iteration 48Q (1142.625954 sec): 3 clusters Score: Raw -134144.573226 + Penalty 1635.088652 = -132509.484574 nChanged 5 SP:Iteration 49Q (1142.689354 sec): 3 clusters Score: Raw -134145.862699 + Penalty 1635.088652 = -132510.774047 nChanged 4 SP:Iteration 50Q (1142.762761 sec): 3 clusters Score: Raw -134146.884596 + Penalty 1635.088652 = -132511.795944 nChanged 4 SP:Iteration 51Q (1142.851988 sec): 3 clusters Score: Raw -134148.452794 + Penalty 1635.088652 = -132513.364142 nChanged 6 SP:Iteration 52Q (1142.916056 sec): 3 clusters Score: Raw -134152.172093 + Penalty 1635.088652 = -132517.083441 nChanged 8 SP:Iteration 53Q (1143.001893 sec): 3 clusters Score: Raw -134154.827479 + Penalty 1635.088652 = -132519.738827 nChanged 3 SP:Iteration 54Q (1143.072379 sec): 3 clusters Score: Raw -134156.629278 + Penalty 1635.088652 = -132521.540626 nChanged 5 SP:Iteration 55Q (1143.158128 sec): 3 clusters Score: Raw -134157.989739 + Penalty 1635.088652 = -132522.901087 nChanged 5 SP:Iteration 56Q (1143.222953 sec): 3 clusters Score: Raw -134159.452928 + Penalty 1635.088652 = -132524.364276 nChanged 3 SP:Iteration 57Q (1143.318203 sec): 3 clusters Score: Raw -134160.635040 + Penalty 1635.088652 = -132525.546388 nChanged 5 SP:Iteration 58Q (1143.372611 sec): 3 clusters Score: Raw -134162.318169 + Penalty 1635.088652 = -132527.229517 nChanged 4 SP:Iteration 59Q (1143.444299 sec): 3 clusters Score: Raw -134163.930205 + Penalty 1635.088652 = -132528.841553 nChanged 4 SP:Iteration 60F (1143.523314 sec): 3 clusters Score: Raw -134164.973067 + Penalty 1635.088652 = -132529.884415 nChanged 6 SP:Iteration 61Q (1143.610641 sec): 3 clusters Score: Raw -134168.342664 + Penalty 1635.088652 = -132533.254012 nChanged 6 SP:Iteration 62Q (1143.676032 sec): 3 clusters Score: Raw -134171.207733 + Penalty 1635.088652 = -132536.119082 nChanged 10 SP:Iteration 63Q (1143.759425 sec): 3 clusters Score: Raw -134174.769094 + Penalty 1635.088652 = -132539.680442 nChanged 7 SP:Iteration 64Q (1143.847656 sec): 3 clusters Score: Raw -134178.383818 + Penalty 1635.088652 = -132543.295166 nChanged 7 SP:Iteration 65Q (1143.925406 sec): 3 clusters Score: Raw -134180.752762 + Penalty 1635.088652 = -132545.664111 nChanged 4 SP:Iteration 66Q (1143.985232 sec): 3 clusters Score: Raw -134182.356792 + Penalty 1635.088652 = -132547.268140 nChanged 5 SP:Iteration 67Q (1144.074696 sec): 3 clusters Score: Raw -134183.908974 + Penalty 1635.088652 = -132548.820322 nChanged 6 SP:Iteration 68Q (1144.144519 sec): 3 clusters Score: Raw -134185.564301 + Penalty 1635.088652 = -132550.475649 nChanged 5 SP:Iteration 69Q (1144.240642 sec): 3 clusters Score: Raw -134187.869113 + Penalty 1635.088652 = -132552.780461 nChanged 3 SP:Iteration 70Q (1144.331575 sec): 3 clusters Score: Raw -134188.750335 + Penalty 1635.088652 = -132553.661683 nChanged 1 SP:Iteration 71Q (1144.415600 sec): 3 clusters Score: Raw -134189.612523 + Penalty 1635.088652 = -132554.523871 nChanged 3 SP:Iteration 72Q (1144.506690 sec): 3 clusters Score: Raw -134190.916085 + Penalty 1635.088652 = -132555.827433 nChanged 1 SP:Iteration 73Q (1144.629776 sec): 3 clusters Score: Raw -134191.043108 + Penalty 1635.088652 = -132555.954456 nChanged 0 SP:Iteration 74F (1144.698554 sec): 3 clusters Score: Raw -134191.043108 + Penalty 1635.088652 = -132555.954456 nChanged 0 Trying to split cluster 5 (2013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1144.773841 sec): 2 clusters Score: Raw -97843.788368 + Penalty 798.775050 = -97045.013318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1144.870268 sec): 3 clusters Score: Raw -96893.178213 + Penalty 1597.550099 = -95295.628114 nChanged 774 SP:Iteration 1F (1144.981538 sec): 3 clusters Score: Raw -97314.002753 + Penalty 1597.550099 = -95716.452653 nChanged 162 SP:Iteration 2F (1145.065864 sec): 3 clusters Score: Raw -97423.282021 + Penalty 1597.550099 = -95825.731922 nChanged 123 SP:Iteration 3F (1145.142029 sec): 3 clusters Score: Raw -97554.082323 + Penalty 1597.550099 = -95956.532224 nChanged 129 SP:Iteration 4F (1145.225802 sec): 3 clusters Score: Raw -97684.685087 + Penalty 1597.550099 = -96087.134987 nChanged 123 SP:Iteration 5F (1145.312025 sec): 3 clusters Score: Raw -97797.938158 + Penalty 1597.550099 = -96200.388058 nChanged 103 SP:Iteration 6F (1145.409410 sec): 3 clusters Score: Raw -97902.833375 + Penalty 1597.550099 = -96305.283275 nChanged 102 SP:Iteration 7F (1145.500217 sec): 3 clusters Score: Raw -98016.870268 + Penalty 1597.550099 = -96419.320169 nChanged 83 SP:Iteration 8Q (1145.584758 sec): 3 clusters Score: Raw -98096.015946 + Penalty 1597.550099 = -96498.465847 nChanged 54 SP:Iteration 9Q (1145.705517 sec): 3 clusters Score: Raw -98137.961496 + Penalty 1597.550099 = -96540.411397 nChanged 38 SP:Iteration 10Q (1145.906075 sec): 3 clusters Score: Raw -98161.740792 + Penalty 1597.550099 = -96564.190693 nChanged 25 SP:Iteration 11Q (1145.993988 sec): 3 clusters Score: Raw -98176.957549 + Penalty 1597.550099 = -96579.407449 nChanged 23 SP:Iteration 12Q (1146.108323 sec): 3 clusters Score: Raw -98195.656720 + Penalty 1597.550099 = -96598.106621 nChanged 24 SP:Iteration 13Q (1146.174408 sec): 3 clusters Score: Raw -98213.472469 + Penalty 1597.550099 = -96615.922370 nChanged 24 SP:Iteration 14Q (1146.261769 sec): 3 clusters Score: Raw -98233.486205 + Penalty 1597.550099 = -96635.936106 nChanged 24 SP:Iteration 15Q (1146.352076 sec): 3 clusters Score: Raw -98252.383531 + Penalty 1597.550099 = -96654.833432 nChanged 24 SP:Iteration 16Q (1146.460344 sec): 3 clusters Score: Raw -98267.820745 + Penalty 1597.550099 = -96670.270646 nChanged 25 SP:Iteration 17Q (1146.550394 sec): 3 clusters Score: Raw -98288.204897 + Penalty 1597.550099 = -96690.654798 nChanged 30 SP:Iteration 18Q (1146.628464 sec): 3 clusters Score: Raw -98306.268726 + Penalty 1597.550099 = -96708.718627 nChanged 25 SP:Iteration 19Q (1146.732593 sec): 3 clusters Score: Raw -98317.027361 + Penalty 1597.550099 = -96719.477262 nChanged 15 SP:Iteration 20F (1146.800202 sec): 3 clusters Score: Raw -98321.721980 + Penalty 1597.550099 = -96724.171880 nChanged 5 SP:Iteration 21Q (1146.902267 sec): 3 clusters Score: Raw -98323.031053 + Penalty 1597.550099 = -96725.480953 nChanged 2 SP:Iteration 22Q (1146.994474 sec): 3 clusters Score: Raw -98323.815294 + Penalty 1597.550099 = -96726.265195 nChanged 4 SP:Iteration 23Q (1147.079514 sec): 3 clusters Score: Raw -98324.864296 + Penalty 1597.550099 = -96727.314197 nChanged 1 SP:Iteration 24Q (1147.149480 sec): 3 clusters Score: Raw -98325.066395 + Penalty 1597.550099 = -96727.516295 nChanged 0 SP:Iteration 25F (1147.240010 sec): 3 clusters Score: Raw -98325.066395 + Penalty 1597.550099 = -96727.516295 nChanged 0 Trying to split cluster 6 (3512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.313545 sec): 2 clusters Score: Raw -187538.170452 + Penalty 857.213800 = -186680.956652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.404069 sec): 3 clusters Score: Raw -185630.983151 + Penalty 1714.427600 = -183916.555550 nChanged 1465 SP:Iteration 1F (1147.499747 sec): 3 clusters Score: Raw -186491.847464 + Penalty 1714.427600 = -184777.419863 nChanged 304 SP:Iteration 2F (1147.598274 sec): 3 clusters Score: Raw -186691.034322 + Penalty 1714.427600 = -184976.606722 nChanged 251 SP:Iteration 3F (1147.704938 sec): 3 clusters Score: Raw -186858.414275 + Penalty 1714.427600 = -185143.986674 nChanged 200 SP:Iteration 4F (1147.790289 sec): 3 clusters Score: Raw -187000.625954 + Penalty 1714.427600 = -185286.198354 nChanged 167 SP:Iteration 5Q (1147.885198 sec): 3 clusters Score: Raw -187125.640806 + Penalty 1714.427600 = -185411.213205 nChanged 144 SP:Iteration 6Q (1147.972047 sec): 3 clusters Score: Raw -187233.091810 + Penalty 1714.427600 = -185518.664209 nChanged 136 SP:Iteration 7Q (1148.080699 sec): 3 clusters Score: Raw -187343.321122 + Penalty 1714.427600 = -185628.893521 nChanged 126 SP:Iteration 8Q (1148.176275 sec): 3 clusters Score: Raw -187426.470670 + Penalty 1714.427600 = -185712.043070 nChanged 108 SP:Iteration 9Q (1148.291095 sec): 3 clusters Score: Raw -187499.725845 + Penalty 1714.427600 = -185785.298245 nChanged 78 SP:Iteration 10Q (1148.373468 sec): 3 clusters Score: Raw -187541.234894 + Penalty 1714.427600 = -185826.807293 nChanged 70 SP:Iteration 11Q (1148.465421 sec): 3 clusters Score: Raw -187573.768185 + Penalty 1714.427600 = -185859.340584 nChanged 44 SP:Iteration 12Q (1148.558130 sec): 3 clusters Score: Raw -187595.872206 + Penalty 1714.427600 = -185881.444605 nChanged 55 SP:Iteration 13Q (1148.640929 sec): 3 clusters Score: Raw -187622.238081 + Penalty 1714.427600 = -185907.810481 nChanged 39 SP:Iteration 14Q (1148.722647 sec): 3 clusters Score: Raw -187637.791899 + Penalty 1714.427600 = -185923.364299 nChanged 32 SP:Iteration 15Q (1148.808649 sec): 3 clusters Score: Raw -187647.479805 + Penalty 1714.427600 = -185933.052204 nChanged 23 SP:Iteration 16Q (1148.895014 sec): 3 clusters Score: Raw -187653.010421 + Penalty 1714.427600 = -185938.582820 nChanged 22 SP:Iteration 17Q (1148.987100 sec): 3 clusters Score: Raw -187659.664974 + Penalty 1714.427600 = -185945.237374 nChanged 26 SP:Iteration 18Q (1149.083723 sec): 3 clusters Score: Raw -187667.224382 + Penalty 1714.427600 = -185952.796782 nChanged 21 SP:Iteration 19Q (1149.193694 sec): 3 clusters Score: Raw -187672.844634 + Penalty 1714.427600 = -185958.417033 nChanged 17 SP:Iteration 20F (1149.295520 sec): 3 clusters Score: Raw -187679.462903 + Penalty 1714.427600 = -185965.035302 nChanged 19 SP:Iteration 21Q (1149.389020 sec): 3 clusters Score: Raw -187685.955496 + Penalty 1714.427600 = -185971.527895 nChanged 17 SP:Iteration 22Q (1149.485971 sec): 3 clusters Score: Raw -187690.077807 + Penalty 1714.427600 = -185975.650207 nChanged 12 SP:Iteration 23Q (1149.571825 sec): 3 clusters Score: Raw -187693.447585 + Penalty 1714.427600 = -185979.019985 nChanged 10 SP:Iteration 24Q (1149.669573 sec): 3 clusters Score: Raw -187695.376882 + Penalty 1714.427600 = -185980.949282 nChanged 6 SP:Iteration 25Q (1149.777523 sec): 3 clusters Score: Raw -187697.870232 + Penalty 1714.427600 = -185983.442631 nChanged 6 SP:Iteration 26Q (1149.871431 sec): 3 clusters Score: Raw -187699.397663 + Penalty 1714.427600 = -185984.970063 nChanged 2 SP:Iteration 27Q (1149.980437 sec): 3 clusters Score: Raw -187699.542236 + Penalty 1714.427600 = -185985.114636 nChanged 2 SP:Iteration 28Q (1150.098045 sec): 3 clusters Score: Raw -187699.900609 + Penalty 1714.427600 = -185985.473008 nChanged 2 SP:Iteration 29Q (1150.184005 sec): 3 clusters Score: Raw -187700.498027 + Penalty 1714.427600 = -185986.070427 nChanged 0 SP:Iteration 30F (1150.284075 sec): 3 clusters Score: Raw -187700.498027 + Penalty 1714.427600 = -185986.070427 nChanged 0 Trying to split cluster 7 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1150.310290 sec): 2 clusters Score: Raw -52383.379474 + Penalty 743.755724 = -51639.623750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1150.408512 sec): 3 clusters Score: Raw -51913.242414 + Penalty 1487.511448 = -50425.730966 nChanged 412 SP:Iteration 1F (1150.514581 sec): 3 clusters Score: Raw -52251.291831 + Penalty 1487.511448 = -50763.780383 nChanged 119 SP:Iteration 2F (1150.579900 sec): 3 clusters Score: Raw -52380.081088 + Penalty 1487.511448 = -50892.569640 nChanged 70 SP:Iteration 3F (1150.644155 sec): 3 clusters Score: Raw -52447.835256 + Penalty 1487.511448 = -50960.323808 nChanged 55 SP:Iteration 4Q (1150.725433 sec): 3 clusters Score: Raw -52494.150364 + Penalty 1487.511448 = -51006.638916 nChanged 45 SP:Iteration 5Q (1150.815362 sec): 3 clusters Score: Raw -52530.114790 + Penalty 1487.511448 = -51042.603342 nChanged 43 SP:Iteration 6Q (1150.880557 sec): 3 clusters Score: Raw -52567.216752 + Penalty 1487.511448 = -51079.705304 nChanged 37 SP:Iteration 7Q (1150.951614 sec): 3 clusters Score: Raw -52605.982062 + Penalty 1487.511448 = -51118.470614 nChanged 33 SP:Iteration 8Q (1151.030814 sec): 3 clusters Score: Raw -52642.456913 + Penalty 1487.511448 = -51154.945465 nChanged 37 SP:Iteration 9Q (1151.102188 sec): 3 clusters Score: Raw -52696.946976 + Penalty 1487.511448 = -51209.435528 nChanged 33 SP:Iteration 10Q (1151.177731 sec): 3 clusters Score: Raw -52739.729257 + Penalty 1487.511448 = -51252.217809 nChanged 27 SP:Iteration 11Q (1151.245750 sec): 3 clusters Score: Raw -52765.135553 + Penalty 1487.511448 = -51277.624105 nChanged 20 SP:Iteration 12Q (1151.322057 sec): 3 clusters Score: Raw -52782.144721 + Penalty 1487.511448 = -51294.633273 nChanged 17 SP:Iteration 13Q (1151.382026 sec): 3 clusters Score: Raw -52797.268916 + Penalty 1487.511448 = -51309.757468 nChanged 13 SP:Iteration 14Q (1151.444582 sec): 3 clusters Score: Raw -52808.269504 + Penalty 1487.511448 = -51320.758056 nChanged 11 SP:Iteration 15Q (1151.522054 sec): 3 clusters Score: Raw -52815.780362 + Penalty 1487.511448 = -51328.268914 nChanged 12 SP:Iteration 16Q (1151.599947 sec): 3 clusters Score: Raw -52822.954571 + Penalty 1487.511448 = -51335.443123 nChanged 9 SP:Iteration 17Q (1151.663280 sec): 3 clusters Score: Raw -52828.149951 + Penalty 1487.511448 = -51340.638503 nChanged 5 SP:Iteration 18Q (1151.731916 sec): 3 clusters Score: Raw -52830.311751 + Penalty 1487.511448 = -51342.800303 nChanged 3 SP:Iteration 19Q (1151.806738 sec): 3 clusters Score: Raw -52831.464759 + Penalty 1487.511448 = -51343.953311 nChanged 3 SP:Iteration 20F (1151.876121 sec): 3 clusters Score: Raw -52833.550720 + Penalty 1487.511448 = -51346.039272 nChanged 6 SP:Iteration 21Q (1151.961355 sec): 3 clusters Score: Raw -52838.948452 + Penalty 1487.511448 = -51351.437004 nChanged 6 SP:Iteration 22Q (1152.029183 sec): 3 clusters Score: Raw -52842.369589 + Penalty 1487.511448 = -51354.858141 nChanged 2 SP:Iteration 23Q (1152.111951 sec): 3 clusters Score: Raw -52843.468488 + Penalty 1487.511448 = -51355.957040 nChanged 3 SP:Iteration 24Q (1152.176623 sec): 3 clusters Score: Raw -52844.511183 + Penalty 1487.511448 = -51356.999735 nChanged 1 SP:Iteration 25Q (1152.263379 sec): 3 clusters Score: Raw -52844.683198 + Penalty 1487.511448 = -51357.171750 nChanged 0 SP:Iteration 26F (1152.332718 sec): 3 clusters Score: Raw -52844.683198 + Penalty 1487.511448 = -51357.171750 nChanged 0 Trying to split cluster 8 (5901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1152.378604 sec): 2 clusters Score: Raw -337637.628113 + Penalty 911.702096 = -336725.926017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1152.458891 sec): 3 clusters Score: Raw -334261.611263 + Penalty 1823.404192 = -332438.207070 nChanged 2582 SP:Iteration 1F (1152.533023 sec): 3 clusters Score: Raw -335794.971710 + Penalty 1823.404192 = -333971.567517 nChanged 395 SP:Iteration 2F (1152.610854 sec): 3 clusters Score: Raw -336001.275939 + Penalty 1823.404192 = -334177.871746 nChanged 307 SP:Iteration 3F (1152.677829 sec): 3 clusters Score: Raw -336180.603759 + Penalty 1823.404192 = -334357.199567 nChanged 300 SP:Iteration 4F (1152.770404 sec): 3 clusters Score: Raw -336346.901927 + Penalty 1823.404192 = -334523.497735 nChanged 275 SP:Iteration 5Q (1152.837929 sec): 3 clusters Score: Raw -336498.511184 + Penalty 1823.404192 = -334675.106991 nChanged 260 SP:Iteration 6Q (1152.928461 sec): 3 clusters Score: Raw -336648.105295 + Penalty 1823.404192 = -334824.701102 nChanged 242 SP:Iteration 7Q (1153.020113 sec): 3 clusters Score: Raw -336775.932124 + Penalty 1823.404192 = -334952.527932 nChanged 213 SP:Iteration 8Q (1153.090843 sec): 3 clusters Score: Raw -336858.694608 + Penalty 1823.404192 = -335035.290415 nChanged 156 SP:Iteration 9Q (1153.181097 sec): 3 clusters Score: Raw -336914.729508 + Penalty 1823.404192 = -335091.325315 nChanged 122 SP:Iteration 10Q (1153.250170 sec): 3 clusters Score: Raw -336964.702311 + Penalty 1823.404192 = -335141.298118 nChanged 114 SP:Iteration 11Q (1153.328916 sec): 3 clusters Score: Raw -337001.716914 + Penalty 1823.404192 = -335178.312722 nChanged 104 SP:Iteration 12Q (1153.444714 sec): 3 clusters Score: Raw -337037.103525 + Penalty 1823.404192 = -335213.699333 nChanged 91 SP:Iteration 13Q (1153.515370 sec): 3 clusters Score: Raw -337065.017295 + Penalty 1823.404192 = -335241.613102 nChanged 80 SP:Iteration 14Q (1153.604083 sec): 3 clusters Score: Raw -337094.460597 + Penalty 1823.404192 = -335271.056405 nChanged 91 SP:Iteration 15Q (1153.677047 sec): 3 clusters Score: Raw -337121.478607 + Penalty 1823.404192 = -335298.074414 nChanged 79 SP:Iteration 16Q (1153.767136 sec): 3 clusters Score: Raw -337144.483190 + Penalty 1823.404192 = -335321.078997 nChanged 50 SP:Iteration 17Q (1153.846462 sec): 3 clusters Score: Raw -337154.792753 + Penalty 1823.404192 = -335331.388560 nChanged 39 SP:Iteration 18Q (1153.913494 sec): 3 clusters Score: Raw -337162.095842 + Penalty 1823.404192 = -335338.691650 nChanged 32 SP:Iteration 19Q (1153.978541 sec): 3 clusters Score: Raw -337167.021503 + Penalty 1823.404192 = -335343.617310 nChanged 28 SP:Iteration 20F (1154.078199 sec): 3 clusters Score: Raw -337173.767825 + Penalty 1823.404192 = -335350.363633 nChanged 29 SP:Iteration 21Q (1154.145992 sec): 3 clusters Score: Raw -337179.279005 + Penalty 1823.404192 = -335355.874812 nChanged 24 SP:Iteration 22Q (1154.232873 sec): 3 clusters Score: Raw -337184.176308 + Penalty 1823.404192 = -335360.772115 nChanged 18 SP:Iteration 23Q (1154.318182 sec): 3 clusters Score: Raw -337187.153860 + Penalty 1823.404192 = -335363.749668 nChanged 21 SP:Iteration 24Q (1154.379984 sec): 3 clusters Score: Raw -337190.186328 + Penalty 1823.404192 = -335366.782135 nChanged 14 SP:Iteration 25Q (1154.466634 sec): 3 clusters Score: Raw -337192.854488 + Penalty 1823.404192 = -335369.450296 nChanged 13 SP:Iteration 26Q (1154.540995 sec): 3 clusters Score: Raw -337195.129608 + Penalty 1823.404192 = -335371.725416 nChanged 16 SP:Iteration 27Q (1154.626138 sec): 3 clusters Score: Raw -337197.036032 + Penalty 1823.404192 = -335373.631839 nChanged 16 SP:Iteration 28Q (1154.722192 sec): 3 clusters Score: Raw -337200.371205 + Penalty 1823.404192 = -335376.967013 nChanged 22 SP:Iteration 29Q (1154.795825 sec): 3 clusters Score: Raw -337204.427049 + Penalty 1823.404192 = -335381.022857 nChanged 26 SP:Iteration 30Q (1154.891880 sec): 3 clusters Score: Raw -337209.185324 + Penalty 1823.404192 = -335385.781131 nChanged 28 SP:Iteration 31Q (1154.966266 sec): 3 clusters Score: Raw -337213.938160 + Penalty 1823.404192 = -335390.533967 nChanged 22 SP:Iteration 32Q (1155.024602 sec): 3 clusters Score: Raw -337217.446997 + Penalty 1823.404192 = -335394.042804 nChanged 18 SP:Iteration 33Q (1155.109171 sec): 3 clusters Score: Raw -337220.569414 + Penalty 1823.404192 = -335397.165222 nChanged 16 SP:Iteration 34Q (1155.200479 sec): 3 clusters Score: Raw -337223.789555 + Penalty 1823.404192 = -335400.385363 nChanged 27 SP:Iteration 35Q (1155.281810 sec): 3 clusters Score: Raw -337228.557511 + Penalty 1823.404192 = -335405.153318 nChanged 26 SP:Iteration 36Q (1155.360816 sec): 3 clusters Score: Raw -337232.691078 + Penalty 1823.404192 = -335409.286886 nChanged 21 SP:Iteration 37Q (1155.461045 sec): 3 clusters Score: Raw -337236.431616 + Penalty 1823.404192 = -335413.027423 nChanged 20 SP:Iteration 38Q (1155.548147 sec): 3 clusters Score: Raw -337241.459477 + Penalty 1823.404192 = -335418.055285 nChanged 16 SP:Iteration 39Q (1155.655333 sec): 3 clusters Score: Raw -337244.276002 + Penalty 1823.404192 = -335420.871810 nChanged 17 SP:Iteration 40F (1155.724623 sec): 3 clusters Score: Raw -337247.266665 + Penalty 1823.404192 = -335423.862472 nChanged 16 SP:Iteration 41Q (1155.813943 sec): 3 clusters Score: Raw -337250.586625 + Penalty 1823.404192 = -335427.182433 nChanged 16 SP:Iteration 42Q (1155.893624 sec): 3 clusters Score: Raw -337253.503989 + Penalty 1823.404192 = -335430.099797 nChanged 12 SP:Iteration 43Q (1155.988828 sec): 3 clusters Score: Raw -337255.319892 + Penalty 1823.404192 = -335431.915700 nChanged 10 SP:Iteration 44Q (1156.059961 sec): 3 clusters Score: Raw -337256.775114 + Penalty 1823.404192 = -335433.370921 nChanged 11 SP:Iteration 45Q (1156.147541 sec): 3 clusters Score: Raw -337259.317596 + Penalty 1823.404192 = -335435.913403 nChanged 18 SP:Iteration 46Q (1156.243217 sec): 3 clusters Score: Raw -337262.081107 + Penalty 1823.404192 = -335438.676915 nChanged 12 SP:Iteration 47Q (1156.315355 sec): 3 clusters Score: Raw -337263.940509 + Penalty 1823.404192 = -335440.536317 nChanged 16 SP:Iteration 48Q (1156.415639 sec): 3 clusters Score: Raw -337268.236357 + Penalty 1823.404192 = -335444.832164 nChanged 14 SP:Iteration 49Q (1156.478760 sec): 3 clusters Score: Raw -337270.227375 + Penalty 1823.404192 = -335446.823183 nChanged 10 SP:Iteration 50Q (1156.570367 sec): 3 clusters Score: Raw -337272.022723 + Penalty 1823.404192 = -335448.618531 nChanged 15 SP:Iteration 51Q (1156.639181 sec): 3 clusters Score: Raw -337274.546829 + Penalty 1823.404192 = -335451.142637 nChanged 15 SP:Iteration 52Q (1156.722944 sec): 3 clusters Score: Raw -337276.334242 + Penalty 1823.404192 = -335452.930049 nChanged 12 SP:Iteration 53Q (1156.810334 sec): 3 clusters Score: Raw -337278.209069 + Penalty 1823.404192 = -335454.804876 nChanged 12 SP:Iteration 54Q (1156.904669 sec): 3 clusters Score: Raw -337280.290541 + Penalty 1823.404192 = -335456.886348 nChanged 18 SP:Iteration 55Q (1156.987126 sec): 3 clusters Score: Raw -337283.659851 + Penalty 1823.404192 = -335460.255658 nChanged 16 SP:Iteration 56Q (1157.073959 sec): 3 clusters Score: Raw -337286.325642 + Penalty 1823.404192 = -335462.921450 nChanged 16 SP:Iteration 57Q (1157.175496 sec): 3 clusters Score: Raw -337288.454704 + Penalty 1823.404192 = -335465.050511 nChanged 14 SP:Iteration 58Q (1157.299593 sec): 3 clusters Score: Raw -337290.487878 + Penalty 1823.404192 = -335467.083686 nChanged 8 SP:Iteration 59Q (1157.437330 sec): 3 clusters Score: Raw -337291.483527 + Penalty 1823.404192 = -335468.079334 nChanged 6 SP:Iteration 60F (1157.561488 sec): 3 clusters Score: Raw -337292.250271 + Penalty 1823.404192 = -335468.846078 nChanged 7 SP:Iteration 61Q (1157.667592 sec): 3 clusters Score: Raw -337293.359187 + Penalty 1823.404192 = -335469.954995 nChanged 6 SP:Iteration 62Q (1157.778462 sec): 3 clusters Score: Raw -337294.233798 + Penalty 1823.404192 = -335470.829606 nChanged 7 SP:Iteration 63Q (1157.886724 sec): 3 clusters Score: Raw -337295.275839 + Penalty 1823.404192 = -335471.871646 nChanged 5 SP:Iteration 64Q (1158.002617 sec): 3 clusters Score: Raw -337295.842931 + Penalty 1823.404192 = -335472.438739 nChanged 8 SP:Iteration 65Q (1158.136972 sec): 3 clusters Score: Raw -337296.764913 + Penalty 1823.404192 = -335473.360721 nChanged 10 SP:Iteration 66Q (1158.260200 sec): 3 clusters Score: Raw -337297.527769 + Penalty 1823.404192 = -335474.123577 nChanged 5 SP:Iteration 67Q (1158.365480 sec): 3 clusters Score: Raw -337297.820141 + Penalty 1823.404192 = -335474.415948 nChanged 1 SP:Iteration 68Q (1158.484509 sec): 3 clusters Score: Raw -337297.840937 + Penalty 1823.404192 = -335474.436745 nChanged 1 SP:Iteration 69Q (1158.605585 sec): 3 clusters Score: Raw -337297.893563 + Penalty 1823.404192 = -335474.489370 nChanged 0 SP:Iteration 70F (1158.731249 sec): 3 clusters Score: Raw -337297.893563 + Penalty 1823.404192 = -335474.489370 nChanged 0 Trying to split cluster 9 (1828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1158.813529 sec): 2 clusters Score: Raw -70080.099346 + Penalty 788.652664 = -69291.446682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1158.926259 sec): 3 clusters Score: Raw -69296.624149 + Penalty 1577.305328 = -67719.318821 nChanged 692 SP:Iteration 1F (1159.041825 sec): 3 clusters Score: Raw -69872.053674 + Penalty 1577.305328 = -68294.748346 nChanged 170 SP:Iteration 2F (1159.141531 sec): 3 clusters Score: Raw -70051.238824 + Penalty 1577.305328 = -68473.933496 nChanged 125 SP:Iteration 3F (1159.249600 sec): 3 clusters Score: Raw -70178.238611 + Penalty 1577.305328 = -68600.933283 nChanged 102 SP:Iteration 4F (1159.333217 sec): 3 clusters Score: Raw -70280.625869 + Penalty 1577.305328 = -68703.320541 nChanged 74 SP:Iteration 5Q (1159.419155 sec): 3 clusters Score: Raw -70349.757773 + Penalty 1577.305328 = -68772.452445 nChanged 53 SP:Iteration 6Q (1159.514801 sec): 3 clusters Score: Raw -70390.426833 + Penalty 1577.305328 = -68813.121506 nChanged 50 SP:Iteration 7Q (1159.599536 sec): 3 clusters Score: Raw -70427.807262 + Penalty 1577.305328 = -68850.501934 nChanged 45 SP:Iteration 8Q (1159.677504 sec): 3 clusters Score: Raw -70450.867962 + Penalty 1577.305328 = -68873.562634 nChanged 24 SP:Iteration 9Q (1159.754668 sec): 3 clusters Score: Raw -70463.195638 + Penalty 1577.305328 = -68885.890311 nChanged 20 SP:Iteration 10Q (1159.833569 sec): 3 clusters Score: Raw -70475.133036 + Penalty 1577.305328 = -68897.827708 nChanged 18 SP:Iteration 11Q (1159.911529 sec): 3 clusters Score: Raw -70481.414454 + Penalty 1577.305328 = -68904.109126 nChanged 15 SP:Iteration 12Q (1160.012461 sec): 3 clusters Score: Raw -70487.757271 + Penalty 1577.305328 = -68910.451943 nChanged 8 SP:Iteration 13Q (1160.117413 sec): 3 clusters Score: Raw -70489.864892 + Penalty 1577.305328 = -68912.559564 nChanged 7 SP:Iteration 14Q (1160.203273 sec): 3 clusters Score: Raw -70492.531456 + Penalty 1577.305328 = -68915.226128 nChanged 5 SP:Iteration 15Q (1160.289030 sec): 3 clusters Score: Raw -70495.455180 + Penalty 1577.305328 = -68918.149852 nChanged 7 SP:Iteration 16Q (1160.394202 sec): 3 clusters Score: Raw -70497.615138 + Penalty 1577.305328 = -68920.309810 nChanged 7 SP:Iteration 17Q (1160.486142 sec): 3 clusters Score: Raw -70500.725411 + Penalty 1577.305328 = -68923.420083 nChanged 8 SP:Iteration 18Q (1160.570155 sec): 3 clusters Score: Raw -70502.670416 + Penalty 1577.305328 = -68925.365088 nChanged 1 SP:Iteration 19Q (1160.653817 sec): 3 clusters Score: Raw -70502.756187 + Penalty 1577.305328 = -68925.450860 nChanged 0 SP:Iteration 20F (1160.743156 sec): 3 clusters Score: Raw -70502.756187 + Penalty 1577.305328 = -68925.450860 nChanged 0 Trying to split cluster 10 (2146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1160.810226 sec): 2 clusters Score: Raw -98491.290831 + Penalty 805.492897 = -97685.797935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1160.865863 sec): 3 clusters Score: Raw -97478.161919 + Penalty 1610.985794 = -95867.176125 nChanged 832 SP:Iteration 1F (1160.970304 sec): 3 clusters Score: Raw -98069.780424 + Penalty 1610.985794 = -96458.794630 nChanged 196 SP:Iteration 2F (1161.040294 sec): 3 clusters Score: Raw -98234.960580 + Penalty 1610.985794 = -96623.974786 nChanged 130 SP:Iteration 3F (1161.124147 sec): 3 clusters Score: Raw -98336.191762 + Penalty 1610.985794 = -96725.205968 nChanged 86 SP:Iteration 4Q (1161.239884 sec): 3 clusters Score: Raw -98404.552477 + Penalty 1610.985794 = -96793.566683 nChanged 77 SP:Iteration 5Q (1161.336516 sec): 3 clusters Score: Raw -98470.500653 + Penalty 1610.985794 = -96859.514859 nChanged 67 SP:Iteration 6Q (1161.427140 sec): 3 clusters Score: Raw -98532.532010 + Penalty 1610.985794 = -96921.546216 nChanged 61 SP:Iteration 7Q (1161.516217 sec): 3 clusters Score: Raw -98595.287902 + Penalty 1610.985794 = -96984.302108 nChanged 65 SP:Iteration 8Q (1161.606375 sec): 3 clusters Score: Raw -98651.459364 + Penalty 1610.985794 = -97040.473570 nChanged 70 SP:Iteration 9Q (1161.694164 sec): 3 clusters Score: Raw -98724.509502 + Penalty 1610.985794 = -97113.523709 nChanged 69 SP:Iteration 10Q (1161.784676 sec): 3 clusters Score: Raw -98809.227057 + Penalty 1610.985794 = -97198.241263 nChanged 85 SP:Iteration 11Q (1161.893330 sec): 3 clusters Score: Raw -98951.237044 + Penalty 1610.985794 = -97340.251250 nChanged 86 SP:Iteration 12Q (1161.963156 sec): 3 clusters Score: Raw -99106.717227 + Penalty 1610.985794 = -97495.731433 nChanged 89 SP:Iteration 13Q (1162.062319 sec): 3 clusters Score: Raw -99274.332761 + Penalty 1610.985794 = -97663.346967 nChanged 76 SP:Iteration 14Q (1162.169928 sec): 3 clusters Score: Raw -99421.172281 + Penalty 1610.985794 = -97810.186488 nChanged 46 SP:Iteration 15Q (1162.260212 sec): 3 clusters Score: Raw -99487.394022 + Penalty 1610.985794 = -97876.408228 nChanged 18 SP:Iteration 16Q (1162.348295 sec): 3 clusters Score: Raw -99507.535056 + Penalty 1610.985794 = -97896.549262 nChanged 8 SP:Iteration 17Q (1162.437006 sec): 3 clusters Score: Raw -99512.316530 + Penalty 1610.985794 = -97901.330736 nChanged 2 SP:Iteration 18Q (1162.517777 sec): 3 clusters Score: Raw -99512.850601 + Penalty 1610.985794 = -97901.864807 nChanged 0 SP:Iteration 19F (1162.606462 sec): 3 clusters Score: Raw -99512.850601 + Penalty 1610.985794 = -97901.864807 nChanged 0 Score: Raw -2009930.039652 + Penalty 17845.222534 = -1992084.817117 Splitting cluster 10 changes total score from -1992178.213215 to -1992084.817117 So it's not getting split. Trying to split cluster 11 (1819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1163.872272 sec): 2 clusters Score: Raw -88742.263525 + Penalty 788.134429 = -87954.129096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1163.958661 sec): 3 clusters Score: Raw -87910.286005 + Penalty 1576.268857 = -86334.017148 nChanged 706 SP:Iteration 1F (1164.018218 sec): 3 clusters Score: Raw -88430.475580 + Penalty 1576.268857 = -86854.206722 nChanged 184 SP:Iteration 2F (1164.093084 sec): 3 clusters Score: Raw -88585.092725 + Penalty 1576.268857 = -87008.823867 nChanged 123 SP:Iteration 3F (1164.184164 sec): 3 clusters Score: Raw -88687.340307 + Penalty 1576.268857 = -87111.071450 nChanged 70 SP:Iteration 4Q (1164.196479 sec): 3 clusters Score: Raw -88745.649777 + Penalty 1576.268857 = -87169.380919 nChanged 70 SP:Iteration 5Q (1164.232320 sec): 3 clusters Score: Raw -88800.522925 + Penalty 1576.268857 = -87224.254068 nChanged 66 SP:Iteration 6Q (1164.308352 sec): 3 clusters Score: Raw -88850.922311 + Penalty 1576.268857 = -87274.653454 nChanged 45 SP:Iteration 7Q (1164.395454 sec): 3 clusters Score: Raw -88876.470946 + Penalty 1576.268857 = -87300.202089 nChanged 26 SP:Iteration 8Q (1164.475751 sec): 3 clusters Score: Raw -88891.097833 + Penalty 1576.268857 = -87314.828976 nChanged 24 SP:Iteration 9Q (1164.540111 sec): 3 clusters Score: Raw -88907.703926 + Penalty 1576.268857 = -87331.435068 nChanged 18 SP:Iteration 10Q (1164.614910 sec): 3 clusters Score: Raw -88918.376109 + Penalty 1576.268857 = -87342.107252 nChanged 21 SP:Iteration 11Q (1164.698777 sec): 3 clusters Score: Raw -88931.057588 + Penalty 1576.268857 = -87354.788730 nChanged 21 SP:Iteration 12Q (1164.774740 sec): 3 clusters Score: Raw -88945.879064 + Penalty 1576.268857 = -87369.610206 nChanged 23 SP:Iteration 13Q (1164.839765 sec): 3 clusters Score: Raw -88960.226439 + Penalty 1576.268857 = -87383.957581 nChanged 27 SP:Iteration 14Q (1164.929057 sec): 3 clusters Score: Raw -88975.651810 + Penalty 1576.268857 = -87399.382952 nChanged 21 SP:Iteration 15Q (1165.018682 sec): 3 clusters Score: Raw -88985.421639 + Penalty 1576.268857 = -87409.152782 nChanged 16 SP:Iteration 16Q (1165.084124 sec): 3 clusters Score: Raw -88993.263398 + Penalty 1576.268857 = -87416.994540 nChanged 13 SP:Iteration 17Q (1165.161679 sec): 3 clusters Score: Raw -89000.209121 + Penalty 1576.268857 = -87423.940264 nChanged 11 SP:Iteration 18Q (1165.223244 sec): 3 clusters Score: Raw -89004.762754 + Penalty 1576.268857 = -87428.493896 nChanged 11 SP:Iteration 19Q (1165.309923 sec): 3 clusters Score: Raw -89010.657700 + Penalty 1576.268857 = -87434.388842 nChanged 14 SP:Iteration 20F (1165.388324 sec): 3 clusters Score: Raw -89019.490717 + Penalty 1576.268857 = -87443.221859 nChanged 15 SP:Iteration 21Q (1165.455045 sec): 3 clusters Score: Raw -89027.799825 + Penalty 1576.268857 = -87451.530967 nChanged 11 SP:Iteration 22Q (1165.529559 sec): 3 clusters Score: Raw -89032.553810 + Penalty 1576.268857 = -87456.284952 nChanged 7 SP:Iteration 23Q (1165.592673 sec): 3 clusters Score: Raw -89036.188326 + Penalty 1576.268857 = -87459.919469 nChanged 5 SP:Iteration 24Q (1165.681171 sec): 3 clusters Score: Raw -89038.050999 + Penalty 1576.268857 = -87461.782142 nChanged 6 SP:Iteration 25Q (1165.738213 sec): 3 clusters Score: Raw -89040.798712 + Penalty 1576.268857 = -87464.529854 nChanged 5 SP:Iteration 26Q (1165.817863 sec): 3 clusters Score: Raw -89042.767834 + Penalty 1576.268857 = -87466.498977 nChanged 5 SP:Iteration 27Q (1165.893843 sec): 3 clusters Score: Raw -89044.092912 + Penalty 1576.268857 = -87467.824055 nChanged 4 SP:Iteration 28Q (1165.967903 sec): 3 clusters Score: Raw -89046.057049 + Penalty 1576.268857 = -87469.788192 nChanged 2 SP:Iteration 29Q (1166.052172 sec): 3 clusters Score: Raw -89046.602296 + Penalty 1576.268857 = -87470.333439 nChanged 1 SP:Iteration 30Q (1166.117166 sec): 3 clusters Score: Raw -89046.683664 + Penalty 1576.268857 = -87470.414806 nChanged 0 SP:Iteration 31F (1166.207483 sec): 3 clusters Score: Raw -89046.683664 + Penalty 1576.268857 = -87470.414806 nChanged 0 Trying to split cluster 12 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1166.239645 sec): 2 clusters Score: Raw -32923.021522 + Penalty 692.269676 = -32230.751846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1166.311853 sec): 3 clusters Score: Raw -32661.855221 + Penalty 1384.539352 = -31277.315869 nChanged 219 SP:Iteration 1F (1166.410986 sec): 3 clusters Score: Raw -32883.322550 + Penalty 1384.539352 = -31498.783198 nChanged 75 SP:Iteration 2F (1166.486515 sec): 3 clusters Score: Raw -32988.563713 + Penalty 1384.539352 = -31604.024361 nChanged 33 SP:Iteration 3Q (1166.564189 sec): 3 clusters Score: Raw -33049.725988 + Penalty 1384.539352 = -31665.186636 nChanged 25 SP:Iteration 4Q (1166.659607 sec): 3 clusters Score: Raw -33073.546851 + Penalty 1384.539352 = -31689.007499 nChanged 12 SP:Iteration 5Q (1166.729642 sec): 3 clusters Score: Raw -33087.493783 + Penalty 1384.539352 = -31702.954431 nChanged 13 SP:Iteration 6Q (1166.820792 sec): 3 clusters Score: Raw -33102.130131 + Penalty 1384.539352 = -31717.590779 nChanged 7 SP:Iteration 7Q (1166.882520 sec): 3 clusters Score: Raw -33113.853805 + Penalty 1384.539352 = -31729.314452 nChanged 9 SP:Iteration 8Q (1166.984752 sec): 3 clusters Score: Raw -33119.704809 + Penalty 1384.539352 = -31735.165457 nChanged 9 SP:Iteration 9Q (1167.061981 sec): 3 clusters Score: Raw -33126.683148 + Penalty 1384.539352 = -31742.143796 nChanged 8 SP:Iteration 10Q (1167.120210 sec): 3 clusters Score: Raw -33135.177845 + Penalty 1384.539352 = -31750.638492 nChanged 11 SP:Iteration 11Q (1167.208872 sec): 3 clusters Score: Raw -33148.989161 + Penalty 1384.539352 = -31764.449809 nChanged 9 SP:Iteration 12Q (1167.292774 sec): 3 clusters Score: Raw -33159.164101 + Penalty 1384.539352 = -31774.624748 nChanged 4 SP:Iteration 13Q (1167.348851 sec): 3 clusters Score: Raw -33160.889498 + Penalty 1384.539352 = -31776.350146 nChanged 3 SP:Iteration 14Q (1167.426261 sec): 3 clusters Score: Raw -33163.026408 + Penalty 1384.539352 = -31778.487056 nChanged 5 SP:Iteration 15Q (1167.508417 sec): 3 clusters Score: Raw -33165.643914 + Penalty 1384.539352 = -31781.104562 nChanged 6 SP:Iteration 16Q (1167.577154 sec): 3 clusters Score: Raw -33170.937679 + Penalty 1384.539352 = -31786.398327 nChanged 6 SP:Iteration 17Q (1167.670980 sec): 3 clusters Score: Raw -33177.647093 + Penalty 1384.539352 = -31793.107741 nChanged 8 SP:Iteration 18Q (1167.762803 sec): 3 clusters Score: Raw -33184.428688 + Penalty 1384.539352 = -31799.889335 nChanged 6 SP:Iteration 19Q (1167.825106 sec): 3 clusters Score: Raw -33187.616248 + Penalty 1384.539352 = -31803.076896 nChanged 8 SP:Iteration 20F (1167.903085 sec): 3 clusters Score: Raw -33191.682820 + Penalty 1384.539352 = -31807.143468 nChanged 8 SP:Iteration 21Q (1167.985308 sec): 3 clusters Score: Raw -33195.947756 + Penalty 1384.539352 = -31811.408403 nChanged 8 SP:Iteration 22Q (1168.074446 sec): 3 clusters Score: Raw -33203.019419 + Penalty 1384.539352 = -31818.480067 nChanged 6 SP:Iteration 23Q (1168.143503 sec): 3 clusters Score: Raw -33206.670780 + Penalty 1384.539352 = -31822.131427 nChanged 5 SP:Iteration 24Q (1168.231795 sec): 3 clusters Score: Raw -33212.142283 + Penalty 1384.539352 = -31827.602931 nChanged 5 SP:Iteration 25Q (1168.294711 sec): 3 clusters Score: Raw -33214.357470 + Penalty 1384.539352 = -31829.818118 nChanged 7 SP:Iteration 26Q (1168.344519 sec): 3 clusters Score: Raw -33217.521035 + Penalty 1384.539352 = -31832.981683 nChanged 9 SP:Iteration 27Q (1168.452256 sec): 3 clusters Score: Raw -33225.707078 + Penalty 1384.539352 = -31841.167726 nChanged 11 SP:Iteration 28Q (1168.526721 sec): 3 clusters Score: Raw -33234.145285 + Penalty 1384.539352 = -31849.605933 nChanged 12 SP:Iteration 29Q (1168.590539 sec): 3 clusters Score: Raw -33240.997425 + Penalty 1384.539352 = -31856.458073 nChanged 9 SP:Iteration 30Q (1168.667021 sec): 3 clusters Score: Raw -33253.140746 + Penalty 1384.539352 = -31868.601394 nChanged 14 SP:Iteration 31Q (1168.747628 sec): 3 clusters Score: Raw -33266.234789 + Penalty 1384.539352 = -31881.695436 nChanged 15 SP:Iteration 32Q (1168.815120 sec): 3 clusters Score: Raw -33284.857130 + Penalty 1384.539352 = -31900.317778 nChanged 14 SP:Iteration 33Q (1168.887096 sec): 3 clusters Score: Raw -33301.925774 + Penalty 1384.539352 = -31917.386422 nChanged 13 SP:Iteration 34Q (1168.964063 sec): 3 clusters Score: Raw -33322.618099 + Penalty 1384.539352 = -31938.078747 nChanged 7 SP:Iteration 35Q (1169.034537 sec): 3 clusters Score: Raw -33334.648958 + Penalty 1384.539352 = -31950.109606 nChanged 11 SP:Iteration 36Q (1169.110482 sec): 3 clusters Score: Raw -33350.564402 + Penalty 1384.539352 = -31966.025049 nChanged 7 SP:Iteration 37Q (1169.211131 sec): 3 clusters Score: Raw -33359.006454 + Penalty 1384.539352 = -31974.467102 nChanged 4 SP:Iteration 38Q (1169.268992 sec): 3 clusters Score: Raw -33364.447181 + Penalty 1384.539352 = -31979.907829 nChanged 2 SP:Iteration 39Q (1169.350101 sec): 3 clusters Score: Raw -33367.435158 + Penalty 1384.539352 = -31982.895806 nChanged 0 SP:Iteration 40F (1169.423878 sec): 3 clusters Score: Raw -33368.505480 + Penalty 1384.539352 = -31983.966128 nChanged 1 SP:Iteration 41Q (1169.519338 sec): 3 clusters Score: Raw -33373.944549 + Penalty 1384.539352 = -31989.405197 nChanged 0 SP:Iteration 42F (1169.577350 sec): 3 clusters Score: Raw -33373.944549 + Penalty 1384.539352 = -31989.405197 nChanged 0 Trying to split cluster 13 (7660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1169.638252 sec): 2 clusters Score: Raw -433997.673815 + Penalty 939.095563 = -433058.578253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1169.746054 sec): 3 clusters Score: Raw -429566.721267 + Penalty 1878.191125 = -427688.530142 nChanged 3383 SP:Iteration 1F (1169.848568 sec): 3 clusters Score: Raw -431594.224132 + Penalty 1878.191125 = -429716.033007 nChanged 589 SP:Iteration 2F (1169.960599 sec): 3 clusters Score: Raw -431981.649348 + Penalty 1878.191125 = -430103.458223 nChanged 574 SP:Iteration 3F (1170.101011 sec): 3 clusters Score: Raw -432341.409200 + Penalty 1878.191125 = -430463.218075 nChanged 485 SP:Iteration 4F (1170.239740 sec): 3 clusters Score: Raw -432608.614568 + Penalty 1878.191125 = -430730.423443 nChanged 395 SP:Iteration 5F (1170.348917 sec): 3 clusters Score: Raw -432800.366017 + Penalty 1878.191125 = -430922.174892 nChanged 293 SP:Iteration 6Q (1170.477122 sec): 3 clusters Score: Raw -432924.844923 + Penalty 1878.191125 = -431046.653798 nChanged 241 SP:Iteration 7Q (1170.600706 sec): 3 clusters Score: Raw -433029.194948 + Penalty 1878.191125 = -431151.003823 nChanged 214 SP:Iteration 8Q (1170.701443 sec): 3 clusters Score: Raw -433121.297591 + Penalty 1878.191125 = -431243.106465 nChanged 189 SP:Iteration 9Q (1170.858510 sec): 3 clusters Score: Raw -433205.371291 + Penalty 1878.191125 = -431327.180166 nChanged 195 SP:Iteration 10Q (1170.992306 sec): 3 clusters Score: Raw -433289.803475 + Penalty 1878.191125 = -431411.612350 nChanged 175 SP:Iteration 11Q (1171.083274 sec): 3 clusters Score: Raw -433359.869500 + Penalty 1878.191125 = -431481.678375 nChanged 157 SP:Iteration 12Q (1171.192409 sec): 3 clusters Score: Raw -433431.606728 + Penalty 1878.191125 = -431553.415603 nChanged 160 SP:Iteration 13Q (1171.288917 sec): 3 clusters Score: Raw -433503.945157 + Penalty 1878.191125 = -431625.754032 nChanged 149 SP:Iteration 14Q (1171.388464 sec): 3 clusters Score: Raw -433566.223685 + Penalty 1878.191125 = -431688.032560 nChanged 139 SP:Iteration 15Q (1171.499506 sec): 3 clusters Score: Raw -433632.765121 + Penalty 1878.191125 = -431754.573995 nChanged 146 SP:Iteration 16Q (1171.633384 sec): 3 clusters Score: Raw -433712.732189 + Penalty 1878.191125 = -431834.541064 nChanged 127 SP:Iteration 17Q (1171.734303 sec): 3 clusters Score: Raw -433779.663156 + Penalty 1878.191125 = -431901.472030 nChanged 102 SP:Iteration 18Q (1171.852787 sec): 3 clusters Score: Raw -433834.073936 + Penalty 1878.191125 = -431955.882811 nChanged 87 SP:Iteration 19Q (1171.971863 sec): 3 clusters Score: Raw -433878.700243 + Penalty 1878.191125 = -432000.509118 nChanged 65 SP:Iteration 20F (1172.084819 sec): 3 clusters Score: Raw -433913.216812 + Penalty 1878.191125 = -432035.025687 nChanged 68 SP:Iteration 21Q (1172.197243 sec): 3 clusters Score: Raw -433953.901206 + Penalty 1878.191125 = -432075.710081 nChanged 45 SP:Iteration 22Q (1172.306890 sec): 3 clusters Score: Raw -433981.734448 + Penalty 1878.191125 = -432103.543323 nChanged 38 SP:Iteration 23Q (1172.434401 sec): 3 clusters Score: Raw -434009.693900 + Penalty 1878.191125 = -432131.502775 nChanged 30 SP:Iteration 24Q (1172.558392 sec): 3 clusters Score: Raw -434030.916767 + Penalty 1878.191125 = -432152.725642 nChanged 28 SP:Iteration 25Q (1172.680462 sec): 3 clusters Score: Raw -434051.350150 + Penalty 1878.191125 = -432173.159025 nChanged 20 SP:Iteration 26Q (1172.801132 sec): 3 clusters Score: Raw -434065.099230 + Penalty 1878.191125 = -432186.908105 nChanged 16 SP:Iteration 27Q (1172.914816 sec): 3 clusters Score: Raw -434072.269417 + Penalty 1878.191125 = -432194.078292 nChanged 10 SP:Iteration 28Q (1173.039309 sec): 3 clusters Score: Raw -434078.879490 + Penalty 1878.191125 = -432200.688365 nChanged 4 SP:Iteration 29Q (1173.152131 sec): 3 clusters Score: Raw -434081.226630 + Penalty 1878.191125 = -432203.035505 nChanged 3 SP:Iteration 30Q (1173.247486 sec): 3 clusters Score: Raw -434083.854117 + Penalty 1878.191125 = -432205.662992 nChanged 4 SP:Iteration 31Q (1173.349230 sec): 3 clusters Score: Raw -434086.094143 + Penalty 1878.191125 = -432207.903017 nChanged 4 SP:Iteration 32Q (1173.493437 sec): 3 clusters Score: Raw -434087.743334 + Penalty 1878.191125 = -432209.552209 nChanged 2 SP:Iteration 33Q (1173.588049 sec): 3 clusters Score: Raw -434089.304632 + Penalty 1878.191125 = -432211.113506 nChanged 2 SP:Iteration 34Q (1173.720115 sec): 3 clusters Score: Raw -434090.902700 + Penalty 1878.191125 = -432212.711575 nChanged 2 SP:Iteration 35Q (1173.815169 sec): 3 clusters Score: Raw -434091.919337 + Penalty 1878.191125 = -432213.728212 nChanged 1 SP:Iteration 36Q (1173.936523 sec): 3 clusters Score: Raw -434092.464093 + Penalty 1878.191125 = -432214.272968 nChanged 0 SP:Iteration 37F (1174.042481 sec): 3 clusters Score: Raw -434092.464093 + Penalty 1878.191125 = -432214.272968 nChanged 0 Trying to split cluster 14 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1174.097676 sec): 2 clusters Score: Raw -29683.140978 + Penalty 684.819744 = -28998.321234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1174.199562 sec): 3 clusters Score: Raw -29500.776365 + Penalty 1369.639488 = -28131.136877 nChanged 213 SP:Iteration 1F (1174.282551 sec): 3 clusters Score: Raw -29730.864767 + Penalty 1369.639488 = -28361.225279 nChanged 53 SP:Iteration 2F (1174.364339 sec): 3 clusters Score: Raw -29799.622517 + Penalty 1369.639488 = -28429.983029 nChanged 34 SP:Iteration 3Q (1174.447102 sec): 3 clusters Score: Raw -29841.048401 + Penalty 1369.639488 = -28471.408914 nChanged 24 SP:Iteration 4Q (1174.529511 sec): 3 clusters Score: Raw -29870.064886 + Penalty 1369.639488 = -28500.425398 nChanged 21 SP:Iteration 5Q (1174.611262 sec): 3 clusters Score: Raw -29897.104946 + Penalty 1369.639488 = -28527.465458 nChanged 16 SP:Iteration 6Q (1174.693527 sec): 3 clusters Score: Raw -29918.064184 + Penalty 1369.639488 = -28548.424696 nChanged 8 SP:Iteration 7Q (1174.824304 sec): 3 clusters Score: Raw -29923.760275 + Penalty 1369.639488 = -28554.120787 nChanged 7 SP:Iteration 8Q (1174.916715 sec): 3 clusters Score: Raw -29927.795881 + Penalty 1369.639488 = -28558.156394 nChanged 5 SP:Iteration 9Q (1175.027955 sec): 3 clusters Score: Raw -29934.112973 + Penalty 1369.639488 = -28564.473486 nChanged 5 SP:Iteration 10Q (1175.130161 sec): 3 clusters Score: Raw -29941.651898 + Penalty 1369.639488 = -28572.012410 nChanged 5 SP:Iteration 11Q (1175.238342 sec): 3 clusters Score: Raw -29946.738786 + Penalty 1369.639488 = -28577.099298 nChanged 6 SP:Iteration 12Q (1175.324384 sec): 3 clusters Score: Raw -29955.048467 + Penalty 1369.639488 = -28585.408980 nChanged 6 SP:Iteration 13Q (1175.427398 sec): 3 clusters Score: Raw -29965.277135 + Penalty 1369.639488 = -28595.637648 nChanged 2 SP:Iteration 14Q (1175.533322 sec): 3 clusters Score: Raw -29966.308240 + Penalty 1369.639488 = -28596.668752 nChanged 0 SP:Iteration 15F (1175.610131 sec): 3 clusters Score: Raw -29966.308240 + Penalty 1369.639488 = -28596.668752 nChanged 0 Trying to split cluster 15 (2700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1175.648199 sec): 2 clusters Score: Raw -145740.536608 + Penalty 829.605740 = -144910.930867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1175.752069 sec): 3 clusters Score: Raw -144382.994491 + Penalty 1659.211481 = -142723.783010 nChanged 1049 SP:Iteration 1F (1175.818790 sec): 3 clusters Score: Raw -144999.812392 + Penalty 1659.211481 = -143340.600911 nChanged 226 SP:Iteration 2F (1175.911705 sec): 3 clusters Score: Raw -145187.662162 + Penalty 1659.211481 = -143528.450681 nChanged 195 SP:Iteration 3F (1176.008422 sec): 3 clusters Score: Raw -145341.156427 + Penalty 1659.211481 = -143681.944947 nChanged 165 SP:Iteration 4F (1176.122829 sec): 3 clusters Score: Raw -145472.336087 + Penalty 1659.211481 = -143813.124607 nChanged 141 SP:Iteration 5F (1176.217671 sec): 3 clusters Score: Raw -145623.890652 + Penalty 1659.211481 = -143964.679171 nChanged 153 SP:Iteration 6F (1176.289418 sec): 3 clusters Score: Raw -145797.913906 + Penalty 1659.211481 = -144138.702425 nChanged 133 SP:Iteration 7Q (1176.388691 sec): 3 clusters Score: Raw -145919.528812 + Penalty 1659.211481 = -144260.317331 nChanged 105 SP:Iteration 8Q (1176.471646 sec): 3 clusters Score: Raw -145987.195525 + Penalty 1659.211481 = -144327.984044 nChanged 70 SP:Iteration 9Q (1176.556161 sec): 3 clusters Score: Raw -146030.840623 + Penalty 1659.211481 = -144371.629142 nChanged 55 SP:Iteration 10Q (1176.637811 sec): 3 clusters Score: Raw -146054.982332 + Penalty 1659.211481 = -144395.770851 nChanged 32 SP:Iteration 11Q (1176.741360 sec): 3 clusters Score: Raw -146069.275141 + Penalty 1659.211481 = -144410.063660 nChanged 29 SP:Iteration 12Q (1176.811404 sec): 3 clusters Score: Raw -146080.747872 + Penalty 1659.211481 = -144421.536392 nChanged 17 SP:Iteration 13Q (1176.902159 sec): 3 clusters Score: Raw -146085.319884 + Penalty 1659.211481 = -144426.108403 nChanged 13 SP:Iteration 14Q (1176.988629 sec): 3 clusters Score: Raw -146089.030937 + Penalty 1659.211481 = -144429.819456 nChanged 18 SP:Iteration 15Q (1177.062559 sec): 3 clusters Score: Raw -146095.003206 + Penalty 1659.211481 = -144435.791725 nChanged 11 SP:Iteration 16Q (1177.154551 sec): 3 clusters Score: Raw -146097.960472 + Penalty 1659.211481 = -144438.748991 nChanged 10 SP:Iteration 17Q (1177.231013 sec): 3 clusters Score: Raw -146100.647106 + Penalty 1659.211481 = -144441.435625 nChanged 8 SP:Iteration 18Q (1177.318414 sec): 3 clusters Score: Raw -146102.750412 + Penalty 1659.211481 = -144443.538931 nChanged 6 SP:Iteration 19Q (1177.411408 sec): 3 clusters Score: Raw -146104.412407 + Penalty 1659.211481 = -144445.200926 nChanged 6 SP:Iteration 20F (1177.512919 sec): 3 clusters Score: Raw -146106.060429 + Penalty 1659.211481 = -144446.848948 nChanged 9 SP:Iteration 21Q (1177.589423 sec): 3 clusters Score: Raw -146108.547957 + Penalty 1659.211481 = -144449.336476 nChanged 3 SP:Iteration 22Q (1177.690644 sec): 3 clusters Score: Raw -146109.452325 + Penalty 1659.211481 = -144450.240844 nChanged 0 SP:Iteration 23F (1177.813155 sec): 3 clusters Score: Raw -146109.452325 + Penalty 1659.211481 = -144450.240844 nChanged 0 Iteration 179Q (1178.726228 sec): 16 clusters Score: Raw -2008908.525516 + Penalty 16729.896126 = -1992178.629390 nChanged 5 Iteration 180F (1179.727854 sec): 16 clusters Score: Raw -2008909.228749 + Penalty 16729.896126 = -1992179.332623 nChanged 4 Iteration 181Q (1180.563273 sec): 16 clusters Score: Raw -2008909.716579 + Penalty 16729.896126 = -1992179.820454 nChanged 1 Iteration 182Q (1181.397140 sec): 16 clusters Score: Raw -2008909.788628 + Penalty 16729.896126 = -1992179.892502 nChanged 0 Iteration 183F (1182.379925 sec): 16 clusters Score: Raw -2008909.788628 + Penalty 16729.896126 = -1992179.892502 nChanged 0 Compute initial score before splitting: Score: Raw -2008909.788628 + Penalty 16729.896126 = -1992179.892502 Trying to split cluster 1 (3822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.449728 sec): 2 clusters Score: Raw -203336.554425 + Penalty 866.095558 = -202470.458866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.536952 sec): 3 clusters Score: Raw -201261.332063 + Penalty 1732.191116 = -199529.140947 nChanged 1585 SP:Iteration 1F (1182.611656 sec): 3 clusters Score: Raw -202147.378389 + Penalty 1732.191116 = -200415.187273 nChanged 303 SP:Iteration 2F (1182.691860 sec): 3 clusters Score: Raw -202321.258753 + Penalty 1732.191116 = -200589.067637 nChanged 218 SP:Iteration 3F (1182.768814 sec): 3 clusters Score: Raw -202455.312467 + Penalty 1732.191116 = -200723.121351 nChanged 206 SP:Iteration 4F (1182.850710 sec): 3 clusters Score: Raw -202580.657371 + Penalty 1732.191116 = -200848.466255 nChanged 169 SP:Iteration 5Q (1182.937687 sec): 3 clusters Score: Raw -202681.023688 + Penalty 1732.191116 = -200948.832572 nChanged 160 SP:Iteration 6Q (1183.024789 sec): 3 clusters Score: Raw -202793.716302 + Penalty 1732.191116 = -201061.525185 nChanged 150 SP:Iteration 7Q (1183.112591 sec): 3 clusters Score: Raw -202877.216289 + Penalty 1732.191116 = -201145.025173 nChanged 133 SP:Iteration 8Q (1183.218643 sec): 3 clusters Score: Raw -202964.718653 + Penalty 1732.191116 = -201232.527537 nChanged 123 SP:Iteration 9Q (1183.288657 sec): 3 clusters Score: Raw -203047.916324 + Penalty 1732.191116 = -201315.725207 nChanged 117 SP:Iteration 10Q (1183.388274 sec): 3 clusters Score: Raw -203147.105511 + Penalty 1732.191116 = -201414.914395 nChanged 117 SP:Iteration 11Q (1183.461304 sec): 3 clusters Score: Raw -203237.733185 + Penalty 1732.191116 = -201505.542069 nChanged 105 SP:Iteration 12Q (1183.558176 sec): 3 clusters Score: Raw -203327.318784 + Penalty 1732.191116 = -201595.127668 nChanged 105 SP:Iteration 13Q (1183.640878 sec): 3 clusters Score: Raw -203409.573311 + Penalty 1732.191116 = -201677.382195 nChanged 86 SP:Iteration 14Q (1183.732734 sec): 3 clusters Score: Raw -203483.343135 + Penalty 1732.191116 = -201751.152019 nChanged 80 SP:Iteration 15Q (1183.819694 sec): 3 clusters Score: Raw -203538.777416 + Penalty 1732.191116 = -201806.586299 nChanged 72 SP:Iteration 16Q (1183.911697 sec): 3 clusters Score: Raw -203582.010410 + Penalty 1732.191116 = -201849.819294 nChanged 52 SP:Iteration 17Q (1184.003722 sec): 3 clusters Score: Raw -203605.323535 + Penalty 1732.191116 = -201873.132419 nChanged 31 SP:Iteration 18Q (1184.096108 sec): 3 clusters Score: Raw -203615.356913 + Penalty 1732.191116 = -201883.165797 nChanged 14 SP:Iteration 19Q (1184.189607 sec): 3 clusters Score: Raw -203619.261301 + Penalty 1732.191116 = -201887.070185 nChanged 16 SP:Iteration 20F (1184.278252 sec): 3 clusters Score: Raw -203624.887171 + Penalty 1732.191116 = -201892.696055 nChanged 21 SP:Iteration 21Q (1184.369417 sec): 3 clusters Score: Raw -203632.001834 + Penalty 1732.191116 = -201899.810718 nChanged 16 SP:Iteration 22Q (1184.486663 sec): 3 clusters Score: Raw -203636.487553 + Penalty 1732.191116 = -201904.296436 nChanged 16 SP:Iteration 23Q (1184.580788 sec): 3 clusters Score: Raw -203640.811174 + Penalty 1732.191116 = -201908.620058 nChanged 10 SP:Iteration 24Q (1184.689526 sec): 3 clusters Score: Raw -203643.701468 + Penalty 1732.191116 = -201911.510351 nChanged 13 SP:Iteration 25Q (1184.779943 sec): 3 clusters Score: Raw -203647.556731 + Penalty 1732.191116 = -201915.365615 nChanged 8 SP:Iteration 26Q (1184.892966 sec): 3 clusters Score: Raw -203649.950768 + Penalty 1732.191116 = -201917.759652 nChanged 6 SP:Iteration 27Q (1184.967189 sec): 3 clusters Score: Raw -203652.636039 + Penalty 1732.191116 = -201920.444922 nChanged 10 SP:Iteration 28Q (1185.062980 sec): 3 clusters Score: Raw -203656.166084 + Penalty 1732.191116 = -201923.974968 nChanged 16 SP:Iteration 29Q (1185.138396 sec): 3 clusters Score: Raw -203661.012762 + Penalty 1732.191116 = -201928.821646 nChanged 7 SP:Iteration 30Q (1185.231373 sec): 3 clusters Score: Raw -203663.046325 + Penalty 1732.191116 = -201930.855209 nChanged 3 SP:Iteration 31Q (1185.352094 sec): 3 clusters Score: Raw -203663.427598 + Penalty 1732.191116 = -201931.236482 nChanged 2 SP:Iteration 32Q (1185.460684 sec): 3 clusters Score: Raw -203664.477103 + Penalty 1732.191116 = -201932.285986 nChanged 5 SP:Iteration 33Q (1185.562972 sec): 3 clusters Score: Raw -203665.923328 + Penalty 1732.191116 = -201933.732212 nChanged 3 SP:Iteration 34Q (1185.674208 sec): 3 clusters Score: Raw -203666.655221 + Penalty 1732.191116 = -201934.464105 nChanged 5 SP:Iteration 35Q (1185.763879 sec): 3 clusters Score: Raw -203667.415323 + Penalty 1732.191116 = -201935.224206 nChanged 1 SP:Iteration 36Q (1185.862312 sec): 3 clusters Score: Raw -203667.493359 + Penalty 1732.191116 = -201935.302243 nChanged 1 SP:Iteration 37Q (1185.945068 sec): 3 clusters Score: Raw -203667.705679 + Penalty 1732.191116 = -201935.514563 nChanged 2 SP:Iteration 38Q (1186.040833 sec): 3 clusters Score: Raw -203668.341043 + Penalty 1732.191116 = -201936.149926 nChanged 3 SP:Iteration 39Q (1186.122235 sec): 3 clusters Score: Raw -203668.816267 + Penalty 1732.191116 = -201936.625151 nChanged 3 SP:Iteration 40F (1186.216559 sec): 3 clusters Score: Raw -203669.825769 + Penalty 1732.191116 = -201937.634653 nChanged 4 SP:Iteration 41Q (1186.297791 sec): 3 clusters Score: Raw -203670.454157 + Penalty 1732.191116 = -201938.263041 nChanged 1 SP:Iteration 42Q (1186.390987 sec): 3 clusters Score: Raw -203670.527504 + Penalty 1732.191116 = -201938.336387 nChanged 0 SP:Iteration 43F (1186.484578 sec): 3 clusters Score: Raw -203670.527504 + Penalty 1732.191116 = -201938.336387 nChanged 0 Trying to split cluster 2 (3666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1186.534984 sec): 2 clusters Score: Raw -169945.011143 + Penalty 861.719925 = -169083.291218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1186.635675 sec): 3 clusters Score: Raw -167962.147711 + Penalty 1723.439850 = -166238.707861 nChanged 1531 SP:Iteration 1F (1186.745116 sec): 3 clusters Score: Raw -168920.324625 + Penalty 1723.439850 = -167196.884775 nChanged 335 SP:Iteration 2F (1186.841897 sec): 3 clusters Score: Raw -169208.686425 + Penalty 1723.439850 = -167485.246575 nChanged 297 SP:Iteration 3F (1186.933881 sec): 3 clusters Score: Raw -169452.154514 + Penalty 1723.439850 = -167728.714664 nChanged 244 SP:Iteration 4F (1187.033656 sec): 3 clusters Score: Raw -169659.109756 + Penalty 1723.439850 = -167935.669906 nChanged 202 SP:Iteration 5F (1187.131854 sec): 3 clusters Score: Raw -169829.558110 + Penalty 1723.439850 = -168106.118260 nChanged 179 SP:Iteration 6Q (1187.245568 sec): 3 clusters Score: Raw -169967.929255 + Penalty 1723.439850 = -168244.489405 nChanged 132 SP:Iteration 7Q (1187.413345 sec): 3 clusters Score: Raw -170049.420300 + Penalty 1723.439850 = -168325.980450 nChanged 96 SP:Iteration 8Q (1187.501658 sec): 3 clusters Score: Raw -170108.646953 + Penalty 1723.439850 = -168385.207104 nChanged 73 SP:Iteration 9Q (1187.617122 sec): 3 clusters Score: Raw -170141.311172 + Penalty 1723.439850 = -168417.871322 nChanged 57 SP:Iteration 10Q (1187.697582 sec): 3 clusters Score: Raw -170162.768775 + Penalty 1723.439850 = -168439.328925 nChanged 34 SP:Iteration 11Q (1187.790448 sec): 3 clusters Score: Raw -170177.554021 + Penalty 1723.439850 = -168454.114171 nChanged 30 SP:Iteration 12Q (1187.882958 sec): 3 clusters Score: Raw -170187.683753 + Penalty 1723.439850 = -168464.243903 nChanged 31 SP:Iteration 13Q (1187.966268 sec): 3 clusters Score: Raw -170199.086597 + Penalty 1723.439850 = -168475.646747 nChanged 26 SP:Iteration 14Q (1188.057863 sec): 3 clusters Score: Raw -170208.958001 + Penalty 1723.439850 = -168485.518151 nChanged 30 SP:Iteration 15Q (1188.149611 sec): 3 clusters Score: Raw -170219.323864 + Penalty 1723.439850 = -168495.884014 nChanged 29 SP:Iteration 16Q (1188.240736 sec): 3 clusters Score: Raw -170231.544722 + Penalty 1723.439850 = -168508.104872 nChanged 29 SP:Iteration 17Q (1188.353961 sec): 3 clusters Score: Raw -170241.544620 + Penalty 1723.439850 = -168518.104770 nChanged 28 SP:Iteration 18Q (1188.452072 sec): 3 clusters Score: Raw -170248.614572 + Penalty 1723.439850 = -168525.174722 nChanged 16 SP:Iteration 19Q (1188.583772 sec): 3 clusters Score: Raw -170253.422413 + Penalty 1723.439850 = -168529.982563 nChanged 15 SP:Iteration 20F (1188.709335 sec): 3 clusters Score: Raw -170257.267152 + Penalty 1723.439850 = -168533.827302 nChanged 14 SP:Iteration 21Q (1188.785187 sec): 3 clusters Score: Raw -170260.016709 + Penalty 1723.439850 = -168536.576859 nChanged 12 SP:Iteration 22Q (1188.904733 sec): 3 clusters Score: Raw -170263.398600 + Penalty 1723.439850 = -168539.958750 nChanged 11 SP:Iteration 23Q (1189.001212 sec): 3 clusters Score: Raw -170267.747508 + Penalty 1723.439850 = -168544.307658 nChanged 12 SP:Iteration 24Q (1189.097769 sec): 3 clusters Score: Raw -170271.121707 + Penalty 1723.439850 = -168547.681857 nChanged 5 SP:Iteration 25Q (1189.203534 sec): 3 clusters Score: Raw -170273.070963 + Penalty 1723.439850 = -168549.631113 nChanged 8 SP:Iteration 26Q (1189.279386 sec): 3 clusters Score: Raw -170275.013797 + Penalty 1723.439850 = -168551.573947 nChanged 3 SP:Iteration 27Q (1189.365650 sec): 3 clusters Score: Raw -170275.709422 + Penalty 1723.439850 = -168552.269572 nChanged 1 SP:Iteration 28Q (1189.472711 sec): 3 clusters Score: Raw -170276.110749 + Penalty 1723.439850 = -168552.670899 nChanged 3 SP:Iteration 29Q (1189.553608 sec): 3 clusters Score: Raw -170277.035878 + Penalty 1723.439850 = -168553.596028 nChanged 7 SP:Iteration 30Q (1189.665941 sec): 3 clusters Score: Raw -170279.829541 + Penalty 1723.439850 = -168556.389691 nChanged 8 SP:Iteration 31Q (1189.787485 sec): 3 clusters Score: Raw -170283.822743 + Penalty 1723.439850 = -168560.382893 nChanged 7 SP:Iteration 32Q (1189.878125 sec): 3 clusters Score: Raw -170285.565462 + Penalty 1723.439850 = -168562.125612 nChanged 7 SP:Iteration 33Q (1189.942429 sec): 3 clusters Score: Raw -170286.679501 + Penalty 1723.439850 = -168563.239651 nChanged 5 SP:Iteration 34Q (1190.029311 sec): 3 clusters Score: Raw -170288.267540 + Penalty 1723.439850 = -168564.827690 nChanged 3 SP:Iteration 35Q (1190.113105 sec): 3 clusters Score: Raw -170288.881488 + Penalty 1723.439850 = -168565.441638 nChanged 5 SP:Iteration 36Q (1190.192589 sec): 3 clusters Score: Raw -170290.543272 + Penalty 1723.439850 = -168567.103422 nChanged 9 SP:Iteration 37Q (1190.277818 sec): 3 clusters Score: Raw -170292.123052 + Penalty 1723.439850 = -168568.683202 nChanged 6 SP:Iteration 38Q (1190.344053 sec): 3 clusters Score: Raw -170293.581964 + Penalty 1723.439850 = -168570.142114 nChanged 5 SP:Iteration 39Q (1190.434376 sec): 3 clusters Score: Raw -170295.978862 + Penalty 1723.439850 = -168572.539012 nChanged 13 SP:Iteration 40F (1190.497543 sec): 3 clusters Score: Raw -170302.275143 + Penalty 1723.439850 = -168578.835293 nChanged 17 SP:Iteration 41Q (1190.582770 sec): 3 clusters Score: Raw -170313.348024 + Penalty 1723.439850 = -168589.908174 nChanged 17 SP:Iteration 42Q (1190.680843 sec): 3 clusters Score: Raw -170324.344654 + Penalty 1723.439850 = -168600.904804 nChanged 18 SP:Iteration 43Q (1190.755402 sec): 3 clusters Score: Raw -170335.958274 + Penalty 1723.439850 = -168612.518424 nChanged 21 SP:Iteration 44Q (1190.850488 sec): 3 clusters Score: Raw -170351.286003 + Penalty 1723.439850 = -168627.846153 nChanged 31 SP:Iteration 45Q (1190.932707 sec): 3 clusters Score: Raw -170369.461235 + Penalty 1723.439850 = -168646.021385 nChanged 23 SP:Iteration 46Q (1191.008888 sec): 3 clusters Score: Raw -170380.487273 + Penalty 1723.439850 = -168657.047423 nChanged 22 SP:Iteration 47Q (1191.077313 sec): 3 clusters Score: Raw -170390.869442 + Penalty 1723.439850 = -168667.429592 nChanged 18 SP:Iteration 48Q (1191.159232 sec): 3 clusters Score: Raw -170400.545107 + Penalty 1723.439850 = -168677.105257 nChanged 16 SP:Iteration 49Q (1191.249495 sec): 3 clusters Score: Raw -170407.883713 + Penalty 1723.439850 = -168684.443863 nChanged 12 SP:Iteration 50Q (1191.340267 sec): 3 clusters Score: Raw -170411.814210 + Penalty 1723.439850 = -168688.374360 nChanged 9 SP:Iteration 51Q (1191.405678 sec): 3 clusters Score: Raw -170415.717843 + Penalty 1723.439850 = -168692.277993 nChanged 7 SP:Iteration 52Q (1191.490544 sec): 3 clusters Score: Raw -170417.577083 + Penalty 1723.439850 = -168694.137233 nChanged 8 SP:Iteration 53Q (1191.575917 sec): 3 clusters Score: Raw -170419.639987 + Penalty 1723.439850 = -168696.200137 nChanged 1 SP:Iteration 54Q (1191.650242 sec): 3 clusters Score: Raw -170419.839079 + Penalty 1723.439850 = -168696.399229 nChanged 1 SP:Iteration 55Q (1191.747505 sec): 3 clusters Score: Raw -170420.104552 + Penalty 1723.439850 = -168696.664702 nChanged 1 SP:Iteration 56Q (1191.812631 sec): 3 clusters Score: Raw -170420.453352 + Penalty 1723.439850 = -168697.013502 nChanged 0 SP:Iteration 57F (1191.896302 sec): 3 clusters Score: Raw -170420.453352 + Penalty 1723.439850 = -168697.013502 nChanged 0 Trying to split cluster 3 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1191.930865 sec): 2 clusters Score: Raw -28990.973013 + Penalty 715.987027 = -28274.985987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1191.987236 sec): 3 clusters Score: Raw -28700.696266 + Penalty 1431.974054 = -27268.722213 nChanged 327 SP:Iteration 1F (1192.052312 sec): 3 clusters Score: Raw -29133.733941 + Penalty 1431.974054 = -27701.759887 nChanged 110 SP:Iteration 2F (1192.130030 sec): 3 clusters Score: Raw -29377.347837 + Penalty 1431.974054 = -27945.373784 nChanged 80 SP:Iteration 3F (1192.205838 sec): 3 clusters Score: Raw -29499.340469 + Penalty 1431.974054 = -28067.366415 nChanged 43 SP:Iteration 4Q (1192.269718 sec): 3 clusters Score: Raw -29575.342272 + Penalty 1431.974054 = -28143.368218 nChanged 37 SP:Iteration 5Q (1192.356230 sec): 3 clusters Score: Raw -29634.117953 + Penalty 1431.974054 = -28202.143899 nChanged 26 SP:Iteration 6Q (1192.415871 sec): 3 clusters Score: Raw -29663.954211 + Penalty 1431.974054 = -28231.980157 nChanged 17 SP:Iteration 7Q (1192.501161 sec): 3 clusters Score: Raw -29683.005274 + Penalty 1431.974054 = -28251.031220 nChanged 9 SP:Iteration 8Q (1192.579113 sec): 3 clusters Score: Raw -29690.026822 + Penalty 1431.974054 = -28258.052768 nChanged 6 SP:Iteration 9Q (1192.652848 sec): 3 clusters Score: Raw -29693.255721 + Penalty 1431.974054 = -28261.281667 nChanged 4 SP:Iteration 10Q (1192.745347 sec): 3 clusters Score: Raw -29703.387674 + Penalty 1431.974054 = -28271.413621 nChanged 8 SP:Iteration 11Q (1192.817424 sec): 3 clusters Score: Raw -29709.729478 + Penalty 1431.974054 = -28277.755424 nChanged 0 SP:Iteration 12F (1192.903349 sec): 3 clusters Score: Raw -29709.729478 + Penalty 1431.974054 = -28277.755424 nChanged 0 Score: Raw -2009628.545092 + Penalty 17845.222534 = -1991783.322558 Splitting cluster 3 changes total score from -1992179.892502 to -1991783.322558 So it's not getting split. Trying to split cluster 4 (2407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1194.004950 sec): 2 clusters Score: Raw -134172.896228 + Penalty 817.544326 = -133355.351902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1194.079493 sec): 3 clusters Score: Raw -132999.046370 + Penalty 1635.088652 = -131363.957718 nChanged 949 SP:Iteration 1F (1194.159409 sec): 3 clusters Score: Raw -133568.038805 + Penalty 1635.088652 = -131932.950153 nChanged 176 SP:Iteration 2F (1194.237582 sec): 3 clusters Score: Raw -133668.170742 + Penalty 1635.088652 = -132033.082090 nChanged 120 SP:Iteration 3Q (1194.306881 sec): 3 clusters Score: Raw -133719.548487 + Penalty 1635.088652 = -132084.459835 nChanged 76 SP:Iteration 4Q (1194.393959 sec): 3 clusters Score: Raw -133752.990748 + Penalty 1635.088652 = -132117.902096 nChanged 57 SP:Iteration 5Q (1194.459875 sec): 3 clusters Score: Raw -133781.958641 + Penalty 1635.088652 = -132146.869989 nChanged 59 SP:Iteration 6Q (1194.537485 sec): 3 clusters Score: Raw -133813.895175 + Penalty 1635.088652 = -132178.806523 nChanged 63 SP:Iteration 7Q (1194.610915 sec): 3 clusters Score: Raw -133842.577878 + Penalty 1635.088652 = -132207.489226 nChanged 47 SP:Iteration 8Q (1194.684160 sec): 3 clusters Score: Raw -133863.229680 + Penalty 1635.088652 = -132228.141028 nChanged 41 SP:Iteration 9Q (1194.743390 sec): 3 clusters Score: Raw -133878.066179 + Penalty 1635.088652 = -132242.977527 nChanged 31 SP:Iteration 10Q (1194.817845 sec): 3 clusters Score: Raw -133892.706594 + Penalty 1635.088652 = -132257.617942 nChanged 34 SP:Iteration 11Q (1194.883080 sec): 3 clusters Score: Raw -133908.124144 + Penalty 1635.088652 = -132273.035492 nChanged 29 SP:Iteration 12Q (1194.967635 sec): 3 clusters Score: Raw -133916.554627 + Penalty 1635.088652 = -132281.465975 nChanged 14 SP:Iteration 13Q (1195.036752 sec): 3 clusters Score: Raw -133921.720059 + Penalty 1635.088652 = -132286.631407 nChanged 19 SP:Iteration 14Q (1195.132075 sec): 3 clusters Score: Raw -133926.679278 + Penalty 1635.088652 = -132291.590626 nChanged 20 SP:Iteration 15Q (1195.201629 sec): 3 clusters Score: Raw -133931.540149 + Penalty 1635.088652 = -132296.451497 nChanged 10 SP:Iteration 16Q (1195.289882 sec): 3 clusters Score: Raw -133934.301545 + Penalty 1635.088652 = -132299.212893 nChanged 10 SP:Iteration 17Q (1195.362787 sec): 3 clusters Score: Raw -133938.079097 + Penalty 1635.088652 = -132302.990446 nChanged 12 SP:Iteration 18Q (1195.429684 sec): 3 clusters Score: Raw -133942.054217 + Penalty 1635.088652 = -132306.965566 nChanged 14 SP:Iteration 19Q (1195.515671 sec): 3 clusters Score: Raw -133948.960798 + Penalty 1635.088652 = -132313.872146 nChanged 17 SP:Iteration 20F (1195.578512 sec): 3 clusters Score: Raw -133955.495759 + Penalty 1635.088652 = -132320.407108 nChanged 20 SP:Iteration 21Q (1195.653496 sec): 3 clusters Score: Raw -133962.361836 + Penalty 1635.088652 = -132327.273184 nChanged 19 SP:Iteration 22Q (1195.729282 sec): 3 clusters Score: Raw -133970.570849 + Penalty 1635.088652 = -132335.482197 nChanged 28 SP:Iteration 23Q (1195.804422 sec): 3 clusters Score: Raw -133983.699126 + Penalty 1635.088652 = -132348.610474 nChanged 31 SP:Iteration 24Q (1195.884717 sec): 3 clusters Score: Raw -133996.339946 + Penalty 1635.088652 = -132361.251294 nChanged 35 SP:Iteration 25Q (1195.952758 sec): 3 clusters Score: Raw -134012.189017 + Penalty 1635.088652 = -132377.100365 nChanged 35 SP:Iteration 26Q (1196.046336 sec): 3 clusters Score: Raw -134024.072503 + Penalty 1635.088652 = -132388.983851 nChanged 21 SP:Iteration 27Q (1196.125691 sec): 3 clusters Score: Raw -134030.142332 + Penalty 1635.088652 = -132395.053680 nChanged 20 SP:Iteration 28Q (1196.197531 sec): 3 clusters Score: Raw -134036.209689 + Penalty 1635.088652 = -132401.121037 nChanged 14 SP:Iteration 29Q (1196.268365 sec): 3 clusters Score: Raw -134040.994077 + Penalty 1635.088652 = -132405.905425 nChanged 14 SP:Iteration 30Q (1196.324136 sec): 3 clusters Score: Raw -134044.668529 + Penalty 1635.088652 = -132409.579877 nChanged 9 SP:Iteration 31Q (1196.394762 sec): 3 clusters Score: Raw -134046.860189 + Penalty 1635.088652 = -132411.771537 nChanged 9 SP:Iteration 32Q (1196.491311 sec): 3 clusters Score: Raw -134049.131010 + Penalty 1635.088652 = -132414.042358 nChanged 13 SP:Iteration 33Q (1196.556996 sec): 3 clusters Score: Raw -134052.533270 + Penalty 1635.088652 = -132417.444618 nChanged 12 SP:Iteration 34Q (1196.633779 sec): 3 clusters Score: Raw -134055.437369 + Penalty 1635.088652 = -132420.348717 nChanged 14 SP:Iteration 35Q (1196.711911 sec): 3 clusters Score: Raw -134059.878416 + Penalty 1635.088652 = -132424.789764 nChanged 13 SP:Iteration 36Q (1196.789813 sec): 3 clusters Score: Raw -134064.528337 + Penalty 1635.088652 = -132429.439685 nChanged 14 SP:Iteration 37Q (1196.868544 sec): 3 clusters Score: Raw -134069.369766 + Penalty 1635.088652 = -132434.281114 nChanged 10 SP:Iteration 38Q (1196.947384 sec): 3 clusters Score: Raw -134072.732774 + Penalty 1635.088652 = -132437.644122 nChanged 11 SP:Iteration 39Q (1197.036234 sec): 3 clusters Score: Raw -134076.206869 + Penalty 1635.088652 = -132441.118217 nChanged 15 SP:Iteration 40F (1197.124631 sec): 3 clusters Score: Raw -134081.957296 + Penalty 1635.088652 = -132446.868644 nChanged 12 SP:Iteration 41Q (1197.209636 sec): 3 clusters Score: Raw -134085.775717 + Penalty 1635.088652 = -132450.687065 nChanged 11 SP:Iteration 42Q (1197.295060 sec): 3 clusters Score: Raw -134089.523600 + Penalty 1635.088652 = -132454.434948 nChanged 17 SP:Iteration 43Q (1197.378571 sec): 3 clusters Score: Raw -134094.262238 + Penalty 1635.088652 = -132459.173586 nChanged 16 SP:Iteration 44Q (1197.473748 sec): 3 clusters Score: Raw -134098.852387 + Penalty 1635.088652 = -132463.763735 nChanged 13 SP:Iteration 45Q (1197.547321 sec): 3 clusters Score: Raw -134103.555597 + Penalty 1635.088652 = -132468.466945 nChanged 16 SP:Iteration 46Q (1197.632466 sec): 3 clusters Score: Raw -134109.617904 + Penalty 1635.088652 = -132474.529252 nChanged 15 SP:Iteration 47Q (1197.717513 sec): 3 clusters Score: Raw -134116.032767 + Penalty 1635.088652 = -132480.944116 nChanged 16 SP:Iteration 48Q (1197.804186 sec): 3 clusters Score: Raw -134122.541909 + Penalty 1635.088652 = -132487.453257 nChanged 11 SP:Iteration 49Q (1197.892854 sec): 3 clusters Score: Raw -134127.913152 + Penalty 1635.088652 = -132492.824500 nChanged 19 SP:Iteration 50Q (1197.990997 sec): 3 clusters Score: Raw -134143.213000 + Penalty 1635.088652 = -132508.124348 nChanged 21 SP:Iteration 51Q (1198.080458 sec): 3 clusters Score: Raw -134155.753581 + Penalty 1635.088652 = -132520.664929 nChanged 25 SP:Iteration 52Q (1198.165375 sec): 3 clusters Score: Raw -134170.183089 + Penalty 1635.088652 = -132535.094437 nChanged 31 SP:Iteration 53Q (1198.250471 sec): 3 clusters Score: Raw -134183.806941 + Penalty 1635.088652 = -132548.718289 nChanged 18 SP:Iteration 54Q (1198.335398 sec): 3 clusters Score: Raw -134190.237388 + Penalty 1635.088652 = -132555.148736 nChanged 25 SP:Iteration 55Q (1198.413183 sec): 3 clusters Score: Raw -134199.680814 + Penalty 1635.088652 = -132564.592162 nChanged 15 SP:Iteration 56Q (1198.511634 sec): 3 clusters Score: Raw -134206.135828 + Penalty 1635.088652 = -132571.047176 nChanged 12 SP:Iteration 57Q (1198.637166 sec): 3 clusters Score: Raw -134211.241007 + Penalty 1635.088652 = -132576.152355 nChanged 15 SP:Iteration 58Q (1198.738568 sec): 3 clusters Score: Raw -134216.745574 + Penalty 1635.088652 = -132581.656922 nChanged 16 SP:Iteration 59Q (1198.879048 sec): 3 clusters Score: Raw -134224.595117 + Penalty 1635.088652 = -132589.506465 nChanged 10 SP:Iteration 60F (1198.994144 sec): 3 clusters Score: Raw -134229.367359 + Penalty 1635.088652 = -132594.278707 nChanged 14 SP:Iteration 61Q (1199.117974 sec): 3 clusters Score: Raw -134234.637288 + Penalty 1635.088652 = -132599.548636 nChanged 9 SP:Iteration 62Q (1199.241306 sec): 3 clusters Score: Raw -134238.168454 + Penalty 1635.088652 = -132603.079802 nChanged 8 SP:Iteration 63Q (1199.334778 sec): 3 clusters Score: Raw -134241.483947 + Penalty 1635.088652 = -132606.395295 nChanged 8 SP:Iteration 64Q (1199.425159 sec): 3 clusters Score: Raw -134243.377171 + Penalty 1635.088652 = -132608.288519 nChanged 7 SP:Iteration 65Q (1199.510807 sec): 3 clusters Score: Raw -134245.660243 + Penalty 1635.088652 = -132610.571591 nChanged 7 SP:Iteration 66Q (1199.592895 sec): 3 clusters Score: Raw -134249.772379 + Penalty 1635.088652 = -132614.683727 nChanged 9 SP:Iteration 67Q (1199.676752 sec): 3 clusters Score: Raw -134254.410550 + Penalty 1635.088652 = -132619.321899 nChanged 7 SP:Iteration 68Q (1199.777761 sec): 3 clusters Score: Raw -134258.804999 + Penalty 1635.088652 = -132623.716347 nChanged 12 SP:Iteration 69Q (1199.844521 sec): 3 clusters Score: Raw -134263.817318 + Penalty 1635.088652 = -132628.728666 nChanged 10 SP:Iteration 70Q (1199.938064 sec): 3 clusters Score: Raw -134267.885880 + Penalty 1635.088652 = -132632.797228 nChanged 10 SP:Iteration 71Q (1200.035933 sec): 3 clusters Score: Raw -134272.071907 + Penalty 1635.088652 = -132636.983255 nChanged 12 SP:Iteration 72Q (1200.141569 sec): 3 clusters Score: Raw -134276.630866 + Penalty 1635.088652 = -132641.542214 nChanged 9 SP:Iteration 73Q (1200.219426 sec): 3 clusters Score: Raw -134281.433190 + Penalty 1635.088652 = -132646.344538 nChanged 10 SP:Iteration 74Q (1200.309224 sec): 3 clusters Score: Raw -134285.441482 + Penalty 1635.088652 = -132650.352830 nChanged 11 SP:Iteration 75Q (1200.417532 sec): 3 clusters Score: Raw -134289.223464 + Penalty 1635.088652 = -132654.134812 nChanged 8 SP:Iteration 76Q (1200.518371 sec): 3 clusters Score: Raw -134292.680857 + Penalty 1635.088652 = -132657.592205 nChanged 5 SP:Iteration 77Q (1200.605097 sec): 3 clusters Score: Raw -134295.715672 + Penalty 1635.088652 = -132660.627020 nChanged 10 SP:Iteration 78Q (1200.680728 sec): 3 clusters Score: Raw -134300.509350 + Penalty 1635.088652 = -132665.420698 nChanged 8 SP:Iteration 79Q (1200.765308 sec): 3 clusters Score: Raw -134305.392758 + Penalty 1635.088652 = -132670.304106 nChanged 11 SP:Iteration 80F (1200.848366 sec): 3 clusters Score: Raw -134311.960873 + Penalty 1635.088652 = -132676.872221 nChanged 15 SP:Iteration 81Q (1200.932971 sec): 3 clusters Score: Raw -134320.689904 + Penalty 1635.088652 = -132685.601252 nChanged 10 SP:Iteration 82Q (1201.035124 sec): 3 clusters Score: Raw -134324.950852 + Penalty 1635.088652 = -132689.862200 nChanged 8 SP:Iteration 83Q (1201.101071 sec): 3 clusters Score: Raw -134329.274311 + Penalty 1635.088652 = -132694.185659 nChanged 10 SP:Iteration 84Q (1201.197654 sec): 3 clusters Score: Raw -134332.984053 + Penalty 1635.088652 = -132697.895401 nChanged 8 SP:Iteration 85Q (1201.283085 sec): 3 clusters Score: Raw -134335.419254 + Penalty 1635.088652 = -132700.330602 nChanged 9 SP:Iteration 86Q (1201.384592 sec): 3 clusters Score: Raw -134339.008826 + Penalty 1635.088652 = -132703.920174 nChanged 7 SP:Iteration 87Q (1201.477224 sec): 3 clusters Score: Raw -134341.315830 + Penalty 1635.088652 = -132706.227178 nChanged 3 SP:Iteration 88Q (1201.606671 sec): 3 clusters Score: Raw -134342.508608 + Penalty 1635.088652 = -132707.419956 nChanged 3 SP:Iteration 89Q (1201.689396 sec): 3 clusters Score: Raw -134344.384620 + Penalty 1635.088652 = -132709.295968 nChanged 8 SP:Iteration 90Q (1201.768137 sec): 3 clusters Score: Raw -134346.926876 + Penalty 1635.088652 = -132711.838224 nChanged 6 SP:Iteration 91Q (1201.844667 sec): 3 clusters Score: Raw -134349.722948 + Penalty 1635.088652 = -132714.634296 nChanged 6 SP:Iteration 92Q (1201.923443 sec): 3 clusters Score: Raw -134354.647437 + Penalty 1635.088652 = -132719.558785 nChanged 7 SP:Iteration 93Q (1202.002632 sec): 3 clusters Score: Raw -134360.649229 + Penalty 1635.088652 = -132725.560577 nChanged 11 SP:Iteration 94Q (1202.080671 sec): 3 clusters Score: Raw -134363.926986 + Penalty 1635.088652 = -132728.838334 nChanged 8 SP:Iteration 95Q (1202.158207 sec): 3 clusters Score: Raw -134366.583025 + Penalty 1635.088652 = -132731.494374 nChanged 6 SP:Iteration 96Q (1202.236063 sec): 3 clusters Score: Raw -134369.008176 + Penalty 1635.088652 = -132733.919524 nChanged 4 SP:Iteration 97Q (1202.327934 sec): 3 clusters Score: Raw -134370.907681 + Penalty 1635.088652 = -132735.819029 nChanged 6 SP:Iteration 98Q (1202.393645 sec): 3 clusters Score: Raw -134373.725783 + Penalty 1635.088652 = -132738.637131 nChanged 7 SP:Iteration 99Q (1202.471427 sec): 3 clusters Score: Raw -134377.423736 + Penalty 1635.088652 = -132742.335084 nChanged 6 SP:Iteration 100F (1202.576636 sec): 3 clusters Score: Raw -134381.102142 + Penalty 1635.088652 = -132746.013490 nChanged 6 SP:Iteration 101Q (1202.682874 sec): 3 clusters Score: Raw -134384.966851 + Penalty 1635.088652 = -132749.878199 nChanged 5 SP:Iteration 102Q (1202.776907 sec): 3 clusters Score: Raw -134388.942967 + Penalty 1635.088652 = -132753.854315 nChanged 7 SP:Iteration 103Q (1202.854105 sec): 3 clusters Score: Raw -134396.041766 + Penalty 1635.088652 = -132760.953114 nChanged 3 SP:Iteration 104Q (1202.966748 sec): 3 clusters Score: Raw -134398.691749 + Penalty 1635.088652 = -132763.603097 nChanged 8 SP:Iteration 105Q (1203.037708 sec): 3 clusters Score: Raw -134406.662253 + Penalty 1635.088652 = -132771.573601 nChanged 11 SP:Iteration 106Q (1203.129820 sec): 3 clusters Score: Raw -134418.513309 + Penalty 1635.088652 = -132783.424657 nChanged 18 SP:Iteration 107Q (1203.245057 sec): 3 clusters Score: Raw -134432.419854 + Penalty 1635.088652 = -132797.331202 nChanged 16 SP:Iteration 108Q (1203.337792 sec): 3 clusters Score: Raw -134446.042174 + Penalty 1635.088652 = -132810.953522 nChanged 16 SP:Iteration 109Q (1203.424342 sec): 3 clusters Score: Raw -134464.536614 + Penalty 1635.088652 = -132829.447962 nChanged 20 SP:Iteration 110Q (1203.518096 sec): 3 clusters Score: Raw -134487.641907 + Penalty 1635.088652 = -132852.553255 nChanged 21 SP:Iteration 111Q (1203.602778 sec): 3 clusters Score: Raw -134505.496319 + Penalty 1635.088652 = -132870.407667 nChanged 20 SP:Iteration 112Q (1203.680698 sec): 3 clusters Score: Raw -134516.386608 + Penalty 1635.088652 = -132881.297956 nChanged 20 SP:Iteration 113Q (1203.745876 sec): 3 clusters Score: Raw -134530.847569 + Penalty 1635.088652 = -132895.758917 nChanged 15 SP:Iteration 114Q (1203.822166 sec): 3 clusters Score: Raw -134540.997101 + Penalty 1635.088652 = -132905.908449 nChanged 10 SP:Iteration 115Q (1203.901026 sec): 3 clusters Score: Raw -134545.763230 + Penalty 1635.088652 = -132910.674578 nChanged 7 SP:Iteration 116Q (1203.966673 sec): 3 clusters Score: Raw -134549.053931 + Penalty 1635.088652 = -132913.965279 nChanged 4 SP:Iteration 117Q (1204.057982 sec): 3 clusters Score: Raw -134550.561642 + Penalty 1635.088652 = -132915.472990 nChanged 3 SP:Iteration 118Q (1204.142761 sec): 3 clusters Score: Raw -134551.884790 + Penalty 1635.088652 = -132916.796138 nChanged 3 SP:Iteration 119Q (1204.216609 sec): 3 clusters Score: Raw -134553.178652 + Penalty 1635.088652 = -132918.090000 nChanged 1 SP:Iteration 120F (1204.302678 sec): 3 clusters Score: Raw -134553.899480 + Penalty 1635.088652 = -132918.810828 nChanged 1 SP:Iteration 121Q (1204.387254 sec): 3 clusters Score: Raw -134554.347285 + Penalty 1635.088652 = -132919.258633 nChanged 3 SP:Iteration 122Q (1204.455267 sec): 3 clusters Score: Raw -134556.137682 + Penalty 1635.088652 = -132921.049030 nChanged 2 SP:Iteration 123Q (1204.551401 sec): 3 clusters Score: Raw -134556.609059 + Penalty 1635.088652 = -132921.520407 nChanged 2 SP:Iteration 124Q (1204.612967 sec): 3 clusters Score: Raw -134557.667704 + Penalty 1635.088652 = -132922.579052 nChanged 0 SP:Iteration 125F (1204.690124 sec): 3 clusters Score: Raw -134557.667704 + Penalty 1635.088652 = -132922.579052 nChanged 0 Trying to split cluster 5 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1204.730721 sec): 2 clusters Score: Raw -97794.341064 + Penalty 798.722876 = -96995.618189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1204.811209 sec): 3 clusters Score: Raw -96821.234021 + Penalty 1597.445752 = -95223.788270 nChanged 806 SP:Iteration 1F (1204.899249 sec): 3 clusters Score: Raw -97329.007842 + Penalty 1597.445752 = -95731.562090 nChanged 181 SP:Iteration 2F (1204.975536 sec): 3 clusters Score: Raw -97500.291606 + Penalty 1597.445752 = -95902.845854 nChanged 148 SP:Iteration 3F (1205.050692 sec): 3 clusters Score: Raw -97645.698578 + Penalty 1597.445752 = -96048.252827 nChanged 144 SP:Iteration 4F (1205.124758 sec): 3 clusters Score: Raw -97786.732085 + Penalty 1597.445752 = -96189.286333 nChanged 121 SP:Iteration 5F (1205.197345 sec): 3 clusters Score: Raw -97908.280201 + Penalty 1597.445752 = -96310.834450 nChanged 101 SP:Iteration 6F (1205.274486 sec): 3 clusters Score: Raw -97993.103801 + Penalty 1597.445752 = -96395.658049 nChanged 71 SP:Iteration 7Q (1205.360319 sec): 3 clusters Score: Raw -98035.397298 + Penalty 1597.445752 = -96437.951547 nChanged 45 SP:Iteration 8Q (1205.426016 sec): 3 clusters Score: Raw -98059.812157 + Penalty 1597.445752 = -96462.366406 nChanged 34 SP:Iteration 9Q (1205.487312 sec): 3 clusters Score: Raw -98081.503273 + Penalty 1597.445752 = -96484.057521 nChanged 25 SP:Iteration 10Q (1205.578878 sec): 3 clusters Score: Raw -98094.895944 + Penalty 1597.445752 = -96497.450192 nChanged 21 SP:Iteration 11Q (1205.639687 sec): 3 clusters Score: Raw -98103.063183 + Penalty 1597.445752 = -96505.617431 nChanged 9 SP:Iteration 12Q (1205.720945 sec): 3 clusters Score: Raw -98106.274423 + Penalty 1597.445752 = -96508.828672 nChanged 10 SP:Iteration 13Q (1205.796878 sec): 3 clusters Score: Raw -98110.836910 + Penalty 1597.445752 = -96513.391159 nChanged 9 SP:Iteration 14Q (1205.875666 sec): 3 clusters Score: Raw -98115.624233 + Penalty 1597.445752 = -96518.178482 nChanged 10 SP:Iteration 15Q (1205.950349 sec): 3 clusters Score: Raw -98119.721298 + Penalty 1597.445752 = -96522.275546 nChanged 9 SP:Iteration 16Q (1206.038818 sec): 3 clusters Score: Raw -98123.904910 + Penalty 1597.445752 = -96526.459158 nChanged 11 SP:Iteration 17Q (1206.109395 sec): 3 clusters Score: Raw -98129.642132 + Penalty 1597.445752 = -96532.196380 nChanged 16 SP:Iteration 18Q (1206.201333 sec): 3 clusters Score: Raw -98135.945221 + Penalty 1597.445752 = -96538.499469 nChanged 11 SP:Iteration 19Q (1206.264555 sec): 3 clusters Score: Raw -98140.824602 + Penalty 1597.445752 = -96543.378851 nChanged 13 SP:Iteration 20F (1206.348890 sec): 3 clusters Score: Raw -98145.906937 + Penalty 1597.445752 = -96548.461185 nChanged 12 SP:Iteration 21Q (1206.430832 sec): 3 clusters Score: Raw -98148.648549 + Penalty 1597.445752 = -96551.202798 nChanged 5 SP:Iteration 22Q (1206.512629 sec): 3 clusters Score: Raw -98150.442819 + Penalty 1597.445752 = -96552.997068 nChanged 5 SP:Iteration 23Q (1206.588497 sec): 3 clusters Score: Raw -98151.462637 + Penalty 1597.445752 = -96554.016886 nChanged 2 SP:Iteration 24Q (1206.648513 sec): 3 clusters Score: Raw -98151.856178 + Penalty 1597.445752 = -96554.410426 nChanged 1 SP:Iteration 25Q (1206.736393 sec): 3 clusters Score: Raw -98152.013544 + Penalty 1597.445752 = -96554.567792 nChanged 1 SP:Iteration 26Q (1206.800614 sec): 3 clusters Score: Raw -98152.176097 + Penalty 1597.445752 = -96554.730345 nChanged 1 SP:Iteration 27Q (1206.881100 sec): 3 clusters Score: Raw -98152.599828 + Penalty 1597.445752 = -96555.154076 nChanged 0 SP:Iteration 28F (1206.968421 sec): 3 clusters Score: Raw -98152.599828 + Penalty 1597.445752 = -96555.154076 nChanged 0 Trying to split cluster 6 (3512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.003318 sec): 2 clusters Score: Raw -187549.408840 + Penalty 857.213800 = -186692.195039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.095419 sec): 3 clusters Score: Raw -185764.452939 + Penalty 1714.427600 = -184050.025339 nChanged 1400 SP:Iteration 1F (1207.178154 sec): 3 clusters Score: Raw -186753.802958 + Penalty 1714.427600 = -185039.375358 nChanged 326 SP:Iteration 2F (1207.270668 sec): 3 clusters Score: Raw -187020.624338 + Penalty 1714.427600 = -185306.196737 nChanged 235 SP:Iteration 3F (1207.339878 sec): 3 clusters Score: Raw -187198.695174 + Penalty 1714.427600 = -185484.267573 nChanged 183 SP:Iteration 4F (1207.407843 sec): 3 clusters Score: Raw -187322.191345 + Penalty 1714.427600 = -185607.763745 nChanged 131 SP:Iteration 5Q (1207.490771 sec): 3 clusters Score: Raw -187413.032659 + Penalty 1714.427600 = -185698.605058 nChanged 108 SP:Iteration 6Q (1207.569918 sec): 3 clusters Score: Raw -187483.572928 + Penalty 1714.427600 = -185769.145328 nChanged 105 SP:Iteration 7Q (1207.640284 sec): 3 clusters Score: Raw -187545.003291 + Penalty 1714.427600 = -185830.575690 nChanged 74 SP:Iteration 8Q (1207.718033 sec): 3 clusters Score: Raw -187584.735072 + Penalty 1714.427600 = -185870.307472 nChanged 58 SP:Iteration 9Q (1207.795920 sec): 3 clusters Score: Raw -187612.598008 + Penalty 1714.427600 = -185898.170407 nChanged 51 SP:Iteration 10Q (1207.870759 sec): 3 clusters Score: Raw -187634.839890 + Penalty 1714.427600 = -185920.412290 nChanged 36 SP:Iteration 11Q (1207.954031 sec): 3 clusters Score: Raw -187646.406285 + Penalty 1714.427600 = -185931.978684 nChanged 31 SP:Iteration 12Q (1208.036505 sec): 3 clusters Score: Raw -187655.257425 + Penalty 1714.427600 = -185940.829824 nChanged 23 SP:Iteration 13Q (1208.107928 sec): 3 clusters Score: Raw -187663.828887 + Penalty 1714.427600 = -185949.401287 nChanged 31 SP:Iteration 14Q (1208.195958 sec): 3 clusters Score: Raw -187672.896181 + Penalty 1714.427600 = -185958.468580 nChanged 25 SP:Iteration 15Q (1208.267902 sec): 3 clusters Score: Raw -187680.164365 + Penalty 1714.427600 = -185965.736765 nChanged 17 SP:Iteration 16Q (1208.338948 sec): 3 clusters Score: Raw -187684.815778 + Penalty 1714.427600 = -185970.388178 nChanged 17 SP:Iteration 17Q (1208.410645 sec): 3 clusters Score: Raw -187692.837807 + Penalty 1714.427600 = -185978.410207 nChanged 18 SP:Iteration 18Q (1208.475285 sec): 3 clusters Score: Raw -187701.147684 + Penalty 1714.427600 = -185986.720083 nChanged 24 SP:Iteration 19Q (1208.547265 sec): 3 clusters Score: Raw -187710.977224 + Penalty 1714.427600 = -185996.549623 nChanged 29 SP:Iteration 20F (1208.634429 sec): 3 clusters Score: Raw -187722.294976 + Penalty 1714.427600 = -186007.867376 nChanged 28 SP:Iteration 21Q (1208.710064 sec): 3 clusters Score: Raw -187731.327158 + Penalty 1714.427600 = -186016.899557 nChanged 21 SP:Iteration 22Q (1208.789881 sec): 3 clusters Score: Raw -187738.153118 + Penalty 1714.427600 = -186023.725517 nChanged 20 SP:Iteration 23Q (1208.869420 sec): 3 clusters Score: Raw -187744.184315 + Penalty 1714.427600 = -186029.756714 nChanged 24 SP:Iteration 24Q (1208.966371 sec): 3 clusters Score: Raw -187752.332896 + Penalty 1714.427600 = -186037.905295 nChanged 20 SP:Iteration 25Q (1209.068357 sec): 3 clusters Score: Raw -187759.713210 + Penalty 1714.427600 = -186045.285609 nChanged 19 SP:Iteration 26Q (1209.134446 sec): 3 clusters Score: Raw -187765.041458 + Penalty 1714.427600 = -186050.613857 nChanged 13 SP:Iteration 27Q (1209.211289 sec): 3 clusters Score: Raw -187769.245397 + Penalty 1714.427600 = -186054.817796 nChanged 10 SP:Iteration 28Q (1209.306718 sec): 3 clusters Score: Raw -187771.451494 + Penalty 1714.427600 = -186057.023893 nChanged 10 SP:Iteration 29Q (1209.371749 sec): 3 clusters Score: Raw -187773.838353 + Penalty 1714.427600 = -186059.410753 nChanged 12 SP:Iteration 30Q (1209.432329 sec): 3 clusters Score: Raw -187777.041968 + Penalty 1714.427600 = -186062.614368 nChanged 6 SP:Iteration 31Q (1209.513926 sec): 3 clusters Score: Raw -187778.440553 + Penalty 1714.427600 = -186064.012953 nChanged 8 SP:Iteration 32Q (1209.595840 sec): 3 clusters Score: Raw -187780.341267 + Penalty 1714.427600 = -186065.913667 nChanged 7 SP:Iteration 33Q (1209.686842 sec): 3 clusters Score: Raw -187781.691368 + Penalty 1714.427600 = -186067.263767 nChanged 9 SP:Iteration 34Q (1209.783037 sec): 3 clusters Score: Raw -187783.612787 + Penalty 1714.427600 = -186069.185186 nChanged 7 SP:Iteration 35Q (1209.882904 sec): 3 clusters Score: Raw -187786.222236 + Penalty 1714.427600 = -186071.794636 nChanged 7 SP:Iteration 36Q (1209.975868 sec): 3 clusters Score: Raw -187787.492550 + Penalty 1714.427600 = -186073.064949 nChanged 5 SP:Iteration 37Q (1210.068777 sec): 3 clusters Score: Raw -187788.146639 + Penalty 1714.427600 = -186073.719038 nChanged 7 SP:Iteration 38Q (1210.165443 sec): 3 clusters Score: Raw -187789.398916 + Penalty 1714.427600 = -186074.971316 nChanged 3 SP:Iteration 39Q (1210.293926 sec): 3 clusters Score: Raw -187789.944930 + Penalty 1714.427600 = -186075.517330 nChanged 2 SP:Iteration 40F (1210.407223 sec): 3 clusters Score: Raw -187790.077885 + Penalty 1714.427600 = -186075.650284 nChanged 1 SP:Iteration 41Q (1210.513383 sec): 3 clusters Score: Raw -187790.198324 + Penalty 1714.427600 = -186075.770723 nChanged 1 SP:Iteration 42Q (1210.625634 sec): 3 clusters Score: Raw -187790.292120 + Penalty 1714.427600 = -186075.864519 nChanged 1 SP:Iteration 43Q (1210.710117 sec): 3 clusters Score: Raw -187790.374466 + Penalty 1714.427600 = -186075.946865 nChanged 1 SP:Iteration 44Q (1210.807756 sec): 3 clusters Score: Raw -187790.509829 + Penalty 1714.427600 = -186076.082229 nChanged 1 SP:Iteration 45Q (1210.911492 sec): 3 clusters Score: Raw -187790.574518 + Penalty 1714.427600 = -186076.146917 nChanged 0 SP:Iteration 46F (1211.004820 sec): 3 clusters Score: Raw -187790.574518 + Penalty 1714.427600 = -186076.146917 nChanged 0 Trying to split cluster 7 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1211.072315 sec): 2 clusters Score: Raw -52383.379474 + Penalty 743.755724 = -51639.623750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1211.137085 sec): 3 clusters Score: Raw -51890.729961 + Penalty 1487.511448 = -50403.218513 nChanged 417 SP:Iteration 1F (1211.262952 sec): 3 clusters Score: Raw -52297.966774 + Penalty 1487.511448 = -50810.455326 nChanged 137 SP:Iteration 2F (1211.356689 sec): 3 clusters Score: Raw -52444.413732 + Penalty 1487.511448 = -50956.902284 nChanged 69 SP:Iteration 3F (1211.446180 sec): 3 clusters Score: Raw -52537.795814 + Penalty 1487.511448 = -51050.284366 nChanged 60 SP:Iteration 4F (1211.535904 sec): 3 clusters Score: Raw -52611.987129 + Penalty 1487.511448 = -51124.475681 nChanged 54 SP:Iteration 5Q (1211.624869 sec): 3 clusters Score: Raw -52674.202320 + Penalty 1487.511448 = -51186.690872 nChanged 51 SP:Iteration 6Q (1211.713288 sec): 3 clusters Score: Raw -52731.168967 + Penalty 1487.511448 = -51243.657519 nChanged 31 SP:Iteration 7Q (1211.798940 sec): 3 clusters Score: Raw -52776.965120 + Penalty 1487.511448 = -51289.453672 nChanged 31 SP:Iteration 8Q (1211.911658 sec): 3 clusters Score: Raw -52820.743673 + Penalty 1487.511448 = -51333.232225 nChanged 26 SP:Iteration 9Q (1211.995047 sec): 3 clusters Score: Raw -52846.616248 + Penalty 1487.511448 = -51359.104800 nChanged 20 SP:Iteration 10Q (1212.076176 sec): 3 clusters Score: Raw -52866.860030 + Penalty 1487.511448 = -51379.348582 nChanged 14 SP:Iteration 11Q (1212.144498 sec): 3 clusters Score: Raw -52882.714261 + Penalty 1487.511448 = -51395.202813 nChanged 12 SP:Iteration 12Q (1212.226977 sec): 3 clusters Score: Raw -52891.644282 + Penalty 1487.511448 = -51404.132834 nChanged 8 SP:Iteration 13Q (1212.309095 sec): 3 clusters Score: Raw -52898.074999 + Penalty 1487.511448 = -51410.563551 nChanged 14 SP:Iteration 14Q (1212.391407 sec): 3 clusters Score: Raw -52908.008035 + Penalty 1487.511448 = -51420.496587 nChanged 12 SP:Iteration 15Q (1212.473617 sec): 3 clusters Score: Raw -52918.680731 + Penalty 1487.511448 = -51431.169283 nChanged 11 SP:Iteration 16Q (1212.556007 sec): 3 clusters Score: Raw -52924.113345 + Penalty 1487.511448 = -51436.601897 nChanged 5 SP:Iteration 17Q (1212.623371 sec): 3 clusters Score: Raw -52926.906802 + Penalty 1487.511448 = -51439.395354 nChanged 3 SP:Iteration 18Q (1212.711736 sec): 3 clusters Score: Raw -52929.079939 + Penalty 1487.511448 = -51441.568491 nChanged 2 SP:Iteration 19Q (1212.800098 sec): 3 clusters Score: Raw -52929.548381 + Penalty 1487.511448 = -51442.036933 nChanged 0 SP:Iteration 20F (1212.888908 sec): 3 clusters Score: Raw -52929.548381 + Penalty 1487.511448 = -51442.036933 nChanged 0 Trying to split cluster 8 (5902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1212.943046 sec): 2 clusters Score: Raw -337688.894514 + Penalty 911.719888 = -336777.174626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1213.058290 sec): 3 clusters Score: Raw -334341.521227 + Penalty 1823.439777 = -332518.081450 nChanged 2495 SP:Iteration 1F (1213.156935 sec): 3 clusters Score: Raw -335697.911652 + Penalty 1823.439777 = -333874.471875 nChanged 404 SP:Iteration 2F (1213.255300 sec): 3 clusters Score: Raw -335889.649954 + Penalty 1823.439777 = -334066.210177 nChanged 351 SP:Iteration 3F (1213.354077 sec): 3 clusters Score: Raw -336060.591431 + Penalty 1823.439777 = -334237.151654 nChanged 325 SP:Iteration 4F (1213.469258 sec): 3 clusters Score: Raw -336234.738081 + Penalty 1823.439777 = -334411.298305 nChanged 301 SP:Iteration 5F (1213.558599 sec): 3 clusters Score: Raw -336387.600947 + Penalty 1823.439777 = -334564.161170 nChanged 290 SP:Iteration 6Q (1213.665600 sec): 3 clusters Score: Raw -336541.306335 + Penalty 1823.439777 = -334717.866558 nChanged 277 SP:Iteration 7Q (1213.798276 sec): 3 clusters Score: Raw -336699.975613 + Penalty 1823.439777 = -334876.535836 nChanged 264 SP:Iteration 8Q (1213.888015 sec): 3 clusters Score: Raw -336874.641231 + Penalty 1823.439777 = -335051.201454 nChanged 260 SP:Iteration 9Q (1213.994243 sec): 3 clusters Score: Raw -337043.859439 + Penalty 1823.439777 = -335220.419663 nChanged 247 SP:Iteration 10Q (1214.095419 sec): 3 clusters Score: Raw -337211.219921 + Penalty 1823.439777 = -335387.780144 nChanged 228 SP:Iteration 11Q (1214.197418 sec): 3 clusters Score: Raw -337371.285319 + Penalty 1823.439777 = -335547.845542 nChanged 191 SP:Iteration 12Q (1214.311966 sec): 3 clusters Score: Raw -337495.995900 + Penalty 1823.439777 = -335672.556123 nChanged 161 SP:Iteration 13Q (1214.407052 sec): 3 clusters Score: Raw -337603.297749 + Penalty 1823.439777 = -335779.857972 nChanged 123 SP:Iteration 14Q (1214.526313 sec): 3 clusters Score: Raw -337678.706778 + Penalty 1823.439777 = -335855.267001 nChanged 94 SP:Iteration 15Q (1214.625386 sec): 3 clusters Score: Raw -337741.206819 + Penalty 1823.439777 = -335917.767042 nChanged 74 SP:Iteration 16Q (1214.721148 sec): 3 clusters Score: Raw -337797.195423 + Penalty 1823.439777 = -335973.755647 nChanged 65 SP:Iteration 17Q (1214.821901 sec): 3 clusters Score: Raw -337845.055749 + Penalty 1823.439777 = -336021.615972 nChanged 49 SP:Iteration 18Q (1214.913491 sec): 3 clusters Score: Raw -337872.916474 + Penalty 1823.439777 = -336049.476697 nChanged 33 SP:Iteration 19Q (1215.010667 sec): 3 clusters Score: Raw -337888.799611 + Penalty 1823.439777 = -336065.359835 nChanged 19 SP:Iteration 20F (1215.111112 sec): 3 clusters Score: Raw -337897.573928 + Penalty 1823.439777 = -336074.134151 nChanged 20 SP:Iteration 21Q (1215.218635 sec): 3 clusters Score: Raw -337906.225920 + Penalty 1823.439777 = -336082.786144 nChanged 16 SP:Iteration 22Q (1215.342816 sec): 3 clusters Score: Raw -337915.301038 + Penalty 1823.439777 = -336091.861261 nChanged 17 SP:Iteration 23Q (1215.409896 sec): 3 clusters Score: Raw -337922.041729 + Penalty 1823.439777 = -336098.601952 nChanged 16 SP:Iteration 24Q (1215.517662 sec): 3 clusters Score: Raw -337927.307752 + Penalty 1823.439777 = -336103.867976 nChanged 11 SP:Iteration 25Q (1215.623953 sec): 3 clusters Score: Raw -337931.340603 + Penalty 1823.439777 = -336107.900827 nChanged 9 SP:Iteration 26Q (1215.724566 sec): 3 clusters Score: Raw -337934.884824 + Penalty 1823.439777 = -336111.445047 nChanged 9 SP:Iteration 27Q (1215.848290 sec): 3 clusters Score: Raw -337939.568384 + Penalty 1823.439777 = -336116.128608 nChanged 9 SP:Iteration 28Q (1215.978975 sec): 3 clusters Score: Raw -337942.851636 + Penalty 1823.439777 = -336119.411859 nChanged 7 SP:Iteration 29Q (1216.056970 sec): 3 clusters Score: Raw -337944.880154 + Penalty 1823.439777 = -336121.440377 nChanged 4 SP:Iteration 30Q (1216.148821 sec): 3 clusters Score: Raw -337946.351448 + Penalty 1823.439777 = -336122.911672 nChanged 8 SP:Iteration 31Q (1216.247730 sec): 3 clusters Score: Raw -337952.445087 + Penalty 1823.439777 = -336129.005311 nChanged 12 SP:Iteration 32Q (1216.322199 sec): 3 clusters Score: Raw -337960.595727 + Penalty 1823.439777 = -336137.155951 nChanged 15 SP:Iteration 33Q (1216.437604 sec): 3 clusters Score: Raw -337970.200613 + Penalty 1823.439777 = -336146.760836 nChanged 19 SP:Iteration 34Q (1216.540486 sec): 3 clusters Score: Raw -337981.736291 + Penalty 1823.439777 = -336158.296514 nChanged 13 SP:Iteration 35Q (1216.641438 sec): 3 clusters Score: Raw -337988.140340 + Penalty 1823.439777 = -336164.700564 nChanged 15 SP:Iteration 36Q (1216.746780 sec): 3 clusters Score: Raw -337993.850857 + Penalty 1823.439777 = -336170.411080 nChanged 6 SP:Iteration 37Q (1216.848315 sec): 3 clusters Score: Raw -337995.693378 + Penalty 1823.439777 = -336172.253602 nChanged 3 SP:Iteration 38Q (1216.965607 sec): 3 clusters Score: Raw -337997.138589 + Penalty 1823.439777 = -336173.698812 nChanged 4 SP:Iteration 39Q (1217.080088 sec): 3 clusters Score: Raw -337998.442607 + Penalty 1823.439777 = -336175.002830 nChanged 4 SP:Iteration 40F (1217.216072 sec): 3 clusters Score: Raw -337998.755284 + Penalty 1823.439777 = -336175.315507 nChanged 1 SP:Iteration 41Q (1217.307071 sec): 3 clusters Score: Raw -337999.180235 + Penalty 1823.439777 = -336175.740459 nChanged 2 SP:Iteration 42Q (1217.407089 sec): 3 clusters Score: Raw -338000.192976 + Penalty 1823.439777 = -336176.753200 nChanged 3 SP:Iteration 43Q (1217.511630 sec): 3 clusters Score: Raw -338001.613219 + Penalty 1823.439777 = -336178.173442 nChanged 2 SP:Iteration 44Q (1217.625848 sec): 3 clusters Score: Raw -338002.908044 + Penalty 1823.439777 = -336179.468267 nChanged 4 SP:Iteration 45Q (1217.724054 sec): 3 clusters Score: Raw -338004.610512 + Penalty 1823.439777 = -336181.170735 nChanged 4 SP:Iteration 46Q (1217.810962 sec): 3 clusters Score: Raw -338005.528608 + Penalty 1823.439777 = -336182.088831 nChanged 2 SP:Iteration 47Q (1217.892022 sec): 3 clusters Score: Raw -338006.013929 + Penalty 1823.439777 = -336182.574152 nChanged 0 SP:Iteration 48F (1217.987173 sec): 3 clusters Score: Raw -338006.013929 + Penalty 1823.439777 = -336182.574152 nChanged 0 Trying to split cluster 9 (1829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1218.029781 sec): 2 clusters Score: Raw -70120.467440 + Penalty 788.710088 = -69331.757352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1218.091283 sec): 3 clusters Score: Raw -69291.242909 + Penalty 1577.420176 = -67713.822733 nChanged 727 SP:Iteration 1F (1218.160342 sec): 3 clusters Score: Raw -70013.755541 + Penalty 1577.420176 = -68436.335365 nChanged 222 SP:Iteration 2F (1218.237889 sec): 3 clusters Score: Raw -70347.368355 + Penalty 1577.420176 = -68769.948179 nChanged 158 SP:Iteration 3F (1218.312183 sec): 3 clusters Score: Raw -70508.793756 + Penalty 1577.420176 = -68931.373580 nChanged 91 SP:Iteration 4Q (1218.377031 sec): 3 clusters Score: Raw -70617.739950 + Penalty 1577.420176 = -69040.319774 nChanged 80 SP:Iteration 5Q (1218.452212 sec): 3 clusters Score: Raw -70711.817783 + Penalty 1577.420176 = -69134.397606 nChanged 67 SP:Iteration 6Q (1218.514977 sec): 3 clusters Score: Raw -70767.853693 + Penalty 1577.420176 = -69190.433517 nChanged 42 SP:Iteration 7Q (1218.593319 sec): 3 clusters Score: Raw -70795.478232 + Penalty 1577.420176 = -69218.058056 nChanged 28 SP:Iteration 8Q (1218.699728 sec): 3 clusters Score: Raw -70808.324282 + Penalty 1577.420176 = -69230.904106 nChanged 16 SP:Iteration 9Q (1218.761631 sec): 3 clusters Score: Raw -70817.228112 + Penalty 1577.420176 = -69239.807936 nChanged 14 SP:Iteration 10Q (1218.852298 sec): 3 clusters Score: Raw -70823.040757 + Penalty 1577.420176 = -69245.620581 nChanged 10 SP:Iteration 11Q (1218.911045 sec): 3 clusters Score: Raw -70827.772527 + Penalty 1577.420176 = -69250.352351 nChanged 9 SP:Iteration 12Q (1218.979508 sec): 3 clusters Score: Raw -70832.011827 + Penalty 1577.420176 = -69254.591651 nChanged 5 SP:Iteration 13Q (1219.048309 sec): 3 clusters Score: Raw -70833.846288 + Penalty 1577.420176 = -69256.426111 nChanged 5 SP:Iteration 14Q (1219.111637 sec): 3 clusters Score: Raw -70835.820855 + Penalty 1577.420176 = -69258.400678 nChanged 7 SP:Iteration 15Q (1219.187233 sec): 3 clusters Score: Raw -70840.233830 + Penalty 1577.420176 = -69262.813654 nChanged 8 SP:Iteration 16Q (1219.248273 sec): 3 clusters Score: Raw -70843.614307 + Penalty 1577.420176 = -69266.194131 nChanged 7 SP:Iteration 17Q (1219.346502 sec): 3 clusters Score: Raw -70849.058937 + Penalty 1577.420176 = -69271.638761 nChanged 12 SP:Iteration 18Q (1219.408553 sec): 3 clusters Score: Raw -70861.129939 + Penalty 1577.420176 = -69283.709763 nChanged 14 SP:Iteration 19Q (1219.494473 sec): 3 clusters Score: Raw -70872.732545 + Penalty 1577.420176 = -69295.312369 nChanged 14 SP:Iteration 20F (1219.560543 sec): 3 clusters Score: Raw -70879.107000 + Penalty 1577.420176 = -69301.686824 nChanged 6 SP:Iteration 21Q (1219.641042 sec): 3 clusters Score: Raw -70881.801247 + Penalty 1577.420176 = -69304.381070 nChanged 8 SP:Iteration 22Q (1219.715113 sec): 3 clusters Score: Raw -70883.961953 + Penalty 1577.420176 = -69306.541776 nChanged 2 SP:Iteration 23Q (1219.778787 sec): 3 clusters Score: Raw -70884.616941 + Penalty 1577.420176 = -69307.196765 nChanged 4 SP:Iteration 24Q (1219.858156 sec): 3 clusters Score: Raw -70886.100907 + Penalty 1577.420176 = -69308.680731 nChanged 3 SP:Iteration 25Q (1219.936279 sec): 3 clusters Score: Raw -70887.043850 + Penalty 1577.420176 = -69309.623674 nChanged 3 SP:Iteration 26Q (1220.001742 sec): 3 clusters Score: Raw -70888.147194 + Penalty 1577.420176 = -69310.727018 nChanged 1 SP:Iteration 27Q (1220.097572 sec): 3 clusters Score: Raw -70888.434793 + Penalty 1577.420176 = -69311.014617 nChanged 1 SP:Iteration 28Q (1220.156694 sec): 3 clusters Score: Raw -70888.550710 + Penalty 1577.420176 = -69311.130534 nChanged 0 SP:Iteration 29F (1220.218407 sec): 3 clusters Score: Raw -70888.550710 + Penalty 1577.420176 = -69311.130534 nChanged 0 Trying to split cluster 10 (2145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1220.271983 sec): 2 clusters Score: Raw -98442.340774 + Penalty 805.443957 = -97636.896817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1220.343755 sec): 3 clusters Score: Raw -97407.196652 + Penalty 1610.887915 = -95796.308738 nChanged 835 SP:Iteration 1F (1220.407442 sec): 3 clusters Score: Raw -98011.114442 + Penalty 1610.887915 = -96400.226528 nChanged 201 SP:Iteration 2F (1220.471316 sec): 3 clusters Score: Raw -98167.320027 + Penalty 1610.887915 = -96556.432113 nChanged 147 SP:Iteration 3F (1220.553381 sec): 3 clusters Score: Raw -98271.635305 + Penalty 1610.887915 = -96660.747390 nChanged 108 SP:Iteration 4F (1220.632192 sec): 3 clusters Score: Raw -98351.967653 + Penalty 1610.887915 = -96741.079739 nChanged 84 SP:Iteration 5Q (1220.714375 sec): 3 clusters Score: Raw -98401.182618 + Penalty 1610.887915 = -96790.294704 nChanged 59 SP:Iteration 6Q (1220.787000 sec): 3 clusters Score: Raw -98439.255558 + Penalty 1610.887915 = -96828.367643 nChanged 60 SP:Iteration 7Q (1220.870490 sec): 3 clusters Score: Raw -98487.974637 + Penalty 1610.887915 = -96877.086723 nChanged 60 SP:Iteration 8Q (1220.958330 sec): 3 clusters Score: Raw -98547.151446 + Penalty 1610.887915 = -96936.263531 nChanged 47 SP:Iteration 9Q (1221.024482 sec): 3 clusters Score: Raw -98581.452266 + Penalty 1610.887915 = -96970.564352 nChanged 43 SP:Iteration 10Q (1221.115627 sec): 3 clusters Score: Raw -98602.446476 + Penalty 1610.887915 = -96991.558562 nChanged 28 SP:Iteration 11Q (1221.202909 sec): 3 clusters Score: Raw -98621.827175 + Penalty 1610.887915 = -97010.939261 nChanged 33 SP:Iteration 12Q (1221.272800 sec): 3 clusters Score: Raw -98642.718374 + Penalty 1610.887915 = -97031.830460 nChanged 36 SP:Iteration 13Q (1221.360684 sec): 3 clusters Score: Raw -98666.407797 + Penalty 1610.887915 = -97055.519883 nChanged 35 SP:Iteration 14Q (1221.415456 sec): 3 clusters Score: Raw -98699.690892 + Penalty 1610.887915 = -97088.802977 nChanged 48 SP:Iteration 15Q (1221.495828 sec): 3 clusters Score: Raw -98742.129397 + Penalty 1610.887915 = -97131.241482 nChanged 51 SP:Iteration 16Q (1221.556263 sec): 3 clusters Score: Raw -98783.741147 + Penalty 1610.887915 = -97172.853233 nChanged 50 SP:Iteration 17Q (1221.636300 sec): 3 clusters Score: Raw -98824.541555 + Penalty 1610.887915 = -97213.653641 nChanged 42 SP:Iteration 18Q (1221.720313 sec): 3 clusters Score: Raw -98863.482036 + Penalty 1610.887915 = -97252.594121 nChanged 30 SP:Iteration 19Q (1221.790024 sec): 3 clusters Score: Raw -98888.213623 + Penalty 1610.887915 = -97277.325709 nChanged 30 SP:Iteration 20F (1221.856885 sec): 3 clusters Score: Raw -98909.786670 + Penalty 1610.887915 = -97298.898755 nChanged 26 SP:Iteration 21Q (1221.949780 sec): 3 clusters Score: Raw -98925.305538 + Penalty 1610.887915 = -97314.417624 nChanged 21 SP:Iteration 22Q (1222.019075 sec): 3 clusters Score: Raw -98936.200136 + Penalty 1610.887915 = -97325.312221 nChanged 14 SP:Iteration 23Q (1222.107199 sec): 3 clusters Score: Raw -98942.287838 + Penalty 1610.887915 = -97331.399923 nChanged 8 SP:Iteration 24Q (1222.185263 sec): 3 clusters Score: Raw -98947.057009 + Penalty 1610.887915 = -97336.169095 nChanged 11 SP:Iteration 25Q (1222.270495 sec): 3 clusters Score: Raw -98950.838846 + Penalty 1610.887915 = -97339.950932 nChanged 6 SP:Iteration 26Q (1222.331423 sec): 3 clusters Score: Raw -98953.655819 + Penalty 1610.887915 = -97342.767905 nChanged 6 SP:Iteration 27Q (1222.399654 sec): 3 clusters Score: Raw -98957.244015 + Penalty 1610.887915 = -97346.356100 nChanged 5 SP:Iteration 28Q (1222.475160 sec): 3 clusters Score: Raw -98959.460565 + Penalty 1610.887915 = -97348.572650 nChanged 4 SP:Iteration 29Q (1222.562791 sec): 3 clusters Score: Raw -98960.943923 + Penalty 1610.887915 = -97350.056008 nChanged 3 SP:Iteration 30Q (1222.640449 sec): 3 clusters Score: Raw -98961.750763 + Penalty 1610.887915 = -97350.862848 nChanged 4 SP:Iteration 31Q (1222.716264 sec): 3 clusters Score: Raw -98962.388170 + Penalty 1610.887915 = -97351.500255 nChanged 1 SP:Iteration 32Q (1222.792225 sec): 3 clusters Score: Raw -98962.470234 + Penalty 1610.887915 = -97351.582319 nChanged 0 SP:Iteration 33F (1222.879584 sec): 3 clusters Score: Raw -98962.470234 + Penalty 1610.887915 = -97351.582319 nChanged 0 Trying to split cluster 11 (1820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.932545 sec): 2 clusters Score: Raw -88791.906846 + Penalty 788.192137 = -88003.714709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1223.003602 sec): 3 clusters Score: Raw -87961.987066 + Penalty 1576.384274 = -86385.602792 nChanged 710 SP:Iteration 1F (1223.058827 sec): 3 clusters Score: Raw -88496.814853 + Penalty 1576.384274 = -86920.430580 nChanged 172 SP:Iteration 2F (1223.138252 sec): 3 clusters Score: Raw -88628.271583 + Penalty 1576.384274 = -87051.887309 nChanged 110 SP:Iteration 3F (1223.211016 sec): 3 clusters Score: Raw -88736.747077 + Penalty 1576.384274 = -87160.362804 nChanged 104 SP:Iteration 4F (1223.290691 sec): 3 clusters Score: Raw -88840.968390 + Penalty 1576.384274 = -87264.584116 nChanged 97 SP:Iteration 5F (1223.370201 sec): 3 clusters Score: Raw -88944.793887 + Penalty 1576.384274 = -87368.409613 nChanged 75 SP:Iteration 6Q (1223.449983 sec): 3 clusters Score: Raw -89009.288858 + Penalty 1576.384274 = -87432.904585 nChanged 51 SP:Iteration 7Q (1223.520559 sec): 3 clusters Score: Raw -89056.828779 + Penalty 1576.384274 = -87480.444505 nChanged 41 SP:Iteration 8Q (1223.602970 sec): 3 clusters Score: Raw -89093.423112 + Penalty 1576.384274 = -87517.038838 nChanged 43 SP:Iteration 9Q (1223.666120 sec): 3 clusters Score: Raw -89120.864507 + Penalty 1576.384274 = -87544.480233 nChanged 26 SP:Iteration 10Q (1223.742142 sec): 3 clusters Score: Raw -89137.240559 + Penalty 1576.384274 = -87560.856285 nChanged 23 SP:Iteration 11Q (1223.839296 sec): 3 clusters Score: Raw -89152.639862 + Penalty 1576.384274 = -87576.255588 nChanged 17 SP:Iteration 12Q (1223.925543 sec): 3 clusters Score: Raw -89161.481427 + Penalty 1576.384274 = -87585.097153 nChanged 13 SP:Iteration 13Q (1224.011949 sec): 3 clusters Score: Raw -89166.285057 + Penalty 1576.384274 = -87589.900783 nChanged 9 SP:Iteration 14Q (1224.117030 sec): 3 clusters Score: Raw -89168.955339 + Penalty 1576.384274 = -87592.571065 nChanged 6 SP:Iteration 15Q (1224.234061 sec): 3 clusters Score: Raw -89171.166999 + Penalty 1576.384274 = -87594.782726 nChanged 7 SP:Iteration 16Q (1224.307058 sec): 3 clusters Score: Raw -89173.480173 + Penalty 1576.384274 = -87597.095899 nChanged 5 SP:Iteration 17Q (1224.397052 sec): 3 clusters Score: Raw -89175.223771 + Penalty 1576.384274 = -87598.839497 nChanged 8 SP:Iteration 18Q (1224.510162 sec): 3 clusters Score: Raw -89179.085371 + Penalty 1576.384274 = -87602.701097 nChanged 7 SP:Iteration 19Q (1224.583836 sec): 3 clusters Score: Raw -89181.740848 + Penalty 1576.384274 = -87605.356574 nChanged 5 SP:Iteration 20F (1224.664752 sec): 3 clusters Score: Raw -89184.201614 + Penalty 1576.384274 = -87607.817340 nChanged 5 SP:Iteration 21Q (1224.753899 sec): 3 clusters Score: Raw -89186.947488 + Penalty 1576.384274 = -87610.563215 nChanged 4 SP:Iteration 22Q (1224.843074 sec): 3 clusters Score: Raw -89188.279985 + Penalty 1576.384274 = -87611.895711 nChanged 3 SP:Iteration 23Q (1224.931949 sec): 3 clusters Score: Raw -89189.117978 + Penalty 1576.384274 = -87612.733705 nChanged 3 SP:Iteration 24Q (1225.021103 sec): 3 clusters Score: Raw -89190.321860 + Penalty 1576.384274 = -87613.937586 nChanged 3 SP:Iteration 25Q (1225.126271 sec): 3 clusters Score: Raw -89191.496012 + Penalty 1576.384274 = -87615.111739 nChanged 3 SP:Iteration 26Q (1225.202272 sec): 3 clusters Score: Raw -89192.459851 + Penalty 1576.384274 = -87616.075577 nChanged 2 SP:Iteration 27Q (1225.314791 sec): 3 clusters Score: Raw -89193.832773 + Penalty 1576.384274 = -87617.448499 nChanged 4 SP:Iteration 28Q (1225.397568 sec): 3 clusters Score: Raw -89195.165855 + Penalty 1576.384274 = -87618.781582 nChanged 3 SP:Iteration 29Q (1225.480444 sec): 3 clusters Score: Raw -89196.270969 + Penalty 1576.384274 = -87619.886695 nChanged 3 SP:Iteration 30Q (1225.564009 sec): 3 clusters Score: Raw -89198.250323 + Penalty 1576.384274 = -87621.866049 nChanged 6 SP:Iteration 31Q (1225.646324 sec): 3 clusters Score: Raw -89200.548190 + Penalty 1576.384274 = -87624.163916 nChanged 2 SP:Iteration 32Q (1225.745817 sec): 3 clusters Score: Raw -89201.108694 + Penalty 1576.384274 = -87624.724420 nChanged 4 SP:Iteration 33Q (1225.828231 sec): 3 clusters Score: Raw -89202.158850 + Penalty 1576.384274 = -87625.774576 nChanged 2 SP:Iteration 34Q (1225.911975 sec): 3 clusters Score: Raw -89202.693386 + Penalty 1576.384274 = -87626.309112 nChanged 1 SP:Iteration 35Q (1225.993487 sec): 3 clusters Score: Raw -89202.834498 + Penalty 1576.384274 = -87626.450224 nChanged 0 SP:Iteration 36F (1226.076353 sec): 3 clusters Score: Raw -89202.834498 + Penalty 1576.384274 = -87626.450224 nChanged 0 Trying to split cluster 12 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1226.129745 sec): 2 clusters Score: Raw -32923.021522 + Penalty 692.269676 = -32230.751846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1226.203217 sec): 3 clusters Score: Raw -32722.245276 + Penalty 1384.539352 = -31337.705924 nChanged 238 SP:Iteration 1F (1226.293441 sec): 3 clusters Score: Raw -32994.169713 + Penalty 1384.539352 = -31609.630361 nChanged 58 SP:Iteration 2F (1226.375520 sec): 3 clusters Score: Raw -33084.358684 + Penalty 1384.539352 = -31699.819331 nChanged 48 SP:Iteration 3F (1226.442059 sec): 3 clusters Score: Raw -33189.489646 + Penalty 1384.539352 = -31804.950294 nChanged 38 SP:Iteration 4F (1226.522609 sec): 3 clusters Score: Raw -33268.389853 + Penalty 1384.539352 = -31883.850501 nChanged 25 SP:Iteration 5Q (1226.611004 sec): 3 clusters Score: Raw -33313.917291 + Penalty 1384.539352 = -31929.377939 nChanged 15 SP:Iteration 6Q (1226.712410 sec): 3 clusters Score: Raw -33337.548850 + Penalty 1384.539352 = -31953.009498 nChanged 10 SP:Iteration 7Q (1226.793589 sec): 3 clusters Score: Raw -33350.524612 + Penalty 1384.539352 = -31965.985260 nChanged 3 SP:Iteration 8Q (1226.882313 sec): 3 clusters Score: Raw -33356.104467 + Penalty 1384.539352 = -31971.565115 nChanged 3 SP:Iteration 9Q (1226.970235 sec): 3 clusters Score: Raw -33361.614897 + Penalty 1384.539352 = -31977.075545 nChanged 3 SP:Iteration 10Q (1227.052024 sec): 3 clusters Score: Raw -33363.308151 + Penalty 1384.539352 = -31978.768799 nChanged 0 SP:Iteration 11F (1227.139481 sec): 3 clusters Score: Raw -33363.308151 + Penalty 1384.539352 = -31978.768799 nChanged 0 Trying to split cluster 13 (7658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1227.192850 sec): 2 clusters Score: Raw -433881.633762 + Penalty 939.068144 = -432942.565618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1227.350530 sec): 3 clusters Score: Raw -429526.183341 + Penalty 1878.136288 = -427648.047053 nChanged 3416 SP:Iteration 1F (1227.450737 sec): 3 clusters Score: Raw -431714.071374 + Penalty 1878.136288 = -429835.935086 nChanged 634 SP:Iteration 2F (1227.558282 sec): 3 clusters Score: Raw -432121.138485 + Penalty 1878.136288 = -430243.002197 nChanged 518 SP:Iteration 3F (1227.695567 sec): 3 clusters Score: Raw -432421.754029 + Penalty 1878.136288 = -430543.617741 nChanged 401 SP:Iteration 4F (1227.797291 sec): 3 clusters Score: Raw -432622.351846 + Penalty 1878.136288 = -430744.215558 nChanged 339 SP:Iteration 5Q (1227.905838 sec): 3 clusters Score: Raw -432761.946849 + Penalty 1878.136288 = -430883.810562 nChanged 266 SP:Iteration 6Q (1228.019873 sec): 3 clusters Score: Raw -432861.415280 + Penalty 1878.136288 = -430983.278993 nChanged 234 SP:Iteration 7Q (1228.137666 sec): 3 clusters Score: Raw -432938.843623 + Penalty 1878.136288 = -431060.707335 nChanged 199 SP:Iteration 8Q (1228.240658 sec): 3 clusters Score: Raw -433012.173056 + Penalty 1878.136288 = -431134.036768 nChanged 194 SP:Iteration 9Q (1228.352898 sec): 3 clusters Score: Raw -433076.113098 + Penalty 1878.136288 = -431197.976810 nChanged 183 SP:Iteration 10Q (1228.480937 sec): 3 clusters Score: Raw -433142.351839 + Penalty 1878.136288 = -431264.215551 nChanged 170 SP:Iteration 11Q (1228.582694 sec): 3 clusters Score: Raw -433207.111604 + Penalty 1878.136288 = -431328.975316 nChanged 165 SP:Iteration 12Q (1228.701827 sec): 3 clusters Score: Raw -433280.114479 + Penalty 1878.136288 = -431401.978192 nChanged 149 SP:Iteration 13Q (1228.826912 sec): 3 clusters Score: Raw -433348.207721 + Penalty 1878.136288 = -431470.071433 nChanged 170 SP:Iteration 14Q (1228.939006 sec): 3 clusters Score: Raw -433432.959021 + Penalty 1878.136288 = -431554.822733 nChanged 178 SP:Iteration 15Q (1229.066632 sec): 3 clusters Score: Raw -433520.210384 + Penalty 1878.136288 = -431642.074096 nChanged 161 SP:Iteration 16Q (1229.174785 sec): 3 clusters Score: Raw -433597.077664 + Penalty 1878.136288 = -431718.941376 nChanged 141 SP:Iteration 17Q (1229.300319 sec): 3 clusters Score: Raw -433668.303614 + Penalty 1878.136288 = -431790.167326 nChanged 108 SP:Iteration 18Q (1229.391806 sec): 3 clusters Score: Raw -433716.926330 + Penalty 1878.136288 = -431838.790042 nChanged 79 SP:Iteration 19Q (1229.519857 sec): 3 clusters Score: Raw -433758.374005 + Penalty 1878.136288 = -431880.237718 nChanged 74 SP:Iteration 20F (1229.638326 sec): 3 clusters Score: Raw -433791.392330 + Penalty 1878.136288 = -431913.256043 nChanged 56 SP:Iteration 21Q (1229.764228 sec): 3 clusters Score: Raw -433818.235278 + Penalty 1878.136288 = -431940.098990 nChanged 48 SP:Iteration 22Q (1229.900098 sec): 3 clusters Score: Raw -433843.441126 + Penalty 1878.136288 = -431965.304838 nChanged 46 SP:Iteration 23Q (1230.035309 sec): 3 clusters Score: Raw -433870.714513 + Penalty 1878.136288 = -431992.578226 nChanged 48 SP:Iteration 24Q (1230.151823 sec): 3 clusters Score: Raw -433898.413545 + Penalty 1878.136288 = -432020.277258 nChanged 38 SP:Iteration 25Q (1230.275691 sec): 3 clusters Score: Raw -433920.278301 + Penalty 1878.136288 = -432042.142013 nChanged 25 SP:Iteration 26Q (1230.397793 sec): 3 clusters Score: Raw -433932.235166 + Penalty 1878.136288 = -432054.098878 nChanged 11 SP:Iteration 27Q (1230.519175 sec): 3 clusters Score: Raw -433937.716643 + Penalty 1878.136288 = -432059.580355 nChanged 7 SP:Iteration 28Q (1230.613418 sec): 3 clusters Score: Raw -433941.033783 + Penalty 1878.136288 = -432062.897495 nChanged 8 SP:Iteration 29Q (1230.708098 sec): 3 clusters Score: Raw -433947.383182 + Penalty 1878.136288 = -432069.246894 nChanged 14 SP:Iteration 30Q (1230.797873 sec): 3 clusters Score: Raw -433956.048908 + Penalty 1878.136288 = -432077.912620 nChanged 13 SP:Iteration 31Q (1230.896702 sec): 3 clusters Score: Raw -433967.817788 + Penalty 1878.136288 = -432089.681500 nChanged 13 SP:Iteration 32Q (1231.016639 sec): 3 clusters Score: Raw -433976.391287 + Penalty 1878.136288 = -432098.255000 nChanged 11 SP:Iteration 33Q (1231.130982 sec): 3 clusters Score: Raw -433981.409279 + Penalty 1878.136288 = -432103.272991 nChanged 7 SP:Iteration 34Q (1231.212798 sec): 3 clusters Score: Raw -433987.110100 + Penalty 1878.136288 = -432108.973813 nChanged 4 SP:Iteration 35Q (1231.317851 sec): 3 clusters Score: Raw -433990.714352 + Penalty 1878.136288 = -432112.578065 nChanged 8 SP:Iteration 36Q (1231.407177 sec): 3 clusters Score: Raw -433995.292382 + Penalty 1878.136288 = -432117.156094 nChanged 8 SP:Iteration 37Q (1231.520214 sec): 3 clusters Score: Raw -434000.000790 + Penalty 1878.136288 = -432121.864503 nChanged 5 SP:Iteration 38Q (1231.616863 sec): 3 clusters Score: Raw -434003.387068 + Penalty 1878.136288 = -432125.250780 nChanged 5 SP:Iteration 39Q (1231.735846 sec): 3 clusters Score: Raw -434006.905697 + Penalty 1878.136288 = -432128.769409 nChanged 4 SP:Iteration 40F (1231.823007 sec): 3 clusters Score: Raw -434008.739944 + Penalty 1878.136288 = -432130.603656 nChanged 1 SP:Iteration 41Q (1231.917239 sec): 3 clusters Score: Raw -434009.159009 + Penalty 1878.136288 = -432131.022721 nChanged 1 SP:Iteration 42Q (1232.021966 sec): 3 clusters Score: Raw -434009.508469 + Penalty 1878.136288 = -432131.372181 nChanged 0 SP:Iteration 43F (1232.121842 sec): 3 clusters Score: Raw -434009.508469 + Penalty 1878.136288 = -432131.372181 nChanged 0 Trying to split cluster 14 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1232.170398 sec): 2 clusters Score: Raw -29683.140978 + Penalty 684.819744 = -28998.321234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1232.263250 sec): 3 clusters Score: Raw -29454.404754 + Penalty 1369.639488 = -28084.765267 nChanged 205 SP:Iteration 1F (1232.347934 sec): 3 clusters Score: Raw -29647.863580 + Penalty 1369.639488 = -28278.224092 nChanged 61 SP:Iteration 2F (1232.448101 sec): 3 clusters Score: Raw -29726.134360 + Penalty 1369.639488 = -28356.494873 nChanged 35 SP:Iteration 3F (1232.526609 sec): 3 clusters Score: Raw -29775.631578 + Penalty 1369.639488 = -28405.992090 nChanged 27 SP:Iteration 4Q (1232.632788 sec): 3 clusters Score: Raw -29810.982314 + Penalty 1369.639488 = -28441.342826 nChanged 15 SP:Iteration 5Q (1232.723601 sec): 3 clusters Score: Raw -29833.334026 + Penalty 1369.639488 = -28463.694538 nChanged 14 SP:Iteration 6Q (1232.793008 sec): 3 clusters Score: Raw -29850.650245 + Penalty 1369.639488 = -28481.010757 nChanged 15 SP:Iteration 7Q (1232.884869 sec): 3 clusters Score: Raw -29870.433528 + Penalty 1369.639488 = -28500.794041 nChanged 19 SP:Iteration 8Q (1232.968620 sec): 3 clusters Score: Raw -29888.596622 + Penalty 1369.639488 = -28518.957134 nChanged 12 SP:Iteration 9Q (1233.067650 sec): 3 clusters Score: Raw -29906.779014 + Penalty 1369.639488 = -28537.139526 nChanged 9 SP:Iteration 10Q (1233.141541 sec): 3 clusters Score: Raw -29912.986039 + Penalty 1369.639488 = -28543.346551 nChanged 5 SP:Iteration 11Q (1233.210849 sec): 3 clusters Score: Raw -29917.636386 + Penalty 1369.639488 = -28547.996899 nChanged 7 SP:Iteration 12Q (1233.275414 sec): 3 clusters Score: Raw -29920.703729 + Penalty 1369.639488 = -28551.064241 nChanged 2 SP:Iteration 13Q (1233.385800 sec): 3 clusters Score: Raw -29921.223497 + Penalty 1369.639488 = -28551.584010 nChanged 0 SP:Iteration 14F (1233.465355 sec): 3 clusters Score: Raw -29921.223497 + Penalty 1369.639488 = -28551.584010 nChanged 0 Trying to split cluster 15 (2699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1233.520234 sec): 2 clusters Score: Raw -145713.004357 + Penalty 829.566844 = -144883.437512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1233.612142 sec): 3 clusters Score: Raw -144363.468574 + Penalty 1659.133689 = -142704.334886 nChanged 1075 SP:Iteration 1F (1233.712272 sec): 3 clusters Score: Raw -145076.327436 + Penalty 1659.133689 = -143417.193748 nChanged 233 SP:Iteration 2F (1233.805483 sec): 3 clusters Score: Raw -145289.605503 + Penalty 1659.133689 = -143630.471815 nChanged 210 SP:Iteration 3F (1233.877453 sec): 3 clusters Score: Raw -145465.279696 + Penalty 1659.133689 = -143806.146008 nChanged 142 SP:Iteration 4F (1233.963139 sec): 3 clusters Score: Raw -145565.795492 + Penalty 1659.133689 = -143906.661803 nChanged 115 SP:Iteration 5Q (1234.054683 sec): 3 clusters Score: Raw -145647.674421 + Penalty 1659.133689 = -143988.540732 nChanged 95 SP:Iteration 6Q (1234.161095 sec): 3 clusters Score: Raw -145711.735648 + Penalty 1659.133689 = -144052.601959 nChanged 73 SP:Iteration 7Q (1234.251019 sec): 3 clusters Score: Raw -145758.567839 + Penalty 1659.133689 = -144099.434151 nChanged 60 SP:Iteration 8Q (1234.359548 sec): 3 clusters Score: Raw -145790.093644 + Penalty 1659.133689 = -144130.959955 nChanged 41 SP:Iteration 9Q (1234.435461 sec): 3 clusters Score: Raw -145807.485136 + Penalty 1659.133689 = -144148.351448 nChanged 25 SP:Iteration 10Q (1234.517541 sec): 3 clusters Score: Raw -145815.289013 + Penalty 1659.133689 = -144156.155325 nChanged 10 SP:Iteration 11Q (1234.587808 sec): 3 clusters Score: Raw -145818.948827 + Penalty 1659.133689 = -144159.815138 nChanged 13 SP:Iteration 12Q (1234.651937 sec): 3 clusters Score: Raw -145824.181164 + Penalty 1659.133689 = -144165.047476 nChanged 13 SP:Iteration 13Q (1234.735090 sec): 3 clusters Score: Raw -145828.238170 + Penalty 1659.133689 = -144169.104481 nChanged 13 SP:Iteration 14Q (1234.812378 sec): 3 clusters Score: Raw -145833.039955 + Penalty 1659.133689 = -144173.906267 nChanged 14 SP:Iteration 15Q (1234.902944 sec): 3 clusters Score: Raw -145837.895671 + Penalty 1659.133689 = -144178.761982 nChanged 12 SP:Iteration 16Q (1234.987235 sec): 3 clusters Score: Raw -145843.228421 + Penalty 1659.133689 = -144184.094732 nChanged 16 SP:Iteration 17Q (1235.073062 sec): 3 clusters Score: Raw -145848.390259 + Penalty 1659.133689 = -144189.256570 nChanged 8 SP:Iteration 18Q (1235.159557 sec): 3 clusters Score: Raw -145850.330108 + Penalty 1659.133689 = -144191.196419 nChanged 4 SP:Iteration 19Q (1235.236141 sec): 3 clusters Score: Raw -145850.686881 + Penalty 1659.133689 = -144191.553192 nChanged 1 SP:Iteration 20F (1235.302325 sec): 3 clusters Score: Raw -145851.120379 + Penalty 1659.133689 = -144191.986690 nChanged 2 SP:Iteration 21Q (1235.383544 sec): 3 clusters Score: Raw -145851.429728 + Penalty 1659.133689 = -144192.296039 nChanged 1 SP:Iteration 22Q (1235.459598 sec): 3 clusters Score: Raw -145851.465056 + Penalty 1659.133689 = -144192.331367 nChanged 0 SP:Iteration 23F (1235.515314 sec): 3 clusters Score: Raw -145851.465056 + Penalty 1659.133689 = -144192.331367 nChanged 0 Time taken for this iteration:444.362413 seconds. 5->16 Clusters: Score -1992179.892502, best is -1992393.325019 Starting from 6 clusters... ------ Clustering full data set of 41034 points ------ SP: Assigned 6 initial classes randomly. Iteration 0F (1235.890409 sec): 6 clusters Score: Raw -1798174.569101 + Penalty 5576.632042 = -1792597.937060 nChanged 32555 Iteration 1F (1236.237199 sec): 6 clusters Score: Raw -1924175.186142 + Penalty 5576.632042 = -1918598.554100 nChanged 8956 Iteration 2F (1236.656407 sec): 6 clusters Score: Raw -1956739.370750 + Penalty 5576.632042 = -1951162.738708 nChanged 3914 Iteration 3F (1237.059145 sec): 6 clusters Score: Raw -1963277.805077 + Penalty 5576.632042 = -1957701.173035 nChanged 2242 Iteration 4F (1237.468913 sec): 6 clusters Score: Raw -1966485.753752 + Penalty 5576.632042 = -1960909.121710 nChanged 1641 Iteration 5Q (1237.850226 sec): 6 clusters Score: Raw -1968449.185542 + Penalty 5576.632042 = -1962872.553500 nChanged 1365 Iteration 6Q (1238.274378 sec): 6 clusters Score: Raw -1969846.655806 + Penalty 5576.632042 = -1964270.023764 nChanged 1223 Iteration 7Q (1238.722854 sec): 6 clusters Score: Raw -1971116.446730 + Penalty 5576.632042 = -1965539.814688 nChanged 1160 Iteration 8Q (1239.095963 sec): 6 clusters Score: Raw -1972381.879916 + Penalty 5576.632042 = -1966805.247874 nChanged 1161 Iteration 9Q (1239.567403 sec): 6 clusters Score: Raw -1973559.469698 + Penalty 5576.632042 = -1967982.837656 nChanged 954 Iteration 10Q (1240.001187 sec): 6 clusters Score: Raw -1974475.437625 + Penalty 5576.632042 = -1968898.805583 nChanged 882 Iteration 11Q (1240.373685 sec): 6 clusters Score: Raw -1975186.174025 + Penalty 5576.632042 = -1969609.541983 nChanged 772 Iteration 12Q (1240.856978 sec): 6 clusters Score: Raw -1975759.252517 + Penalty 5576.632042 = -1970182.620475 nChanged 664 Iteration 13Q (1241.350936 sec): 6 clusters Score: Raw -1976197.142477 + Penalty 5576.632042 = -1970620.510435 nChanged 591 Iteration 14Q (1241.774791 sec): 6 clusters Score: Raw -1976555.856849 + Penalty 5576.632042 = -1970979.224807 nChanged 524 Iteration 15Q (1242.198988 sec): 6 clusters Score: Raw -1976758.292310 + Penalty 5576.632042 = -1971181.660268 nChanged 425 Iteration 16Q (1242.493349 sec): 6 clusters Score: Raw -1976894.148733 + Penalty 5576.632042 = -1971317.516691 nChanged 374 Iteration 17Q (1242.814947 sec): 6 clusters Score: Raw -1976990.288814 + Penalty 5576.632042 = -1971413.656773 nChanged 313 Iteration 18Q (1243.119945 sec): 6 clusters Score: Raw -1977070.818853 + Penalty 5576.632042 = -1971494.186811 nChanged 293 Iteration 19Q (1243.419449 sec): 6 clusters Score: Raw -1977143.123310 + Penalty 5576.632042 = -1971566.491268 nChanged 246 Writing temp clu file Because OldScore, -1971494.186811, is greater than current (better) Score,-1971566.491268 Compute initial score before splitting: Score: Raw -1977143.123310 + Penalty 5576.632042 = -1971566.491268 Trying to split cluster 1 (2468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1243.506061 sec): 2 clusters Score: Raw -104589.756378 + Penalty 820.172155 = -103769.584222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1243.570666 sec): 3 clusters Score: Raw -103368.953241 + Penalty 1640.344311 = -101728.608930 nChanged 1007 SP:Iteration 1F (1243.647439 sec): 3 clusters Score: Raw -104207.371961 + Penalty 1640.344311 = -102567.027650 nChanged 288 SP:Iteration 2F (1243.736466 sec): 3 clusters Score: Raw -104586.342495 + Penalty 1640.344311 = -102945.998184 nChanged 219 SP:Iteration 3F (1243.811195 sec): 3 clusters Score: Raw -104924.541052 + Penalty 1640.344311 = -103284.196741 nChanged 181 SP:Iteration 4F (1243.868088 sec): 3 clusters Score: Raw -105162.544521 + Penalty 1640.344311 = -103522.200210 nChanged 136 SP:Iteration 5F (1243.946764 sec): 3 clusters Score: Raw -105328.007997 + Penalty 1640.344311 = -103687.663686 nChanged 101 SP:Iteration 6Q (1244.006675 sec): 3 clusters Score: Raw -105440.835799 + Penalty 1640.344311 = -103800.491488 nChanged 81 SP:Iteration 7Q (1244.078713 sec): 3 clusters Score: Raw -105529.165202 + Penalty 1640.344311 = -103888.820891 nChanged 77 SP:Iteration 8Q (1244.163511 sec): 3 clusters Score: Raw -105611.257035 + Penalty 1640.344311 = -103970.912724 nChanged 60 SP:Iteration 9Q (1244.232994 sec): 3 clusters Score: Raw -105687.621383 + Penalty 1640.344311 = -104047.277072 nChanged 68 SP:Iteration 10Q (1244.303962 sec): 3 clusters Score: Raw -105798.665960 + Penalty 1640.344311 = -104158.321649 nChanged 64 SP:Iteration 11Q (1244.373871 sec): 3 clusters Score: Raw -105910.490549 + Penalty 1640.344311 = -104270.146238 nChanged 58 SP:Iteration 12Q (1244.469249 sec): 3 clusters Score: Raw -106005.770914 + Penalty 1640.344311 = -104365.426603 nChanged 50 SP:Iteration 13Q (1244.551175 sec): 3 clusters Score: Raw -106075.447648 + Penalty 1640.344311 = -104435.103337 nChanged 37 SP:Iteration 14Q (1244.609286 sec): 3 clusters Score: Raw -106119.568953 + Penalty 1640.344311 = -104479.224642 nChanged 34 SP:Iteration 15Q (1244.690439 sec): 3 clusters Score: Raw -106153.509240 + Penalty 1640.344311 = -104513.164929 nChanged 22 SP:Iteration 16Q (1244.755235 sec): 3 clusters Score: Raw -106169.909274 + Penalty 1640.344311 = -104529.564964 nChanged 14 SP:Iteration 17Q (1244.845088 sec): 3 clusters Score: Raw -106181.767486 + Penalty 1640.344311 = -104541.423176 nChanged 12 SP:Iteration 18Q (1244.914311 sec): 3 clusters Score: Raw -106193.918196 + Penalty 1640.344311 = -104553.573885 nChanged 6 SP:Iteration 19Q (1244.989609 sec): 3 clusters Score: Raw -106212.962994 + Penalty 1640.344311 = -104572.618683 nChanged 10 SP:Iteration 20F (1245.076981 sec): 3 clusters Score: Raw -106239.164994 + Penalty 1640.344311 = -104598.820684 nChanged 14 SP:Iteration 21Q (1245.138065 sec): 3 clusters Score: Raw -106288.941580 + Penalty 1640.344311 = -104648.597269 nChanged 17 SP:Iteration 22Q (1245.219721 sec): 3 clusters Score: Raw -106320.498905 + Penalty 1640.344311 = -104680.154594 nChanged 6 SP:Iteration 23Q (1245.280163 sec): 3 clusters Score: Raw -106323.506765 + Penalty 1640.344311 = -104683.162454 nChanged 2 SP:Iteration 24Q (1245.375503 sec): 3 clusters Score: Raw -106324.618543 + Penalty 1640.344311 = -104684.274232 nChanged 3 SP:Iteration 25Q (1245.449168 sec): 3 clusters Score: Raw -106326.167812 + Penalty 1640.344311 = -104685.823501 nChanged 3 SP:Iteration 26Q (1245.517373 sec): 3 clusters Score: Raw -106327.798477 + Penalty 1640.344311 = -104687.454166 nChanged 3 SP:Iteration 27Q (1245.610840 sec): 3 clusters Score: Raw -106329.325999 + Penalty 1640.344311 = -104688.981688 nChanged 0 SP:Iteration 28F (1245.677215 sec): 3 clusters Score: Raw -106329.325999 + Penalty 1640.344311 = -104688.981688 nChanged 0 Score: Raw -1978915.330704 + Penalty 6691.958450 = -1972223.372253 Splitting cluster 1 changes total score from -1971566.491268 to -1972223.372253 So it's getting split into cluster 6. Trying to split cluster 2 (7888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1246.131080 sec): 2 clusters Score: Raw -384698.672178 + Penalty 942.175279 = -383756.496899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1246.237218 sec): 3 clusters Score: Raw -380182.600450 + Penalty 1884.350558 = -378298.249892 nChanged 3504 SP:Iteration 1F (1246.310042 sec): 3 clusters Score: Raw -382803.271846 + Penalty 1884.350558 = -380918.921287 nChanged 773 SP:Iteration 2F (1246.387118 sec): 3 clusters Score: Raw -383591.943601 + Penalty 1884.350558 = -381707.593043 nChanged 647 SP:Iteration 3F (1246.487986 sec): 3 clusters Score: Raw -384172.746419 + Penalty 1884.350558 = -382288.395861 nChanged 517 SP:Iteration 4F (1246.571366 sec): 3 clusters Score: Raw -384574.981679 + Penalty 1884.350558 = -382690.631121 nChanged 382 SP:Iteration 5Q (1246.655820 sec): 3 clusters Score: Raw -384844.591554 + Penalty 1884.350558 = -382960.240995 nChanged 296 SP:Iteration 6Q (1246.753533 sec): 3 clusters Score: Raw -385040.053174 + Penalty 1884.350558 = -383155.702616 nChanged 247 SP:Iteration 7Q (1246.836435 sec): 3 clusters Score: Raw -385214.038818 + Penalty 1884.350558 = -383329.688260 nChanged 236 SP:Iteration 8Q (1246.916195 sec): 3 clusters Score: Raw -385367.619802 + Penalty 1884.350558 = -383483.269244 nChanged 222 SP:Iteration 9Q (1247.005705 sec): 3 clusters Score: Raw -385491.053006 + Penalty 1884.350558 = -383606.702447 nChanged 181 SP:Iteration 10Q (1247.101727 sec): 3 clusters Score: Raw -385581.995476 + Penalty 1884.350558 = -383697.644918 nChanged 158 SP:Iteration 11Q (1247.188306 sec): 3 clusters Score: Raw -385661.947843 + Penalty 1884.350558 = -383777.597284 nChanged 179 SP:Iteration 12Q (1247.274113 sec): 3 clusters Score: Raw -385750.980154 + Penalty 1884.350558 = -383866.629596 nChanged 153 SP:Iteration 13Q (1247.340144 sec): 3 clusters Score: Raw -385817.208416 + Penalty 1884.350558 = -383932.857858 nChanged 140 SP:Iteration 14Q (1247.435508 sec): 3 clusters Score: Raw -385877.328538 + Penalty 1884.350558 = -383992.977980 nChanged 131 SP:Iteration 15Q (1247.537866 sec): 3 clusters Score: Raw -385935.129118 + Penalty 1884.350558 = -384050.778559 nChanged 128 SP:Iteration 16Q (1247.617099 sec): 3 clusters Score: Raw -385997.576208 + Penalty 1884.350558 = -384113.225649 nChanged 103 SP:Iteration 17Q (1247.704776 sec): 3 clusters Score: Raw -386045.244730 + Penalty 1884.350558 = -384160.894172 nChanged 123 SP:Iteration 18Q (1247.795623 sec): 3 clusters Score: Raw -386103.306461 + Penalty 1884.350558 = -384218.955903 nChanged 99 SP:Iteration 19Q (1247.895232 sec): 3 clusters Score: Raw -386143.149917 + Penalty 1884.350558 = -384258.799359 nChanged 76 SP:Iteration 20F (1247.980765 sec): 3 clusters Score: Raw -386168.998003 + Penalty 1884.350558 = -384284.647445 nChanged 67 SP:Iteration 21Q (1248.044718 sec): 3 clusters Score: Raw -386192.298238 + Penalty 1884.350558 = -384307.947680 nChanged 60 SP:Iteration 22Q (1248.148899 sec): 3 clusters Score: Raw -386211.047348 + Penalty 1884.350558 = -384326.696790 nChanged 58 SP:Iteration 23Q (1248.226926 sec): 3 clusters Score: Raw -386227.010176 + Penalty 1884.350558 = -384342.659618 nChanged 52 SP:Iteration 24Q (1248.324900 sec): 3 clusters Score: Raw -386242.250478 + Penalty 1884.350558 = -384357.899920 nChanged 46 SP:Iteration 25Q (1248.436329 sec): 3 clusters Score: Raw -386254.869613 + Penalty 1884.350558 = -384370.519054 nChanged 36 SP:Iteration 26Q (1248.567785 sec): 3 clusters Score: Raw -386263.251339 + Penalty 1884.350558 = -384378.900781 nChanged 36 SP:Iteration 27Q (1248.689025 sec): 3 clusters Score: Raw -386268.714243 + Penalty 1884.350558 = -384384.363684 nChanged 30 SP:Iteration 28Q (1248.806295 sec): 3 clusters Score: Raw -386272.804610 + Penalty 1884.350558 = -384388.454052 nChanged 21 SP:Iteration 29Q (1248.912160 sec): 3 clusters Score: Raw -386275.707101 + Penalty 1884.350558 = -384391.356543 nChanged 14 SP:Iteration 30Q (1249.018793 sec): 3 clusters Score: Raw -386277.832175 + Penalty 1884.350558 = -384393.481617 nChanged 12 SP:Iteration 31Q (1249.147477 sec): 3 clusters Score: Raw -386279.304264 + Penalty 1884.350558 = -384394.953706 nChanged 12 SP:Iteration 32Q (1249.269047 sec): 3 clusters Score: Raw -386282.814319 + Penalty 1884.350558 = -384398.463760 nChanged 18 SP:Iteration 33Q (1249.412498 sec): 3 clusters Score: Raw -386286.966577 + Penalty 1884.350558 = -384402.616019 nChanged 20 SP:Iteration 34Q (1249.613100 sec): 3 clusters Score: Raw -386290.696139 + Penalty 1884.350558 = -384406.345581 nChanged 23 SP:Iteration 35Q (1249.718864 sec): 3 clusters Score: Raw -386293.903933 + Penalty 1884.350558 = -384409.553374 nChanged 11 SP:Iteration 36Q (1249.831669 sec): 3 clusters Score: Raw -386295.100406 + Penalty 1884.350558 = -384410.749848 nChanged 10 SP:Iteration 37Q (1249.953443 sec): 3 clusters Score: Raw -386296.132977 + Penalty 1884.350558 = -384411.782418 nChanged 11 SP:Iteration 38Q (1250.083660 sec): 3 clusters Score: Raw -386296.943433 + Penalty 1884.350558 = -384412.592875 nChanged 5 SP:Iteration 39Q (1250.190120 sec): 3 clusters Score: Raw -386297.295645 + Penalty 1884.350558 = -384412.945087 nChanged 3 SP:Iteration 40F (1250.295734 sec): 3 clusters Score: Raw -386297.618629 + Penalty 1884.350558 = -384413.268071 nChanged 4 SP:Iteration 41Q (1250.411077 sec): 3 clusters Score: Raw -386298.088310 + Penalty 1884.350558 = -384413.737752 nChanged 2 SP:Iteration 42Q (1250.514212 sec): 3 clusters Score: Raw -386298.474512 + Penalty 1884.350558 = -384414.123954 nChanged 4 SP:Iteration 43Q (1250.622329 sec): 3 clusters Score: Raw -386299.082656 + Penalty 1884.350558 = -384414.732098 nChanged 6 SP:Iteration 44Q (1250.743143 sec): 3 clusters Score: Raw -386299.863534 + Penalty 1884.350558 = -384415.512976 nChanged 8 SP:Iteration 45Q (1250.854467 sec): 3 clusters Score: Raw -386300.748345 + Penalty 1884.350558 = -384416.397787 nChanged 5 SP:Iteration 46Q (1250.960907 sec): 3 clusters Score: Raw -386301.163601 + Penalty 1884.350558 = -384416.813042 nChanged 2 SP:Iteration 47Q (1251.073084 sec): 3 clusters Score: Raw -386301.275901 + Penalty 1884.350558 = -384416.925342 nChanged 3 SP:Iteration 48Q (1251.197512 sec): 3 clusters Score: Raw -386301.612327 + Penalty 1884.350558 = -384417.261769 nChanged 5 SP:Iteration 49Q (1251.401617 sec): 3 clusters Score: Raw -386302.469252 + Penalty 1884.350558 = -384418.118694 nChanged 5 SP:Iteration 50Q (1251.512907 sec): 3 clusters Score: Raw -386303.144338 + Penalty 1884.350558 = -384418.793780 nChanged 3 SP:Iteration 51Q (1251.619288 sec): 3 clusters Score: Raw -386303.404066 + Penalty 1884.350558 = -384419.053507 nChanged 4 SP:Iteration 52Q (1251.741885 sec): 3 clusters Score: Raw -386304.008385 + Penalty 1884.350558 = -384419.657827 nChanged 4 SP:Iteration 53Q (1251.824061 sec): 3 clusters Score: Raw -386304.327916 + Penalty 1884.350558 = -384419.977358 nChanged 4 SP:Iteration 54Q (1251.937469 sec): 3 clusters Score: Raw -386304.827155 + Penalty 1884.350558 = -384420.476597 nChanged 5 SP:Iteration 55Q (1252.041908 sec): 3 clusters Score: Raw -386305.220020 + Penalty 1884.350558 = -384420.869462 nChanged 2 SP:Iteration 56Q (1252.159825 sec): 3 clusters Score: Raw -386305.358756 + Penalty 1884.350558 = -384421.008197 nChanged 5 SP:Iteration 57Q (1252.318945 sec): 3 clusters Score: Raw -386306.129833 + Penalty 1884.350558 = -384421.779275 nChanged 10 SP:Iteration 58Q (1252.432261 sec): 3 clusters Score: Raw -386307.914954 + Penalty 1884.350558 = -384423.564396 nChanged 10 SP:Iteration 59Q (1252.565216 sec): 3 clusters Score: Raw -386309.328027 + Penalty 1884.350558 = -384424.977469 nChanged 8 SP:Iteration 60F (1252.701856 sec): 3 clusters Score: Raw -386310.200101 + Penalty 1884.350558 = -384425.849543 nChanged 6 SP:Iteration 61Q (1252.817213 sec): 3 clusters Score: Raw -386310.660495 + Penalty 1884.350558 = -384426.309937 nChanged 6 SP:Iteration 62Q (1252.965171 sec): 3 clusters Score: Raw -386311.122028 + Penalty 1884.350558 = -384426.771470 nChanged 6 SP:Iteration 63Q (1253.056707 sec): 3 clusters Score: Raw -386311.679876 + Penalty 1884.350558 = -384427.329318 nChanged 9 SP:Iteration 64Q (1253.167782 sec): 3 clusters Score: Raw -386312.727812 + Penalty 1884.350558 = -384428.377253 nChanged 4 SP:Iteration 65Q (1253.302220 sec): 3 clusters Score: Raw -386313.270854 + Penalty 1884.350558 = -384428.920296 nChanged 8 SP:Iteration 66Q (1253.423419 sec): 3 clusters Score: Raw -386314.381507 + Penalty 1884.350558 = -384430.030948 nChanged 7 SP:Iteration 67Q (1253.537951 sec): 3 clusters Score: Raw -386315.114767 + Penalty 1884.350558 = -384430.764209 nChanged 8 SP:Iteration 68Q (1253.650806 sec): 3 clusters Score: Raw -386316.318521 + Penalty 1884.350558 = -384431.967963 nChanged 9 SP:Iteration 69Q (1253.760632 sec): 3 clusters Score: Raw -386317.684385 + Penalty 1884.350558 = -384433.333827 nChanged 12 SP:Iteration 70Q (1253.890185 sec): 3 clusters Score: Raw -386318.886855 + Penalty 1884.350558 = -384434.536297 nChanged 10 SP:Iteration 71Q (1254.003495 sec): 3 clusters Score: Raw -386320.435280 + Penalty 1884.350558 = -384436.084722 nChanged 15 SP:Iteration 72Q (1254.114247 sec): 3 clusters Score: Raw -386325.282474 + Penalty 1884.350558 = -384440.931916 nChanged 21 SP:Iteration 73Q (1254.232035 sec): 3 clusters Score: Raw -386331.657460 + Penalty 1884.350558 = -384447.306902 nChanged 21 SP:Iteration 74Q (1254.364486 sec): 3 clusters Score: Raw -386338.122036 + Penalty 1884.350558 = -384453.771478 nChanged 27 SP:Iteration 75Q (1254.497275 sec): 3 clusters Score: Raw -386346.258378 + Penalty 1884.350558 = -384461.907820 nChanged 32 SP:Iteration 76Q (1254.600091 sec): 3 clusters Score: Raw -386358.368614 + Penalty 1884.350558 = -384474.018056 nChanged 54 SP:Iteration 77Q (1254.739100 sec): 3 clusters Score: Raw -386379.649445 + Penalty 1884.350558 = -384495.298887 nChanged 61 SP:Iteration 78Q (1254.834535 sec): 3 clusters Score: Raw -386408.166843 + Penalty 1884.350558 = -384523.816285 nChanged 60 SP:Iteration 79Q (1254.945899 sec): 3 clusters Score: Raw -386442.620991 + Penalty 1884.350558 = -384558.270433 nChanged 84 SP:Iteration 80F (1255.084295 sec): 3 clusters Score: Raw -386493.067988 + Penalty 1884.350558 = -384608.717429 nChanged 88 SP:Iteration 81Q (1255.209936 sec): 3 clusters Score: Raw -386565.793502 + Penalty 1884.350558 = -384681.442943 nChanged 127 SP:Iteration 82Q (1255.307508 sec): 3 clusters Score: Raw -386681.850039 + Penalty 1884.350558 = -384797.499481 nChanged 149 SP:Iteration 83Q (1255.405031 sec): 3 clusters Score: Raw -386813.758057 + Penalty 1884.350558 = -384929.407499 nChanged 147 SP:Iteration 84Q (1255.523655 sec): 3 clusters Score: Raw -386921.028134 + Penalty 1884.350558 = -385036.677575 nChanged 116 SP:Iteration 85Q (1255.604419 sec): 3 clusters Score: Raw -386982.656582 + Penalty 1884.350558 = -385098.306024 nChanged 96 SP:Iteration 86Q (1255.691608 sec): 3 clusters Score: Raw -387027.061398 + Penalty 1884.350558 = -385142.710840 nChanged 94 SP:Iteration 87Q (1255.777088 sec): 3 clusters Score: Raw -387069.299594 + Penalty 1884.350558 = -385184.949036 nChanged 85 SP:Iteration 88Q (1255.892996 sec): 3 clusters Score: Raw -387114.189101 + Penalty 1884.350558 = -385229.838543 nChanged 79 SP:Iteration 89Q (1255.987411 sec): 3 clusters Score: Raw -387154.284499 + Penalty 1884.350558 = -385269.933940 nChanged 71 SP:Iteration 90Q (1256.084804 sec): 3 clusters Score: Raw -387186.889261 + Penalty 1884.350558 = -385302.538703 nChanged 66 SP:Iteration 91Q (1256.169863 sec): 3 clusters Score: Raw -387212.959880 + Penalty 1884.350558 = -385328.609321 nChanged 54 SP:Iteration 92Q (1256.242134 sec): 3 clusters Score: Raw -387229.775544 + Penalty 1884.350558 = -385345.424986 nChanged 48 SP:Iteration 93Q (1256.313152 sec): 3 clusters Score: Raw -387241.512917 + Penalty 1884.350558 = -385357.162358 nChanged 38 SP:Iteration 94Q (1256.402491 sec): 3 clusters Score: Raw -387251.755545 + Penalty 1884.350558 = -385367.404987 nChanged 41 SP:Iteration 95Q (1256.496960 sec): 3 clusters Score: Raw -387263.667480 + Penalty 1884.350558 = -385379.316922 nChanged 48 SP:Iteration 96Q (1256.603366 sec): 3 clusters Score: Raw -387277.325364 + Penalty 1884.350558 = -385392.974805 nChanged 31 SP:Iteration 97Q (1256.698179 sec): 3 clusters Score: Raw -387283.811871 + Penalty 1884.350558 = -385399.461313 nChanged 21 SP:Iteration 98Q (1256.797546 sec): 3 clusters Score: Raw -387288.091077 + Penalty 1884.350558 = -385403.740519 nChanged 18 SP:Iteration 99Q (1256.891968 sec): 3 clusters Score: Raw -387292.191025 + Penalty 1884.350558 = -385407.840467 nChanged 19 SP:Iteration 100F (1256.993845 sec): 3 clusters Score: Raw -387294.862961 + Penalty 1884.350558 = -385410.512402 nChanged 14 SP:Iteration 101Q (1257.083750 sec): 3 clusters Score: Raw -387297.554225 + Penalty 1884.350558 = -385413.203667 nChanged 15 SP:Iteration 102Q (1257.192848 sec): 3 clusters Score: Raw -387300.296933 + Penalty 1884.350558 = -385415.946375 nChanged 21 SP:Iteration 103Q (1257.281984 sec): 3 clusters Score: Raw -387304.169650 + Penalty 1884.350558 = -385419.819092 nChanged 21 SP:Iteration 104Q (1257.392725 sec): 3 clusters Score: Raw -387307.710674 + Penalty 1884.350558 = -385423.360116 nChanged 16 SP:Iteration 105Q (1257.466097 sec): 3 clusters Score: Raw -387310.569634 + Penalty 1884.350558 = -385426.219076 nChanged 19 SP:Iteration 106Q (1257.563702 sec): 3 clusters Score: Raw -387313.151981 + Penalty 1884.350558 = -385428.801423 nChanged 13 SP:Iteration 107Q (1257.678106 sec): 3 clusters Score: Raw -387314.932333 + Penalty 1884.350558 = -385430.581775 nChanged 13 SP:Iteration 108Q (1257.810662 sec): 3 clusters Score: Raw -387316.856783 + Penalty 1884.350558 = -385432.506225 nChanged 10 SP:Iteration 109Q (1257.895373 sec): 3 clusters Score: Raw -387319.262128 + Penalty 1884.350558 = -385434.911570 nChanged 15 SP:Iteration 110Q (1258.012314 sec): 3 clusters Score: Raw -387322.167606 + Penalty 1884.350558 = -385437.817048 nChanged 14 SP:Iteration 111Q (1258.090509 sec): 3 clusters Score: Raw -387325.842218 + Penalty 1884.350558 = -385441.491659 nChanged 21 SP:Iteration 112Q (1258.198865 sec): 3 clusters Score: Raw -387330.864228 + Penalty 1884.350558 = -385446.513670 nChanged 19 SP:Iteration 113Q (1258.288697 sec): 3 clusters Score: Raw -387334.859466 + Penalty 1884.350558 = -385450.508907 nChanged 18 SP:Iteration 114Q (1258.378067 sec): 3 clusters Score: Raw -387338.630138 + Penalty 1884.350558 = -385454.279580 nChanged 14 SP:Iteration 115Q (1258.443166 sec): 3 clusters Score: Raw -387340.641894 + Penalty 1884.350558 = -385456.291336 nChanged 3 SP:Iteration 116Q (1258.547813 sec): 3 clusters Score: Raw -387341.107238 + Penalty 1884.350558 = -385456.756680 nChanged 3 SP:Iteration 117Q (1258.604087 sec): 3 clusters Score: Raw -387341.657302 + Penalty 1884.350558 = -385457.306744 nChanged 5 SP:Iteration 118Q (1258.707329 sec): 3 clusters Score: Raw -387342.508889 + Penalty 1884.350558 = -385458.158331 nChanged 5 SP:Iteration 119Q (1258.819648 sec): 3 clusters Score: Raw -387343.015922 + Penalty 1884.350558 = -385458.665364 nChanged 5 SP:Iteration 120F (1258.915152 sec): 3 clusters Score: Raw -387343.432696 + Penalty 1884.350558 = -385459.082138 nChanged 3 SP:Iteration 121Q (1258.992145 sec): 3 clusters Score: Raw -387343.663833 + Penalty 1884.350558 = -385459.313275 nChanged 2 SP:Iteration 122Q (1259.066544 sec): 3 clusters Score: Raw -387343.852217 + Penalty 1884.350558 = -385459.501659 nChanged 2 SP:Iteration 123Q (1259.170264 sec): 3 clusters Score: Raw -387344.004433 + Penalty 1884.350558 = -385459.653874 nChanged 0 SP:Iteration 124F (1259.252681 sec): 3 clusters Score: Raw -387344.004433 + Penalty 1884.350558 = -385459.653874 nChanged 0 Score: Raw -1981560.662958 + Penalty 7807.284859 = -1973753.378100 Splitting cluster 2 changes total score from -1971566.491268 to -1973753.378100 So it's getting split into cluster 7. Trying to split cluster 3 (5739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.788010 sec): 2 clusters Score: Raw -253532.766022 + Penalty 908.779227 = -252623.986794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.877828 sec): 3 clusters Score: Raw -250313.755634 + Penalty 1817.558454 = -248496.197180 nChanged 2450 SP:Iteration 1F (1259.949849 sec): 3 clusters Score: Raw -252082.884818 + Penalty 1817.558454 = -250265.326364 nChanged 557 SP:Iteration 2F (1260.020517 sec): 3 clusters Score: Raw -252609.823454 + Penalty 1817.558454 = -250792.265000 nChanged 514 SP:Iteration 3F (1260.106790 sec): 3 clusters Score: Raw -253207.089540 + Penalty 1817.558454 = -251389.531086 nChanged 444 SP:Iteration 4F (1260.178230 sec): 3 clusters Score: Raw -253878.898414 + Penalty 1817.558454 = -252061.339959 nChanged 389 SP:Iteration 5F (1260.255571 sec): 3 clusters Score: Raw -254305.706231 + Penalty 1817.558454 = -252488.147777 nChanged 297 SP:Iteration 6F (1260.355193 sec): 3 clusters Score: Raw -254560.267373 + Penalty 1817.558454 = -252742.708919 nChanged 223 SP:Iteration 7Q (1260.433052 sec): 3 clusters Score: Raw -254744.734038 + Penalty 1817.558454 = -252927.175583 nChanged 177 SP:Iteration 8Q (1260.517683 sec): 3 clusters Score: Raw -254882.188245 + Penalty 1817.558454 = -253064.629791 nChanged 162 SP:Iteration 9Q (1260.607747 sec): 3 clusters Score: Raw -254989.197019 + Penalty 1817.558454 = -253171.638565 nChanged 124 SP:Iteration 10Q (1260.676291 sec): 3 clusters Score: Raw -255070.501295 + Penalty 1817.558454 = -253252.942841 nChanged 129 SP:Iteration 11Q (1260.766007 sec): 3 clusters Score: Raw -255147.524161 + Penalty 1817.558454 = -253329.965707 nChanged 102 SP:Iteration 12Q (1260.836368 sec): 3 clusters Score: Raw -255203.373579 + Penalty 1817.558454 = -253385.815124 nChanged 96 SP:Iteration 13Q (1260.928708 sec): 3 clusters Score: Raw -255257.367606 + Penalty 1817.558454 = -253439.809152 nChanged 100 SP:Iteration 14Q (1261.009543 sec): 3 clusters Score: Raw -255316.765974 + Penalty 1817.558454 = -253499.207520 nChanged 80 SP:Iteration 15Q (1261.089620 sec): 3 clusters Score: Raw -255354.547380 + Penalty 1817.558454 = -253536.988925 nChanged 67 SP:Iteration 16Q (1261.162296 sec): 3 clusters Score: Raw -255379.856815 + Penalty 1817.558454 = -253562.298361 nChanged 48 SP:Iteration 17Q (1261.263354 sec): 3 clusters Score: Raw -255393.385063 + Penalty 1817.558454 = -253575.826609 nChanged 39 SP:Iteration 18Q (1261.324469 sec): 3 clusters Score: Raw -255405.010454 + Penalty 1817.558454 = -253587.451999 nChanged 41 SP:Iteration 19Q (1261.403466 sec): 3 clusters Score: Raw -255415.653733 + Penalty 1817.558454 = -253598.095279 nChanged 31 SP:Iteration 20F (1261.505855 sec): 3 clusters Score: Raw -255424.337985 + Penalty 1817.558454 = -253606.779530 nChanged 27 SP:Iteration 21Q (1261.578701 sec): 3 clusters Score: Raw -255431.901941 + Penalty 1817.558454 = -253614.343487 nChanged 28 SP:Iteration 22Q (1261.658494 sec): 3 clusters Score: Raw -255440.071818 + Penalty 1817.558454 = -253622.513364 nChanged 26 SP:Iteration 23Q (1261.738451 sec): 3 clusters Score: Raw -255446.938812 + Penalty 1817.558454 = -253629.380357 nChanged 18 SP:Iteration 24Q (1261.823524 sec): 3 clusters Score: Raw -255453.823411 + Penalty 1817.558454 = -253636.264957 nChanged 23 SP:Iteration 25Q (1261.908302 sec): 3 clusters Score: Raw -255461.731604 + Penalty 1817.558454 = -253644.173150 nChanged 23 SP:Iteration 26Q (1261.997776 sec): 3 clusters Score: Raw -255470.316815 + Penalty 1817.558454 = -253652.758361 nChanged 26 SP:Iteration 27Q (1262.080344 sec): 3 clusters Score: Raw -255481.846091 + Penalty 1817.558454 = -253664.287637 nChanged 21 SP:Iteration 28Q (1262.145638 sec): 3 clusters Score: Raw -255491.245712 + Penalty 1817.558454 = -253673.687258 nChanged 20 SP:Iteration 29Q (1262.241133 sec): 3 clusters Score: Raw -255498.951147 + Penalty 1817.558454 = -253681.392693 nChanged 24 SP:Iteration 30Q (1262.318980 sec): 3 clusters Score: Raw -255509.348929 + Penalty 1817.558454 = -253691.790475 nChanged 30 SP:Iteration 31Q (1262.388566 sec): 3 clusters Score: Raw -255516.898535 + Penalty 1817.558454 = -253699.340081 nChanged 25 SP:Iteration 32Q (1262.495491 sec): 3 clusters Score: Raw -255523.335476 + Penalty 1817.558454 = -253705.777022 nChanged 19 SP:Iteration 33Q (1262.595411 sec): 3 clusters Score: Raw -255529.265458 + Penalty 1817.558454 = -253711.707003 nChanged 19 SP:Iteration 34Q (1262.698627 sec): 3 clusters Score: Raw -255534.132134 + Penalty 1817.558454 = -253716.573680 nChanged 16 SP:Iteration 35Q (1262.801770 sec): 3 clusters Score: Raw -255536.987896 + Penalty 1817.558454 = -253719.429442 nChanged 12 SP:Iteration 36Q (1262.910718 sec): 3 clusters Score: Raw -255538.215061 + Penalty 1817.558454 = -253720.656607 nChanged 11 SP:Iteration 37Q (1263.013876 sec): 3 clusters Score: Raw -255540.164820 + Penalty 1817.558454 = -253722.606365 nChanged 9 SP:Iteration 38Q (1263.102030 sec): 3 clusters Score: Raw -255541.409169 + Penalty 1817.558454 = -253723.850715 nChanged 7 SP:Iteration 39Q (1263.203173 sec): 3 clusters Score: Raw -255542.491768 + Penalty 1817.558454 = -253724.933313 nChanged 8 SP:Iteration 40F (1263.306171 sec): 3 clusters Score: Raw -255543.583518 + Penalty 1817.558454 = -253726.025063 nChanged 3 SP:Iteration 41Q (1263.408742 sec): 3 clusters Score: Raw -255543.902764 + Penalty 1817.558454 = -253726.344309 nChanged 1 SP:Iteration 42Q (1263.506212 sec): 3 clusters Score: Raw -255543.958303 + Penalty 1817.558454 = -253726.399849 nChanged 2 SP:Iteration 43Q (1263.601451 sec): 3 clusters Score: Raw -255544.034315 + Penalty 1817.558454 = -253726.475861 nChanged 2 SP:Iteration 44Q (1263.704070 sec): 3 clusters Score: Raw -255544.178750 + Penalty 1817.558454 = -253726.620295 nChanged 2 SP:Iteration 45Q (1263.805171 sec): 3 clusters Score: Raw -255544.530601 + Penalty 1817.558454 = -253726.972146 nChanged 2 SP:Iteration 46Q (1263.903013 sec): 3 clusters Score: Raw -255544.833458 + Penalty 1817.558454 = -253727.275004 nChanged 2 SP:Iteration 47Q (1264.015685 sec): 3 clusters Score: Raw -255545.065605 + Penalty 1817.558454 = -253727.507151 nChanged 3 SP:Iteration 48Q (1264.190104 sec): 3 clusters Score: Raw -255545.281728 + Penalty 1817.558454 = -253727.723274 nChanged 3 SP:Iteration 49Q (1264.292376 sec): 3 clusters Score: Raw -255545.474835 + Penalty 1817.558454 = -253727.916381 nChanged 1 SP:Iteration 50Q (1264.407442 sec): 3 clusters Score: Raw -255545.622357 + Penalty 1817.558454 = -253728.063903 nChanged 6 SP:Iteration 51Q (1264.490388 sec): 3 clusters Score: Raw -255546.363317 + Penalty 1817.558454 = -253728.804863 nChanged 6 SP:Iteration 52Q (1264.582766 sec): 3 clusters Score: Raw -255547.199302 + Penalty 1817.558454 = -253729.640848 nChanged 2 SP:Iteration 53Q (1264.687709 sec): 3 clusters Score: Raw -255547.516153 + Penalty 1817.558454 = -253729.957698 nChanged 1 SP:Iteration 54Q (1264.794284 sec): 3 clusters Score: Raw -255547.645513 + Penalty 1817.558454 = -253730.087059 nChanged 2 SP:Iteration 55Q (1264.899883 sec): 3 clusters Score: Raw -255547.789337 + Penalty 1817.558454 = -253730.230883 nChanged 1 SP:Iteration 56Q (1265.003868 sec): 3 clusters Score: Raw -255547.904003 + Penalty 1817.558454 = -253730.345549 nChanged 2 SP:Iteration 57Q (1265.118244 sec): 3 clusters Score: Raw -255548.038078 + Penalty 1817.558454 = -253730.479624 nChanged 2 SP:Iteration 58Q (1265.225318 sec): 3 clusters Score: Raw -255548.287793 + Penalty 1817.558454 = -253730.729339 nChanged 2 SP:Iteration 59Q (1265.329490 sec): 3 clusters Score: Raw -255548.437193 + Penalty 1817.558454 = -253730.878739 nChanged 1 SP:Iteration 60F (1265.459023 sec): 3 clusters Score: Raw -255548.538751 + Penalty 1817.558454 = -253730.980297 nChanged 2 SP:Iteration 61Q (1265.556796 sec): 3 clusters Score: Raw -255548.620625 + Penalty 1817.558454 = -253731.062171 nChanged 0 SP:Iteration 62F (1265.668554 sec): 3 clusters Score: Raw -255548.620625 + Penalty 1817.558454 = -253731.062171 nChanged 0 Score: Raw -1983576.517562 + Penalty 8922.611267 = -1974653.906295 Splitting cluster 3 changes total score from -1971566.491268 to -1974653.906295 So it's getting split into cluster 8. Trying to split cluster 4 (2645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1266.370137 sec): 2 clusters Score: Raw -91365.020924 + Penalty 827.444766 = -90537.576158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1266.438829 sec): 3 clusters Score: Raw -90191.440177 + Penalty 1654.889532 = -88536.550645 nChanged 1110 SP:Iteration 1F (1266.526875 sec): 3 clusters Score: Raw -91479.721705 + Penalty 1654.889532 = -89824.832172 nChanged 354 SP:Iteration 2F (1266.618807 sec): 3 clusters Score: Raw -92042.116484 + Penalty 1654.889532 = -90387.226951 nChanged 209 SP:Iteration 3F (1266.711600 sec): 3 clusters Score: Raw -92310.545662 + Penalty 1654.889532 = -90655.656130 nChanged 130 SP:Iteration 4Q (1266.828225 sec): 3 clusters Score: Raw -92437.531629 + Penalty 1654.889532 = -90782.642097 nChanged 90 SP:Iteration 5Q (1266.928266 sec): 3 clusters Score: Raw -92526.379964 + Penalty 1654.889532 = -90871.490431 nChanged 70 SP:Iteration 6Q (1267.020518 sec): 3 clusters Score: Raw -92583.921226 + Penalty 1654.889532 = -90929.031694 nChanged 51 SP:Iteration 7Q (1267.114921 sec): 3 clusters Score: Raw -92630.828578 + Penalty 1654.889532 = -90975.939046 nChanged 42 SP:Iteration 8Q (1267.213776 sec): 3 clusters Score: Raw -92657.912032 + Penalty 1654.889532 = -91003.022499 nChanged 35 SP:Iteration 9Q (1267.308301 sec): 3 clusters Score: Raw -92676.838995 + Penalty 1654.889532 = -91021.949462 nChanged 29 SP:Iteration 10Q (1267.388622 sec): 3 clusters Score: Raw -92688.024962 + Penalty 1654.889532 = -91033.135429 nChanged 19 SP:Iteration 11Q (1267.481326 sec): 3 clusters Score: Raw -92695.674562 + Penalty 1654.889532 = -91040.785030 nChanged 8 SP:Iteration 12Q (1267.599221 sec): 3 clusters Score: Raw -92697.391114 + Penalty 1654.889532 = -91042.501581 nChanged 1 SP:Iteration 13Q (1267.692151 sec): 3 clusters Score: Raw -92697.547920 + Penalty 1654.889532 = -91042.658388 nChanged 2 SP:Iteration 14Q (1267.786669 sec): 3 clusters Score: Raw -92698.198271 + Penalty 1654.889532 = -91043.308739 nChanged 3 SP:Iteration 15Q (1267.874981 sec): 3 clusters Score: Raw -92699.154518 + Penalty 1654.889532 = -91044.264985 nChanged 3 SP:Iteration 16Q (1267.966803 sec): 3 clusters Score: Raw -92699.968778 + Penalty 1654.889532 = -91045.079246 nChanged 4 SP:Iteration 17Q (1268.055206 sec): 3 clusters Score: Raw -92700.630536 + Penalty 1654.889532 = -91045.741004 nChanged 2 SP:Iteration 18Q (1268.159863 sec): 3 clusters Score: Raw -92700.841505 + Penalty 1654.889532 = -91045.951973 nChanged 0 SP:Iteration 19F (1268.230890 sec): 3 clusters Score: Raw -92700.841505 + Penalty 1654.889532 = -91045.951973 nChanged 0 Score: Raw -1984912.338143 + Penalty 10037.937675 = -1974874.400467 Splitting cluster 4 changes total score from -1971566.491268 to -1974874.400467 So it's getting split into cluster 9. Trying to split cluster 5 (22223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1269.066307 sec): 2 clusters Score: Raw -1195551.303647 + Penalty 1050.932722 = -1194500.370925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1269.248192 sec): 3 clusters Score: Raw -1181691.931460 + Penalty 2101.865444 = -1179590.066016 nChanged 10462 SP:Iteration 1F (1269.422121 sec): 3 clusters Score: Raw -1189162.879503 + Penalty 2101.865444 = -1187061.014059 nChanged 1905 SP:Iteration 2F (1269.592613 sec): 3 clusters Score: Raw -1190832.618750 + Penalty 2101.865444 = -1188730.753306 nChanged 1909 SP:Iteration 3F (1269.756257 sec): 3 clusters Score: Raw -1192607.030620 + Penalty 2101.865444 = -1190505.165176 nChanged 2071 SP:Iteration 4F (1269.886276 sec): 3 clusters Score: Raw -1194839.642745 + Penalty 2101.865444 = -1192737.777301 nChanged 2191 SP:Iteration 5F (1270.041599 sec): 3 clusters Score: Raw -1197390.103582 + Penalty 2101.865444 = -1195288.238138 nChanged 1909 SP:Iteration 6F (1270.176607 sec): 3 clusters Score: Raw -1199578.810574 + Penalty 2101.865444 = -1197476.945129 nChanged 1247 SP:Iteration 7F (1270.290523 sec): 3 clusters Score: Raw -1200685.223785 + Penalty 2101.865444 = -1198583.358341 nChanged 634 SP:Iteration 8Q (1270.428681 sec): 3 clusters Score: Raw -1201065.392666 + Penalty 2101.865444 = -1198963.527222 nChanged 385 SP:Iteration 9Q (1270.526798 sec): 3 clusters Score: Raw -1201261.859136 + Penalty 2101.865444 = -1199159.993691 nChanged 253 SP:Iteration 10Q (1270.642993 sec): 3 clusters Score: Raw -1201367.650107 + Penalty 2101.865444 = -1199265.784663 nChanged 195 SP:Iteration 11Q (1270.757339 sec): 3 clusters Score: Raw -1201452.267187 + Penalty 2101.865444 = -1199350.401743 nChanged 163 SP:Iteration 12Q (1270.881120 sec): 3 clusters Score: Raw -1201534.087686 + Penalty 2101.865444 = -1199432.222241 nChanged 166 SP:Iteration 13Q (1271.000939 sec): 3 clusters Score: Raw -1201618.528184 + Penalty 2101.865444 = -1199516.662740 nChanged 131 SP:Iteration 14Q (1271.127750 sec): 3 clusters Score: Raw -1201682.246665 + Penalty 2101.865444 = -1199580.381220 nChanged 113 SP:Iteration 15Q (1271.236568 sec): 3 clusters Score: Raw -1201741.338885 + Penalty 2101.865444 = -1199639.473441 nChanged 124 SP:Iteration 16Q (1271.363379 sec): 3 clusters Score: Raw -1201793.199236 + Penalty 2101.865444 = -1199691.333791 nChanged 118 SP:Iteration 17Q (1271.473081 sec): 3 clusters Score: Raw -1201846.394486 + Penalty 2101.865444 = -1199744.529042 nChanged 105 SP:Iteration 18Q (1271.607433 sec): 3 clusters Score: Raw -1201881.820115 + Penalty 2101.865444 = -1199779.954670 nChanged 82 SP:Iteration 19Q (1271.715884 sec): 3 clusters Score: Raw -1201903.125311 + Penalty 2101.865444 = -1199801.259867 nChanged 73 SP:Iteration 20F (1271.833663 sec): 3 clusters Score: Raw -1201917.576883 + Penalty 2101.865444 = -1199815.711438 nChanged 50 SP:Iteration 21Q (1271.943208 sec): 3 clusters Score: Raw -1201925.123018 + Penalty 2101.865444 = -1199823.257574 nChanged 37 SP:Iteration 22Q (1272.056646 sec): 3 clusters Score: Raw -1201930.128730 + Penalty 2101.865444 = -1199828.263286 nChanged 24 SP:Iteration 23Q (1272.173826 sec): 3 clusters Score: Raw -1201932.619484 + Penalty 2101.865444 = -1199830.754039 nChanged 13 SP:Iteration 24Q (1272.268320 sec): 3 clusters Score: Raw -1201933.734687 + Penalty 2101.865444 = -1199831.869243 nChanged 11 SP:Iteration 25Q (1272.407910 sec): 3 clusters Score: Raw -1201934.919628 + Penalty 2101.865444 = -1199833.054184 nChanged 12 SP:Iteration 26Q (1272.512178 sec): 3 clusters Score: Raw -1201936.012411 + Penalty 2101.865444 = -1199834.146966 nChanged 9 SP:Iteration 27Q (1272.631627 sec): 3 clusters Score: Raw -1201936.813824 + Penalty 2101.865444 = -1199834.948380 nChanged 5 SP:Iteration 28Q (1272.758273 sec): 3 clusters Score: Raw -1201937.333008 + Penalty 2101.865444 = -1199835.467564 nChanged 4 SP:Iteration 29Q (1272.855564 sec): 3 clusters Score: Raw -1201937.549555 + Penalty 2101.865444 = -1199835.684111 nChanged 2 SP:Iteration 30Q (1272.965569 sec): 3 clusters Score: Raw -1201937.593206 + Penalty 2101.865444 = -1199835.727762 nChanged 1 SP:Iteration 31Q (1273.075522 sec): 3 clusters Score: Raw -1201937.631370 + Penalty 2101.865444 = -1199835.765926 nChanged 3 SP:Iteration 32Q (1273.181720 sec): 3 clusters Score: Raw -1201937.724406 + Penalty 2101.865444 = -1199835.858962 nChanged 3 SP:Iteration 33Q (1273.287682 sec): 3 clusters Score: Raw -1201937.805705 + Penalty 2101.865444 = -1199835.940260 nChanged 0 SP:Iteration 34F (1273.425025 sec): 3 clusters Score: Raw -1201937.805705 + Penalty 2101.865444 = -1199835.940260 nChanged 0 Score: Raw -1991298.840200 + Penalty 11153.264084 = -1980145.576116 Splitting cluster 5 changes total score from -1971566.491268 to -1980145.576116 So it's getting split into cluster 10. Iteration 20F (1274.699451 sec): 11 clusters Score: Raw -1994036.218874 + Penalty 11153.264084 = -1982882.954790 nChanged 2539 Iteration 21F (1275.385054 sec): 11 clusters Score: Raw -1995430.064199 + Penalty 11153.264084 = -1984276.800115 nChanged 1021 Iteration 22Q (1275.957581 sec): 11 clusters Score: Raw -1995897.390362 + Penalty 11153.264084 = -1984744.126278 nChanged 664 Iteration 23Q (1276.556714 sec): 11 clusters Score: Raw -1996161.404858 + Penalty 11153.264084 = -1985008.140775 nChanged 468 Iteration 24Q (1277.098258 sec): 11 clusters Score: Raw -1996316.882235 + Penalty 11153.264084 = -1985163.618151 nChanged 349 Iteration 25Q (1277.716329 sec): 11 clusters Score: Raw -1996410.905438 + Penalty 11153.264084 = -1985257.641354 nChanged 285 Iteration 26Q (1278.379515 sec): 11 clusters Score: Raw -1996478.410923 + Penalty 11153.264084 = -1985325.146839 nChanged 238 Iteration 27Q (1279.075165 sec): 11 clusters Score: Raw -1996532.393328 + Penalty 11153.264084 = -1985379.129244 nChanged 185 Iteration 28Q (1279.795992 sec): 11 clusters Score: Raw -1996577.840245 + Penalty 11153.264084 = -1985424.576161 nChanged 176 Iteration 29Q (1280.500523 sec): 11 clusters Score: Raw -1996616.501103 + Penalty 11153.264084 = -1985463.237019 nChanged 151 Iteration 30Q (1281.234802 sec): 11 clusters Score: Raw -1996651.079107 + Penalty 11153.264084 = -1985497.815023 nChanged 138 Iteration 31Q (1281.900061 sec): 11 clusters Score: Raw -1996684.171559 + Penalty 11153.264084 = -1985530.907475 nChanged 142 Iteration 32Q (1282.591824 sec): 11 clusters Score: Raw -1996715.683725 + Penalty 11153.264084 = -1985562.419642 nChanged 142 Iteration 33Q (1283.367542 sec): 11 clusters Score: Raw -1996748.178908 + Penalty 11153.264084 = -1985594.914824 nChanged 123 Iteration 34Q (1284.085559 sec): 11 clusters Score: Raw -1996776.219965 + Penalty 11153.264084 = -1985622.955881 nChanged 99 Iteration 35Q (1284.775675 sec): 11 clusters Score: Raw -1996798.929998 + Penalty 11153.264084 = -1985645.665914 nChanged 91 Iteration 36Q (1285.229442 sec): 11 clusters Score: Raw -1996820.125174 + Penalty 11153.264084 = -1985666.861090 nChanged 76 Iteration 37Q (1285.696989 sec): 11 clusters Score: Raw -1996840.835634 + Penalty 11153.264084 = -1985687.571550 nChanged 72 Iteration 38Q (1286.279383 sec): 11 clusters Score: Raw -1996854.393563 + Penalty 11153.264084 = -1985701.129479 nChanged 50 Iteration 39Q (1286.836653 sec): 11 clusters Score: Raw -1996864.520129 + Penalty 11153.264084 = -1985711.256045 nChanged 32 Iteration 40F (1287.527289 sec): 11 clusters Score: Raw -1996870.754164 + Penalty 11153.264084 = -1985717.490080 nChanged 31 Iteration 41Q (1288.120751 sec): 11 clusters Score: Raw -1996880.116589 + Penalty 11153.264084 = -1985726.852506 nChanged 36 Iteration 42Q (1288.700658 sec): 11 clusters Score: Raw -1996888.026334 + Penalty 11153.264084 = -1985734.762250 nChanged 30 Iteration 43Q (1289.278071 sec): 11 clusters Score: Raw -1996893.608605 + Penalty 11153.264084 = -1985740.344521 nChanged 25 Iteration 44Q (1289.724700 sec): 11 clusters Score: Raw -1996899.077414 + Penalty 11153.264084 = -1985745.813330 nChanged 28 Iteration 45Q (1290.305007 sec): 11 clusters Score: Raw -1996905.034537 + Penalty 11153.264084 = -1985751.770453 nChanged 27 Iteration 46Q (1290.889258 sec): 11 clusters Score: Raw -1996913.218006 + Penalty 11153.264084 = -1985759.953923 nChanged 39 Iteration 47Q (1291.480011 sec): 11 clusters Score: Raw -1996923.543824 + Penalty 11153.264084 = -1985770.279740 nChanged 23 Iteration 48Q (1292.083014 sec): 11 clusters Score: Raw -1996931.926648 + Penalty 11153.264084 = -1985778.662564 nChanged 31 Iteration 49Q (1292.640032 sec): 11 clusters Score: Raw -1996937.549631 + Penalty 11153.264084 = -1985784.285547 nChanged 39 Iteration 50Q (1293.238192 sec): 11 clusters Score: Raw -1996943.459320 + Penalty 11153.264084 = -1985790.195236 nChanged 37 Iteration 51Q (1293.991425 sec): 11 clusters Score: Raw -1996949.223367 + Penalty 11153.264084 = -1985795.959283 nChanged 28 Iteration 52Q (1294.662437 sec): 11 clusters Score: Raw -1996956.157121 + Penalty 11153.264084 = -1985802.893037 nChanged 30 Iteration 53Q (1295.422826 sec): 11 clusters Score: Raw -1996960.463765 + Penalty 11153.264084 = -1985807.199681 nChanged 23 Iteration 54Q (1296.157788 sec): 11 clusters Score: Raw -1996962.330318 + Penalty 11153.264084 = -1985809.066234 nChanged 18 Iteration 55Q (1296.844405 sec): 11 clusters Score: Raw -1996963.230819 + Penalty 11153.264084 = -1985809.966735 nChanged 12 Iteration 56Q (1297.518420 sec): 11 clusters Score: Raw -1996964.012096 + Penalty 11153.264084 = -1985810.748012 nChanged 8 Iteration 57Q (1298.241199 sec): 11 clusters Score: Raw -1996964.654213 + Penalty 11153.264084 = -1985811.390129 nChanged 10 Iteration 58Q (1298.980667 sec): 11 clusters Score: Raw -1996965.882153 + Penalty 11153.264084 = -1985812.618069 nChanged 15 Writing temp clu file Because OldScore, -1985811.390129, is greater than current (better) Score,-1985812.618069 Compute initial score before splitting: Score: Raw -1996965.882153 + Penalty 11153.264084 = -1985812.618069 Trying to split cluster 1 (2755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1299.066320 sec): 2 clusters Score: Raw -126538.364894 + Penalty 831.723136 = -125706.641758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1299.148726 sec): 3 clusters Score: Raw -125151.353869 + Penalty 1663.446272 = -123487.907598 nChanged 1096 SP:Iteration 1F (1299.211269 sec): 3 clusters Score: Raw -125891.776194 + Penalty 1663.446272 = -124228.329922 nChanged 277 SP:Iteration 2F (1299.319422 sec): 3 clusters Score: Raw -126244.470757 + Penalty 1663.446272 = -124581.024486 nChanged 240 SP:Iteration 3F (1299.382082 sec): 3 clusters Score: Raw -126628.233560 + Penalty 1663.446272 = -124964.787289 nChanged 228 SP:Iteration 4F (1299.474381 sec): 3 clusters Score: Raw -126930.426553 + Penalty 1663.446272 = -125266.980281 nChanged 194 SP:Iteration 5F (1299.571796 sec): 3 clusters Score: Raw -127160.449530 + Penalty 1663.446272 = -125497.003259 nChanged 159 SP:Iteration 6F (1299.638787 sec): 3 clusters Score: Raw -127289.833261 + Penalty 1663.446272 = -125626.386990 nChanged 89 SP:Iteration 7Q (1299.705924 sec): 3 clusters Score: Raw -127347.924699 + Penalty 1663.446272 = -125684.478427 nChanged 70 SP:Iteration 8Q (1299.794804 sec): 3 clusters Score: Raw -127400.977408 + Penalty 1663.446272 = -125737.531136 nChanged 55 SP:Iteration 9Q (1299.862305 sec): 3 clusters Score: Raw -127452.528529 + Penalty 1663.446272 = -125789.082257 nChanged 53 SP:Iteration 10Q (1299.938238 sec): 3 clusters Score: Raw -127483.876793 + Penalty 1663.446272 = -125820.430521 nChanged 27 SP:Iteration 11Q (1300.003546 sec): 3 clusters Score: Raw -127495.916778 + Penalty 1663.446272 = -125832.470506 nChanged 19 SP:Iteration 12Q (1300.083755 sec): 3 clusters Score: Raw -127502.229788 + Penalty 1663.446272 = -125838.783516 nChanged 18 SP:Iteration 13Q (1300.173890 sec): 3 clusters Score: Raw -127506.349203 + Penalty 1663.446272 = -125842.902931 nChanged 8 SP:Iteration 14Q (1300.241131 sec): 3 clusters Score: Raw -127507.897133 + Penalty 1663.446272 = -125844.450862 nChanged 9 SP:Iteration 15Q (1300.316690 sec): 3 clusters Score: Raw -127509.902183 + Penalty 1663.446272 = -125846.455911 nChanged 4 SP:Iteration 16Q (1300.400445 sec): 3 clusters Score: Raw -127510.974602 + Penalty 1663.446272 = -125847.528331 nChanged 8 SP:Iteration 17Q (1300.468563 sec): 3 clusters Score: Raw -127513.578417 + Penalty 1663.446272 = -125850.132145 nChanged 7 SP:Iteration 18Q (1300.547644 sec): 3 clusters Score: Raw -127515.898873 + Penalty 1663.446272 = -125852.452601 nChanged 2 SP:Iteration 19Q (1300.625640 sec): 3 clusters Score: Raw -127516.354999 + Penalty 1663.446272 = -125852.908728 nChanged 2 SP:Iteration 20F (1300.704023 sec): 3 clusters Score: Raw -127516.486111 + Penalty 1663.446272 = -125853.039839 nChanged 0 Score: Raw -1997945.303790 + Penalty 12268.590492 = -1985676.713298 Splitting cluster 1 changes total score from -1985812.618069 to -1985676.713298 So it's not getting split. Trying to split cluster 2 (3334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1301.461547 sec): 2 clusters Score: Raw -175931.838385 + Penalty 851.752447 = -175080.085938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1301.558217 sec): 3 clusters Score: Raw -174222.837230 + Penalty 1703.504893 = -172519.332336 nChanged 1321 SP:Iteration 1F (1301.626182 sec): 3 clusters Score: Raw -175066.170245 + Penalty 1703.504893 = -173362.665352 nChanged 342 SP:Iteration 2F (1301.717977 sec): 3 clusters Score: Raw -175389.547378 + Penalty 1703.504893 = -173686.042485 nChanged 316 SP:Iteration 3F (1301.790844 sec): 3 clusters Score: Raw -175756.260508 + Penalty 1703.504893 = -174052.755615 nChanged 266 SP:Iteration 4F (1301.875770 sec): 3 clusters Score: Raw -176051.251401 + Penalty 1703.504893 = -174347.746508 nChanged 218 SP:Iteration 5F (1301.959367 sec): 3 clusters Score: Raw -176260.199190 + Penalty 1703.504893 = -174556.694297 nChanged 139 SP:Iteration 6Q (1302.035291 sec): 3 clusters Score: Raw -176358.976263 + Penalty 1703.504893 = -174655.471370 nChanged 96 SP:Iteration 7Q (1302.063585 sec): 3 clusters Score: Raw -176422.746653 + Penalty 1703.504893 = -174719.241760 nChanged 67 SP:Iteration 8Q (1302.135387 sec): 3 clusters Score: Raw -176467.202778 + Penalty 1703.504893 = -174763.697885 nChanged 53 SP:Iteration 9Q (1302.190903 sec): 3 clusters Score: Raw -176492.687928 + Penalty 1703.504893 = -174789.183034 nChanged 25 SP:Iteration 10Q (1302.268195 sec): 3 clusters Score: Raw -176503.794128 + Penalty 1703.504893 = -174800.289235 nChanged 23 SP:Iteration 11Q (1302.348868 sec): 3 clusters Score: Raw -176513.940154 + Penalty 1703.504893 = -174810.435260 nChanged 17 SP:Iteration 12Q (1302.421484 sec): 3 clusters Score: Raw -176522.655552 + Penalty 1703.504893 = -174819.150659 nChanged 10 SP:Iteration 13Q (1302.517789 sec): 3 clusters Score: Raw -176526.507653 + Penalty 1703.504893 = -174823.002759 nChanged 8 SP:Iteration 14Q (1302.581663 sec): 3 clusters Score: Raw -176529.982543 + Penalty 1703.504893 = -174826.477649 nChanged 6 SP:Iteration 15Q (1302.655277 sec): 3 clusters Score: Raw -176532.399269 + Penalty 1703.504893 = -174828.894375 nChanged 7 SP:Iteration 16Q (1302.735517 sec): 3 clusters Score: Raw -176534.636973 + Penalty 1703.504893 = -174831.132080 nChanged 4 SP:Iteration 17Q (1302.819003 sec): 3 clusters Score: Raw -176535.220775 + Penalty 1703.504893 = -174831.715882 nChanged 0 SP:Iteration 18F (1302.888488 sec): 3 clusters Score: Raw -176535.220775 + Penalty 1703.504893 = -174831.715882 nChanged 0 Trying to split cluster 3 (3250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.950767 sec): 2 clusters Score: Raw -149000.916094 + Penalty 849.073079 = -148151.843015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1303.032731 sec): 3 clusters Score: Raw -147378.586424 + Penalty 1698.146158 = -145680.440266 nChanged 1299 SP:Iteration 1F (1303.102690 sec): 3 clusters Score: Raw -148554.087822 + Penalty 1698.146158 = -146855.941664 nChanged 388 SP:Iteration 2F (1303.157884 sec): 3 clusters Score: Raw -149015.325615 + Penalty 1698.146158 = -147317.179457 nChanged 279 SP:Iteration 3F (1303.237881 sec): 3 clusters Score: Raw -149440.264877 + Penalty 1698.146158 = -147742.118720 nChanged 226 SP:Iteration 4F (1303.332775 sec): 3 clusters Score: Raw -149810.657220 + Penalty 1698.146158 = -148112.511062 nChanged 170 SP:Iteration 5F (1303.392332 sec): 3 clusters Score: Raw -150023.887529 + Penalty 1698.146158 = -148325.741371 nChanged 110 SP:Iteration 6Q (1303.450450 sec): 3 clusters Score: Raw -150101.460651 + Penalty 1698.146158 = -148403.314493 nChanged 65 SP:Iteration 7Q (1303.535604 sec): 3 clusters Score: Raw -150144.890400 + Penalty 1698.146158 = -148446.744242 nChanged 55 SP:Iteration 8Q (1303.611612 sec): 3 clusters Score: Raw -150180.728213 + Penalty 1698.146158 = -148482.582055 nChanged 38 SP:Iteration 9Q (1303.695011 sec): 3 clusters Score: Raw -150192.101407 + Penalty 1698.146158 = -148493.955249 nChanged 18 SP:Iteration 10Q (1303.791864 sec): 3 clusters Score: Raw -150197.805614 + Penalty 1698.146158 = -148499.659456 nChanged 9 SP:Iteration 11Q (1303.873339 sec): 3 clusters Score: Raw -150201.366642 + Penalty 1698.146158 = -148503.220484 nChanged 7 SP:Iteration 12Q (1303.957784 sec): 3 clusters Score: Raw -150202.754619 + Penalty 1698.146158 = -148504.608462 nChanged 5 SP:Iteration 13Q (1304.038671 sec): 3 clusters Score: Raw -150204.592015 + Penalty 1698.146158 = -148506.445857 nChanged 3 SP:Iteration 14Q (1304.098256 sec): 3 clusters Score: Raw -150205.847932 + Penalty 1698.146158 = -148507.701774 nChanged 5 SP:Iteration 15Q (1304.198202 sec): 3 clusters Score: Raw -150206.980819 + Penalty 1698.146158 = -148508.834661 nChanged 2 SP:Iteration 16Q (1304.274928 sec): 3 clusters Score: Raw -150207.335524 + Penalty 1698.146158 = -148509.189367 nChanged 3 SP:Iteration 17Q (1304.351868 sec): 3 clusters Score: Raw -150208.363351 + Penalty 1698.146158 = -148510.217193 nChanged 2 SP:Iteration 18Q (1304.415803 sec): 3 clusters Score: Raw -150208.831516 + Penalty 1698.146158 = -148510.685358 nChanged 1 SP:Iteration 19Q (1304.489423 sec): 3 clusters Score: Raw -150209.342983 + Penalty 1698.146158 = -148511.196825 nChanged 1 SP:Iteration 20F (1304.575853 sec): 3 clusters Score: Raw -150209.775605 + Penalty 1698.146158 = -148511.629447 nChanged 0 Score: Raw -1998176.042084 + Penalty 12268.590492 = -1985907.451591 Splitting cluster 3 changes total score from -1985812.618069 to -1985907.451591 So it's getting split into cluster 11. Trying to split cluster 4 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1305.322265 sec): 2 clusters Score: Raw -60363.642986 + Penalty 771.736739 = -59591.906247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1305.384664 sec): 3 clusters Score: Raw -59740.022480 + Penalty 1543.473478 = -58196.549002 nChanged 583 SP:Iteration 1F (1305.477390 sec): 3 clusters Score: Raw -60410.651382 + Penalty 1543.473478 = -58867.177904 nChanged 189 SP:Iteration 2F (1305.539902 sec): 3 clusters Score: Raw -60634.769779 + Penalty 1543.473478 = -59091.296301 nChanged 124 SP:Iteration 3F (1305.641370 sec): 3 clusters Score: Raw -60792.180299 + Penalty 1543.473478 = -59248.706821 nChanged 97 SP:Iteration 4F (1305.754628 sec): 3 clusters Score: Raw -60908.423477 + Penalty 1543.473478 = -59364.949999 nChanged 68 SP:Iteration 5Q (1305.880523 sec): 3 clusters Score: Raw -60975.270895 + Penalty 1543.473478 = -59431.797417 nChanged 39 SP:Iteration 6Q (1305.953030 sec): 3 clusters Score: Raw -61005.121746 + Penalty 1543.473478 = -59461.648268 nChanged 24 SP:Iteration 7Q (1306.053897 sec): 3 clusters Score: Raw -61028.037630 + Penalty 1543.473478 = -59484.564152 nChanged 19 SP:Iteration 8Q (1306.142079 sec): 3 clusters Score: Raw -61038.661993 + Penalty 1543.473478 = -59495.188515 nChanged 14 SP:Iteration 9Q (1306.225065 sec): 3 clusters Score: Raw -61046.346903 + Penalty 1543.473478 = -59502.873425 nChanged 7 SP:Iteration 10Q (1306.292202 sec): 3 clusters Score: Raw -61048.651445 + Penalty 1543.473478 = -59505.177967 nChanged 4 SP:Iteration 11Q (1306.376582 sec): 3 clusters Score: Raw -61050.312992 + Penalty 1543.473478 = -59506.839514 nChanged 3 SP:Iteration 12Q (1306.465283 sec): 3 clusters Score: Raw -61051.880525 + Penalty 1543.473478 = -59508.407047 nChanged 1 SP:Iteration 13Q (1306.553936 sec): 3 clusters Score: Raw -61052.273345 + Penalty 1543.473478 = -59508.799867 nChanged 0 SP:Iteration 14F (1306.622757 sec): 3 clusters Score: Raw -61052.273345 + Penalty 1543.473478 = -59508.799867 nChanged 0 Trying to split cluster 5 (5533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1306.680015 sec): 2 clusters Score: Raw -293407.763887 + Penalty 904.940972 = -292502.822916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1306.870678 sec): 3 clusters Score: Raw -290357.299954 + Penalty 1809.881943 = -288547.418011 nChanged 2356 SP:Iteration 1F (1306.974732 sec): 3 clusters Score: Raw -291872.486615 + Penalty 1809.881943 = -290062.604672 nChanged 443 SP:Iteration 2F (1307.108175 sec): 3 clusters Score: Raw -292217.663974 + Penalty 1809.881943 = -290407.782031 nChanged 410 SP:Iteration 3F (1307.231863 sec): 3 clusters Score: Raw -292539.713384 + Penalty 1809.881943 = -290729.831441 nChanged 339 SP:Iteration 4F (1307.339971 sec): 3 clusters Score: Raw -292773.832602 + Penalty 1809.881943 = -290963.950659 nChanged 297 SP:Iteration 5F (1307.443413 sec): 3 clusters Score: Raw -292973.322972 + Penalty 1809.881943 = -291163.441029 nChanged 240 SP:Iteration 6Q (1307.581829 sec): 3 clusters Score: Raw -293148.122681 + Penalty 1809.881943 = -291338.240738 nChanged 220 SP:Iteration 7Q (1307.671047 sec): 3 clusters Score: Raw -293298.470374 + Penalty 1809.881943 = -291488.588430 nChanged 178 SP:Iteration 8Q (1307.777664 sec): 3 clusters Score: Raw -293404.443260 + Penalty 1809.881943 = -291594.561317 nChanged 132 SP:Iteration 9Q (1307.880951 sec): 3 clusters Score: Raw -293475.090393 + Penalty 1809.881943 = -291665.208450 nChanged 113 SP:Iteration 10Q (1307.978275 sec): 3 clusters Score: Raw -293539.008486 + Penalty 1809.881943 = -291729.126543 nChanged 100 SP:Iteration 11Q (1308.085489 sec): 3 clusters Score: Raw -293579.904858 + Penalty 1809.881943 = -291770.022915 nChanged 70 SP:Iteration 12Q (1308.244127 sec): 3 clusters Score: Raw -293605.923729 + Penalty 1809.881943 = -291796.041786 nChanged 71 SP:Iteration 13Q (1308.399174 sec): 3 clusters Score: Raw -293630.421923 + Penalty 1809.881943 = -291820.539980 nChanged 67 SP:Iteration 14Q (1308.480435 sec): 3 clusters Score: Raw -293654.687140 + Penalty 1809.881943 = -291844.805197 nChanged 55 SP:Iteration 15Q (1308.565082 sec): 3 clusters Score: Raw -293677.577363 + Penalty 1809.881943 = -291867.695420 nChanged 53 SP:Iteration 16Q (1308.672415 sec): 3 clusters Score: Raw -293699.872820 + Penalty 1809.881943 = -291889.990877 nChanged 53 SP:Iteration 17Q (1308.769972 sec): 3 clusters Score: Raw -293724.537113 + Penalty 1809.881943 = -291914.655170 nChanged 55 SP:Iteration 18Q (1308.868094 sec): 3 clusters Score: Raw -293753.298240 + Penalty 1809.881943 = -291943.416297 nChanged 62 SP:Iteration 19Q (1308.969160 sec): 3 clusters Score: Raw -293788.811499 + Penalty 1809.881943 = -291978.929556 nChanged 57 SP:Iteration 20F (1309.069870 sec): 3 clusters Score: Raw -293824.239238 + Penalty 1809.881943 = -292014.357295 nChanged 52 SP:Iteration 21Q (1309.163488 sec): 3 clusters Score: Raw -293853.169506 + Penalty 1809.881943 = -292043.287563 nChanged 58 SP:Iteration 22Q (1309.290317 sec): 3 clusters Score: Raw -293879.358561 + Penalty 1809.881943 = -292069.476618 nChanged 41 SP:Iteration 23Q (1309.402587 sec): 3 clusters Score: Raw -293890.683781 + Penalty 1809.881943 = -292080.801838 nChanged 31 SP:Iteration 24Q (1309.516487 sec): 3 clusters Score: Raw -293898.120509 + Penalty 1809.881943 = -292088.238566 nChanged 24 SP:Iteration 25Q (1309.624554 sec): 3 clusters Score: Raw -293906.053602 + Penalty 1809.881943 = -292096.171659 nChanged 27 SP:Iteration 26Q (1309.736006 sec): 3 clusters Score: Raw -293915.467017 + Penalty 1809.881943 = -292105.585074 nChanged 40 SP:Iteration 27Q (1309.838198 sec): 3 clusters Score: Raw -293932.973553 + Penalty 1809.881943 = -292123.091610 nChanged 38 SP:Iteration 28Q (1309.941869 sec): 3 clusters Score: Raw -293953.778801 + Penalty 1809.881943 = -292143.896858 nChanged 44 SP:Iteration 29Q (1310.040493 sec): 3 clusters Score: Raw -293979.250070 + Penalty 1809.881943 = -292169.368127 nChanged 46 SP:Iteration 30Q (1310.124966 sec): 3 clusters Score: Raw -294002.782488 + Penalty 1809.881943 = -292192.900545 nChanged 50 SP:Iteration 31Q (1310.224575 sec): 3 clusters Score: Raw -294027.703992 + Penalty 1809.881943 = -292217.822049 nChanged 44 SP:Iteration 32Q (1310.349047 sec): 3 clusters Score: Raw -294046.763721 + Penalty 1809.881943 = -292236.881778 nChanged 35 SP:Iteration 33Q (1310.460086 sec): 3 clusters Score: Raw -294065.624009 + Penalty 1809.881943 = -292255.742066 nChanged 43 SP:Iteration 34Q (1310.567342 sec): 3 clusters Score: Raw -294087.817884 + Penalty 1809.881943 = -292277.935941 nChanged 38 SP:Iteration 35Q (1310.700089 sec): 3 clusters Score: Raw -294108.989703 + Penalty 1809.881943 = -292299.107760 nChanged 49 SP:Iteration 36Q (1310.826302 sec): 3 clusters Score: Raw -294130.177203 + Penalty 1809.881943 = -292320.295260 nChanged 28 SP:Iteration 37Q (1310.906816 sec): 3 clusters Score: Raw -294138.085426 + Penalty 1809.881943 = -292328.203483 nChanged 25 SP:Iteration 38Q (1311.021048 sec): 3 clusters Score: Raw -294146.941548 + Penalty 1809.881943 = -292337.059605 nChanged 26 SP:Iteration 39Q (1311.119667 sec): 3 clusters Score: Raw -294155.029638 + Penalty 1809.881943 = -292345.147695 nChanged 22 SP:Iteration 40F (1311.211562 sec): 3 clusters Score: Raw -294162.045277 + Penalty 1809.881943 = -292352.163334 nChanged 17 SP:Iteration 41Q (1311.318486 sec): 3 clusters Score: Raw -294166.850305 + Penalty 1809.881943 = -292356.968362 nChanged 14 SP:Iteration 42Q (1311.430760 sec): 3 clusters Score: Raw -294170.054331 + Penalty 1809.881943 = -292360.172388 nChanged 8 SP:Iteration 43Q (1311.551867 sec): 3 clusters Score: Raw -294171.633886 + Penalty 1809.881943 = -292361.751943 nChanged 8 SP:Iteration 44Q (1311.672278 sec): 3 clusters Score: Raw -294173.357073 + Penalty 1809.881943 = -292363.475130 nChanged 7 SP:Iteration 45Q (1311.787859 sec): 3 clusters Score: Raw -294174.568874 + Penalty 1809.881943 = -292364.686931 nChanged 7 SP:Iteration 46Q (1311.892531 sec): 3 clusters Score: Raw -294175.570616 + Penalty 1809.881943 = -292365.688673 nChanged 8 SP:Iteration 47Q (1312.008295 sec): 3 clusters Score: Raw -294176.835995 + Penalty 1809.881943 = -292366.954052 nChanged 5 SP:Iteration 48Q (1312.129733 sec): 3 clusters Score: Raw -294177.440338 + Penalty 1809.881943 = -292367.558395 nChanged 3 SP:Iteration 49Q (1312.236010 sec): 3 clusters Score: Raw -294177.798715 + Penalty 1809.881943 = -292367.916772 nChanged 1 SP:Iteration 50Q (1312.342913 sec): 3 clusters Score: Raw -294177.947355 + Penalty 1809.881943 = -292368.065412 nChanged 1 SP:Iteration 51Q (1312.451550 sec): 3 clusters Score: Raw -294178.040986 + Penalty 1809.881943 = -292368.159043 nChanged 0 SP:Iteration 52F (1312.567704 sec): 3 clusters Score: Raw -294178.040986 + Penalty 1809.881943 = -292368.159043 nChanged 0 Trying to split cluster 6 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1312.621356 sec): 2 clusters Score: Raw -32149.365375 + Penalty 696.636503 = -31452.728873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.711121 sec): 3 clusters Score: Raw -31914.379127 + Penalty 1393.273005 = -30521.106122 nChanged 273 SP:Iteration 1F (1312.846115 sec): 3 clusters Score: Raw -32206.267732 + Penalty 1393.273005 = -30812.994726 nChanged 70 SP:Iteration 2F (1312.940199 sec): 3 clusters Score: Raw -32291.646345 + Penalty 1393.273005 = -30898.373340 nChanged 52 SP:Iteration 3F (1313.028059 sec): 3 clusters Score: Raw -32371.075250 + Penalty 1393.273005 = -30977.802245 nChanged 45 SP:Iteration 4F (1313.115705 sec): 3 clusters Score: Raw -32452.732983 + Penalty 1393.273005 = -31059.459978 nChanged 34 SP:Iteration 5Q (1313.203197 sec): 3 clusters Score: Raw -32528.403970 + Penalty 1393.273005 = -31135.130965 nChanged 35 SP:Iteration 6Q (1313.290880 sec): 3 clusters Score: Raw -32592.877084 + Penalty 1393.273005 = -31199.604079 nChanged 23 SP:Iteration 7Q (1313.378924 sec): 3 clusters Score: Raw -32641.421475 + Penalty 1393.273005 = -31248.148470 nChanged 23 SP:Iteration 8Q (1313.465985 sec): 3 clusters Score: Raw -32677.796820 + Penalty 1393.273005 = -31284.523815 nChanged 11 SP:Iteration 9Q (1313.525655 sec): 3 clusters Score: Raw -32690.538679 + Penalty 1393.273005 = -31297.265674 nChanged 6 SP:Iteration 10Q (1313.602747 sec): 3 clusters Score: Raw -32697.533673 + Penalty 1393.273005 = -31304.260668 nChanged 1 SP:Iteration 11Q (1313.691531 sec): 3 clusters Score: Raw -32697.926737 + Penalty 1393.273005 = -31304.653732 nChanged 0 SP:Iteration 12F (1313.796236 sec): 3 clusters Score: Raw -32697.926737 + Penalty 1393.273005 = -31304.653732 nChanged 0 Trying to split cluster 7 (3872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1313.860629 sec): 2 clusters Score: Raw -189751.933360 + Penalty 867.460277 = -188884.473083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1313.950836 sec): 3 clusters Score: Raw -187673.386042 + Penalty 1734.920554 = -185938.465488 nChanged 1649 SP:Iteration 1F (1314.048135 sec): 3 clusters Score: Raw -188784.768116 + Penalty 1734.920554 = -187049.847561 nChanged 337 SP:Iteration 2F (1314.120724 sec): 3 clusters Score: Raw -189076.136635 + Penalty 1734.920554 = -187341.216081 nChanged 274 SP:Iteration 3F (1314.221563 sec): 3 clusters Score: Raw -189304.548143 + Penalty 1734.920554 = -187569.627589 nChanged 258 SP:Iteration 4F (1314.318701 sec): 3 clusters Score: Raw -189538.465740 + Penalty 1734.920554 = -187803.545186 nChanged 238 SP:Iteration 5F (1314.386902 sec): 3 clusters Score: Raw -189743.907398 + Penalty 1734.920554 = -188008.986844 nChanged 186 SP:Iteration 6Q (1314.479521 sec): 3 clusters Score: Raw -189911.521888 + Penalty 1734.920554 = -188176.601333 nChanged 140 SP:Iteration 7Q (1314.593404 sec): 3 clusters Score: Raw -190020.899783 + Penalty 1734.920554 = -188285.979229 nChanged 105 SP:Iteration 8Q (1314.660451 sec): 3 clusters Score: Raw -190098.674215 + Penalty 1734.920554 = -188363.753661 nChanged 93 SP:Iteration 9Q (1314.751504 sec): 3 clusters Score: Raw -190159.713188 + Penalty 1734.920554 = -188424.792634 nChanged 76 SP:Iteration 10Q (1314.835823 sec): 3 clusters Score: Raw -190202.271161 + Penalty 1734.920554 = -188467.350606 nChanged 48 SP:Iteration 11Q (1314.916993 sec): 3 clusters Score: Raw -190233.584752 + Penalty 1734.920554 = -188498.664197 nChanged 46 SP:Iteration 12Q (1315.004682 sec): 3 clusters Score: Raw -190268.524006 + Penalty 1734.920554 = -188533.603452 nChanged 52 SP:Iteration 13Q (1315.102266 sec): 3 clusters Score: Raw -190351.997481 + Penalty 1734.920554 = -188617.076927 nChanged 80 SP:Iteration 14Q (1315.169773 sec): 3 clusters Score: Raw -190544.491605 + Penalty 1734.920554 = -188809.571051 nChanged 89 SP:Iteration 15Q (1315.269079 sec): 3 clusters Score: Raw -190795.101382 + Penalty 1734.920554 = -189060.180828 nChanged 90 SP:Iteration 16Q (1315.354798 sec): 3 clusters Score: Raw -191046.254640 + Penalty 1734.920554 = -189311.334086 nChanged 88 SP:Iteration 17Q (1315.417565 sec): 3 clusters Score: Raw -191195.302320 + Penalty 1734.920554 = -189460.381766 nChanged 66 SP:Iteration 18Q (1315.503310 sec): 3 clusters Score: Raw -191257.768521 + Penalty 1734.920554 = -189522.847967 nChanged 42 SP:Iteration 19Q (1315.606406 sec): 3 clusters Score: Raw -191291.001810 + Penalty 1734.920554 = -189556.081256 nChanged 34 SP:Iteration 20F (1315.710614 sec): 3 clusters Score: Raw -191312.682028 + Penalty 1734.920554 = -189577.761474 nChanged 23 SP:Iteration 21Q (1315.826910 sec): 3 clusters Score: Raw -191322.454127 + Penalty 1734.920554 = -189587.533573 nChanged 12 SP:Iteration 22Q (1315.902811 sec): 3 clusters Score: Raw -191326.558747 + Penalty 1734.920554 = -189591.638193 nChanged 7 SP:Iteration 23Q (1315.979317 sec): 3 clusters Score: Raw -191328.441561 + Penalty 1734.920554 = -189593.521007 nChanged 3 SP:Iteration 24Q (1316.078062 sec): 3 clusters Score: Raw -191329.266088 + Penalty 1734.920554 = -189594.345534 nChanged 2 SP:Iteration 25Q (1316.173843 sec): 3 clusters Score: Raw -191330.035780 + Penalty 1734.920554 = -189595.115226 nChanged 4 SP:Iteration 26Q (1316.256116 sec): 3 clusters Score: Raw -191331.258041 + Penalty 1734.920554 = -189596.337486 nChanged 2 SP:Iteration 27Q (1316.356392 sec): 3 clusters Score: Raw -191331.767733 + Penalty 1734.920554 = -189596.847179 nChanged 2 SP:Iteration 28Q (1316.444098 sec): 3 clusters Score: Raw -191332.230910 + Penalty 1734.920554 = -189597.310356 nChanged 1 SP:Iteration 29Q (1316.528587 sec): 3 clusters Score: Raw -191332.439240 + Penalty 1734.920554 = -189597.518686 nChanged 0 SP:Iteration 30F (1316.616895 sec): 3 clusters Score: Raw -191332.439240 + Penalty 1734.920554 = -189597.518686 nChanged 0 Score: Raw -1999756.547964 + Penalty 13383.916901 = -1986372.631063 Splitting cluster 7 changes total score from -1985812.618069 to -1986372.631063 So it's getting split into cluster 12. Trying to split cluster 8 (2142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1317.476394 sec): 2 clusters Score: Raw -93460.583388 + Penalty 805.297001 = -92655.286387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1317.560378 sec): 3 clusters Score: Raw -92432.266325 + Penalty 1610.594003 = -90821.672322 nChanged 807 SP:Iteration 1F (1317.654691 sec): 3 clusters Score: Raw -93029.497937 + Penalty 1610.594003 = -91418.903934 nChanged 204 SP:Iteration 2F (1317.737744 sec): 3 clusters Score: Raw -93190.915857 + Penalty 1610.594003 = -91580.321854 nChanged 131 SP:Iteration 3F (1317.798374 sec): 3 clusters Score: Raw -93294.382468 + Penalty 1610.594003 = -91683.788465 nChanged 86 SP:Iteration 4Q (1317.892498 sec): 3 clusters Score: Raw -93346.131248 + Penalty 1610.594003 = -91735.537245 nChanged 63 SP:Iteration 5Q (1317.963415 sec): 3 clusters Score: Raw -93400.703839 + Penalty 1610.594003 = -91790.109836 nChanged 59 SP:Iteration 6Q (1318.052895 sec): 3 clusters Score: Raw -93445.170878 + Penalty 1610.594003 = -91834.576875 nChanged 60 SP:Iteration 7Q (1318.140684 sec): 3 clusters Score: Raw -93487.240836 + Penalty 1610.594003 = -91876.646833 nChanged 46 SP:Iteration 8Q (1318.206367 sec): 3 clusters Score: Raw -93527.378781 + Penalty 1610.594003 = -91916.784778 nChanged 39 SP:Iteration 9Q (1318.279993 sec): 3 clusters Score: Raw -93552.982737 + Penalty 1610.594003 = -91942.388734 nChanged 42 SP:Iteration 10Q (1318.362987 sec): 3 clusters Score: Raw -93571.958555 + Penalty 1610.594003 = -91961.364552 nChanged 34 SP:Iteration 11Q (1318.437780 sec): 3 clusters Score: Raw -93593.058553 + Penalty 1610.594003 = -91982.464551 nChanged 33 SP:Iteration 12Q (1318.497008 sec): 3 clusters Score: Raw -93616.284755 + Penalty 1610.594003 = -92005.690753 nChanged 44 SP:Iteration 13Q (1318.583650 sec): 3 clusters Score: Raw -93651.410493 + Penalty 1610.594003 = -92040.816490 nChanged 49 SP:Iteration 14Q (1318.654933 sec): 3 clusters Score: Raw -93697.228987 + Penalty 1610.594003 = -92086.634985 nChanged 60 SP:Iteration 15Q (1318.725005 sec): 3 clusters Score: Raw -93755.067756 + Penalty 1610.594003 = -92144.473754 nChanged 67 SP:Iteration 16Q (1318.799518 sec): 3 clusters Score: Raw -93818.176689 + Penalty 1610.594003 = -92207.582686 nChanged 61 SP:Iteration 17Q (1318.870145 sec): 3 clusters Score: Raw -93877.759344 + Penalty 1610.594003 = -92267.165341 nChanged 61 SP:Iteration 18Q (1318.941670 sec): 3 clusters Score: Raw -93932.769148 + Penalty 1610.594003 = -92322.175145 nChanged 50 SP:Iteration 19Q (1319.009215 sec): 3 clusters Score: Raw -93974.468407 + Penalty 1610.594003 = -92363.874404 nChanged 44 SP:Iteration 20F (1319.089473 sec): 3 clusters Score: Raw -94013.184358 + Penalty 1610.594003 = -92402.590356 nChanged 50 SP:Iteration 21Q (1319.156875 sec): 3 clusters Score: Raw -94052.731451 + Penalty 1610.594003 = -92442.137448 nChanged 49 SP:Iteration 22Q (1319.240022 sec): 3 clusters Score: Raw -94089.704590 + Penalty 1610.594003 = -92479.110587 nChanged 32 SP:Iteration 23Q (1319.322392 sec): 3 clusters Score: Raw -94111.317703 + Penalty 1610.594003 = -92500.723700 nChanged 24 SP:Iteration 24Q (1319.405458 sec): 3 clusters Score: Raw -94124.917318 + Penalty 1610.594003 = -92514.323315 nChanged 18 SP:Iteration 25Q (1319.489218 sec): 3 clusters Score: Raw -94133.315595 + Penalty 1610.594003 = -92522.721592 nChanged 16 SP:Iteration 26Q (1319.548118 sec): 3 clusters Score: Raw -94141.845394 + Penalty 1610.594003 = -92531.251392 nChanged 17 SP:Iteration 27Q (1319.639965 sec): 3 clusters Score: Raw -94151.644410 + Penalty 1610.594003 = -92541.050407 nChanged 12 SP:Iteration 28Q (1319.717734 sec): 3 clusters Score: Raw -94156.883382 + Penalty 1610.594003 = -92546.289380 nChanged 9 SP:Iteration 29Q (1319.785367 sec): 3 clusters Score: Raw -94160.915502 + Penalty 1610.594003 = -92550.321499 nChanged 6 SP:Iteration 30Q (1319.863349 sec): 3 clusters Score: Raw -94163.515727 + Penalty 1610.594003 = -92552.921724 nChanged 6 SP:Iteration 31Q (1319.938740 sec): 3 clusters Score: Raw -94166.485683 + Penalty 1610.594003 = -92555.891681 nChanged 7 SP:Iteration 32Q (1320.016574 sec): 3 clusters Score: Raw -94170.166427 + Penalty 1610.594003 = -92559.572424 nChanged 8 SP:Iteration 33Q (1320.108683 sec): 3 clusters Score: Raw -94174.788536 + Penalty 1610.594003 = -92564.194533 nChanged 4 SP:Iteration 34Q (1320.197931 sec): 3 clusters Score: Raw -94175.752765 + Penalty 1610.594003 = -92565.158763 nChanged 4 SP:Iteration 35Q (1320.276733 sec): 3 clusters Score: Raw -94177.595166 + Penalty 1610.594003 = -92567.001164 nChanged 3 SP:Iteration 36Q (1320.353577 sec): 3 clusters Score: Raw -94178.624595 + Penalty 1610.594003 = -92568.030592 nChanged 1 SP:Iteration 37Q (1320.421862 sec): 3 clusters Score: Raw -94178.751946 + Penalty 1610.594003 = -92568.157943 nChanged 0 SP:Iteration 38F (1320.504744 sec): 3 clusters Score: Raw -94178.751946 + Penalty 1610.594003 = -92568.157943 nChanged 0 Trying to split cluster 9 (1279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1320.547816 sec): 2 clusters Score: Raw -42640.036966 + Penalty 751.152549 = -41888.884416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1320.639770 sec): 3 clusters Score: Raw -42127.844597 + Penalty 1502.305098 = -40625.539498 nChanged 473 SP:Iteration 1F (1320.728111 sec): 3 clusters Score: Raw -42531.394835 + Penalty 1502.305098 = -41029.089736 nChanged 141 SP:Iteration 2F (1320.809689 sec): 3 clusters Score: Raw -42696.975487 + Penalty 1502.305098 = -41194.670389 nChanged 98 SP:Iteration 3F (1320.889874 sec): 3 clusters Score: Raw -42811.712248 + Penalty 1502.305098 = -41309.407150 nChanged 72 SP:Iteration 4F (1320.972254 sec): 3 clusters Score: Raw -42919.589110 + Penalty 1502.305098 = -41417.284012 nChanged 60 SP:Iteration 5Q (1321.073937 sec): 3 clusters Score: Raw -42996.116918 + Penalty 1502.305098 = -41493.811820 nChanged 46 SP:Iteration 6Q (1321.136861 sec): 3 clusters Score: Raw -43039.179174 + Penalty 1502.305098 = -41536.874076 nChanged 32 SP:Iteration 7Q (1321.227085 sec): 3 clusters Score: Raw -43066.567285 + Penalty 1502.305098 = -41564.262187 nChanged 27 SP:Iteration 8Q (1321.325683 sec): 3 clusters Score: Raw -43092.218208 + Penalty 1502.305098 = -41589.913110 nChanged 26 SP:Iteration 9Q (1321.434606 sec): 3 clusters Score: Raw -43121.150153 + Penalty 1502.305098 = -41618.845055 nChanged 23 SP:Iteration 10Q (1321.505806 sec): 3 clusters Score: Raw -43136.377290 + Penalty 1502.305098 = -41634.072192 nChanged 15 SP:Iteration 11Q (1321.598755 sec): 3 clusters Score: Raw -43146.763822 + Penalty 1502.305098 = -41644.458723 nChanged 12 SP:Iteration 12Q (1321.683418 sec): 3 clusters Score: Raw -43151.612435 + Penalty 1502.305098 = -41649.307336 nChanged 6 SP:Iteration 13Q (1321.780860 sec): 3 clusters Score: Raw -43153.300912 + Penalty 1502.305098 = -41650.995814 nChanged 4 SP:Iteration 14Q (1321.872471 sec): 3 clusters Score: Raw -43154.961309 + Penalty 1502.305098 = -41652.656211 nChanged 4 SP:Iteration 15Q (1321.961415 sec): 3 clusters Score: Raw -43158.906728 + Penalty 1502.305098 = -41656.601630 nChanged 8 SP:Iteration 16Q (1322.051507 sec): 3 clusters Score: Raw -43164.030487 + Penalty 1502.305098 = -41661.725389 nChanged 7 SP:Iteration 17Q (1322.139189 sec): 3 clusters Score: Raw -43166.322548 + Penalty 1502.305098 = -41664.017450 nChanged 3 SP:Iteration 18Q (1322.227651 sec): 3 clusters Score: Raw -43167.395176 + Penalty 1502.305098 = -41665.090077 nChanged 2 SP:Iteration 19Q (1322.303044 sec): 3 clusters Score: Raw -43168.745487 + Penalty 1502.305098 = -41666.440388 nChanged 2 SP:Iteration 20F (1322.391283 sec): 3 clusters Score: Raw -43170.728260 + Penalty 1502.305098 = -41668.423162 nChanged 4 SP:Iteration 21Q (1322.479281 sec): 3 clusters Score: Raw -43172.826686 + Penalty 1502.305098 = -41670.521587 nChanged 2 SP:Iteration 22Q (1322.567352 sec): 3 clusters Score: Raw -43173.252992 + Penalty 1502.305098 = -41670.947894 nChanged 2 SP:Iteration 23Q (1322.672635 sec): 3 clusters Score: Raw -43173.829999 + Penalty 1502.305098 = -41671.524900 nChanged 2 SP:Iteration 24Q (1322.764575 sec): 3 clusters Score: Raw -43174.121420 + Penalty 1502.305098 = -41671.816322 nChanged 0 SP:Iteration 25F (1322.826841 sec): 3 clusters Score: Raw -43174.121420 + Penalty 1502.305098 = -41671.816322 nChanged 0 Trying to split cluster 10 (16495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1322.937385 sec): 2 clusters Score: Raw -912285.286636 + Penalty 1019.635321 = -911265.651315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1323.115006 sec): 3 clusters Score: Raw -902110.535674 + Penalty 2039.270643 = -900071.265032 nChanged 7657 SP:Iteration 1F (1323.300366 sec): 3 clusters Score: Raw -906905.386370 + Penalty 2039.270643 = -904866.115728 nChanged 1352 SP:Iteration 2F (1323.445019 sec): 3 clusters Score: Raw -907901.827182 + Penalty 2039.270643 = -905862.556539 nChanged 1447 SP:Iteration 3F (1323.621764 sec): 3 clusters Score: Raw -909009.711438 + Penalty 2039.270643 = -906970.440795 nChanged 1301 SP:Iteration 4F (1323.762711 sec): 3 clusters Score: Raw -909883.785955 + Penalty 2039.270643 = -907844.515312 nChanged 1021 SP:Iteration 5F (1323.923772 sec): 3 clusters Score: Raw -910464.764305 + Penalty 2039.270643 = -908425.493663 nChanged 731 SP:Iteration 6Q (1324.089751 sec): 3 clusters Score: Raw -910810.899999 + Penalty 2039.270643 = -908771.629356 nChanged 524 SP:Iteration 7Q (1324.249905 sec): 3 clusters Score: Raw -911062.454045 + Penalty 2039.270643 = -909023.183402 nChanged 451 SP:Iteration 8Q (1324.390343 sec): 3 clusters Score: Raw -911276.753588 + Penalty 2039.270643 = -909237.482945 nChanged 378 SP:Iteration 9Q (1324.514131 sec): 3 clusters Score: Raw -911466.385606 + Penalty 2039.270643 = -909427.114964 nChanged 348 SP:Iteration 10Q (1324.641341 sec): 3 clusters Score: Raw -911624.087714 + Penalty 2039.270643 = -909584.817072 nChanged 279 SP:Iteration 11Q (1324.769180 sec): 3 clusters Score: Raw -911749.155243 + Penalty 2039.270643 = -909709.884600 nChanged 264 SP:Iteration 12Q (1324.895551 sec): 3 clusters Score: Raw -911859.619939 + Penalty 2039.270643 = -909820.349297 nChanged 247 SP:Iteration 13Q (1325.017618 sec): 3 clusters Score: Raw -911962.465469 + Penalty 2039.270643 = -909923.194827 nChanged 203 SP:Iteration 14Q (1325.144185 sec): 3 clusters Score: Raw -912050.714148 + Penalty 2039.270643 = -910011.443505 nChanged 202 SP:Iteration 15Q (1325.270504 sec): 3 clusters Score: Raw -912151.959964 + Penalty 2039.270643 = -910112.689321 nChanged 200 SP:Iteration 16Q (1325.396679 sec): 3 clusters Score: Raw -912247.281170 + Penalty 2039.270643 = -910208.010528 nChanged 173 SP:Iteration 17Q (1325.540039 sec): 3 clusters Score: Raw -912327.822842 + Penalty 2039.270643 = -910288.552199 nChanged 167 SP:Iteration 18Q (1325.666528 sec): 3 clusters Score: Raw -912410.061430 + Penalty 2039.270643 = -910370.790788 nChanged 155 SP:Iteration 19Q (1325.858023 sec): 3 clusters Score: Raw -912487.061514 + Penalty 2039.270643 = -910447.790872 nChanged 156 SP:Iteration 20F (1325.998227 sec): 3 clusters Score: Raw -912568.632267 + Penalty 2039.270643 = -910529.361625 nChanged 136 SP:Iteration 21Q (1326.147131 sec): 3 clusters Score: Raw -912636.261849 + Penalty 2039.270643 = -910596.991206 nChanged 125 SP:Iteration 22Q (1326.292171 sec): 3 clusters Score: Raw -912700.938364 + Penalty 2039.270643 = -910661.667721 nChanged 132 SP:Iteration 23Q (1326.416670 sec): 3 clusters Score: Raw -912763.398922 + Penalty 2039.270643 = -910724.128279 nChanged 115 SP:Iteration 24Q (1326.544791 sec): 3 clusters Score: Raw -912827.102162 + Penalty 2039.270643 = -910787.831519 nChanged 110 SP:Iteration 25Q (1326.588280 sec): 3 clusters Score: Raw -912890.246031 + Penalty 2039.270643 = -910850.975389 nChanged 86 SP:Iteration 26Q (1326.717584 sec): 3 clusters Score: Raw -912927.094473 + Penalty 2039.270643 = -910887.823831 nChanged 65 SP:Iteration 27Q (1326.862146 sec): 3 clusters Score: Raw -912950.931408 + Penalty 2039.270643 = -910911.660765 nChanged 44 SP:Iteration 28Q (1326.970502 sec): 3 clusters Score: Raw -912963.621116 + Penalty 2039.270643 = -910924.350474 nChanged 28 SP:Iteration 29Q (1327.083314 sec): 3 clusters Score: Raw -912971.483775 + Penalty 2039.270643 = -910932.213132 nChanged 27 SP:Iteration 30Q (1327.207684 sec): 3 clusters Score: Raw -912976.846632 + Penalty 2039.270643 = -910937.575989 nChanged 21 SP:Iteration 31Q (1327.340932 sec): 3 clusters Score: Raw -912980.229800 + Penalty 2039.270643 = -910940.959158 nChanged 21 SP:Iteration 32Q (1327.437248 sec): 3 clusters Score: Raw -912986.235330 + Penalty 2039.270643 = -910946.964688 nChanged 16 SP:Iteration 33Q (1327.560041 sec): 3 clusters Score: Raw -912989.460321 + Penalty 2039.270643 = -910950.189679 nChanged 13 SP:Iteration 34Q (1327.676335 sec): 3 clusters Score: Raw -912991.957278 + Penalty 2039.270643 = -910952.686635 nChanged 7 SP:Iteration 35Q (1327.816591 sec): 3 clusters Score: Raw -912992.735408 + Penalty 2039.270643 = -910953.464765 nChanged 10 SP:Iteration 36Q (1327.867992 sec): 3 clusters Score: Raw -912995.915133 + Penalty 2039.270643 = -910956.644490 nChanged 13 SP:Iteration 37Q (1327.930282 sec): 3 clusters Score: Raw -913000.162156 + Penalty 2039.270643 = -910960.891513 nChanged 13 SP:Iteration 38Q (1327.993711 sec): 3 clusters Score: Raw -913005.592536 + Penalty 2039.270643 = -910966.321894 nChanged 21 SP:Iteration 39Q (1328.107612 sec): 3 clusters Score: Raw -913010.689834 + Penalty 2039.270643 = -910971.419191 nChanged 12 SP:Iteration 40F (1328.203155 sec): 3 clusters Score: Raw -913013.326169 + Penalty 2039.270643 = -910974.055527 nChanged 11 SP:Iteration 41Q (1328.348120 sec): 3 clusters Score: Raw -913016.631229 + Penalty 2039.270643 = -910977.360586 nChanged 17 SP:Iteration 42Q (1328.455084 sec): 3 clusters Score: Raw -913023.735277 + Penalty 2039.270643 = -910984.464635 nChanged 25 SP:Iteration 43Q (1328.580537 sec): 3 clusters Score: Raw -913032.688392 + Penalty 2039.270643 = -910993.417750 nChanged 25 SP:Iteration 44Q (1328.698520 sec): 3 clusters Score: Raw -913041.544857 + Penalty 2039.270643 = -911002.274214 nChanged 29 SP:Iteration 45Q (1328.799937 sec): 3 clusters Score: Raw -913053.702330 + Penalty 2039.270643 = -911014.431687 nChanged 32 SP:Iteration 46Q (1328.952696 sec): 3 clusters Score: Raw -913067.674171 + Penalty 2039.270643 = -911028.403529 nChanged 37 SP:Iteration 47Q (1329.063623 sec): 3 clusters Score: Raw -913085.870217 + Penalty 2039.270643 = -911046.599574 nChanged 34 SP:Iteration 48Q (1329.174774 sec): 3 clusters Score: Raw -913095.213203 + Penalty 2039.270643 = -911055.942560 nChanged 24 SP:Iteration 49Q (1329.290748 sec): 3 clusters Score: Raw -913104.004049 + Penalty 2039.270643 = -911064.733406 nChanged 23 SP:Iteration 50Q (1329.389778 sec): 3 clusters Score: Raw -913114.548016 + Penalty 2039.270643 = -911075.277373 nChanged 27 SP:Iteration 51Q (1329.505040 sec): 3 clusters Score: Raw -913126.777776 + Penalty 2039.270643 = -911087.507133 nChanged 29 SP:Iteration 52Q (1329.610430 sec): 3 clusters Score: Raw -913133.782019 + Penalty 2039.270643 = -911094.511376 nChanged 26 SP:Iteration 53Q (1329.719177 sec): 3 clusters Score: Raw -913139.076943 + Penalty 2039.270643 = -911099.806300 nChanged 14 SP:Iteration 54Q (1329.823387 sec): 3 clusters Score: Raw -913142.437069 + Penalty 2039.270643 = -911103.166426 nChanged 10 SP:Iteration 55Q (1329.928372 sec): 3 clusters Score: Raw -913146.338426 + Penalty 2039.270643 = -911107.067783 nChanged 11 SP:Iteration 56Q (1330.030554 sec): 3 clusters Score: Raw -913148.757980 + Penalty 2039.270643 = -911109.487337 nChanged 12 SP:Iteration 57Q (1330.150521 sec): 3 clusters Score: Raw -913153.046429 + Penalty 2039.270643 = -911113.775786 nChanged 16 SP:Iteration 58Q (1330.254605 sec): 3 clusters Score: Raw -913157.153785 + Penalty 2039.270643 = -911117.883142 nChanged 13 SP:Iteration 59Q (1330.340268 sec): 3 clusters Score: Raw -913159.429341 + Penalty 2039.270643 = -911120.158699 nChanged 8 SP:Iteration 60F (1330.454928 sec): 3 clusters Score: Raw -913160.508671 + Penalty 2039.270643 = -911121.238028 nChanged 8 SP:Iteration 61Q (1330.559839 sec): 3 clusters Score: Raw -913161.708705 + Penalty 2039.270643 = -911122.438063 nChanged 5 SP:Iteration 62Q (1330.651173 sec): 3 clusters Score: Raw -913162.204829 + Penalty 2039.270643 = -911122.934187 nChanged 1 SP:Iteration 63Q (1330.761314 sec): 3 clusters Score: Raw -913162.379524 + Penalty 2039.270643 = -911123.108882 nChanged 0 SP:Iteration 64F (1330.842346 sec): 3 clusters Score: Raw -913162.379524 + Penalty 2039.270643 = -911123.108882 nChanged 0 Iteration 59Q (1331.556129 sec): 13 clusters Score: Raw -2000188.723450 + Penalty 13383.916901 = -1986804.806550 nChanged 672 Iteration 60F (1332.263498 sec): 13 clusters Score: Raw -2000818.761638 + Penalty 13383.916901 = -1987434.844738 nChanged 708 Iteration 61Q (1332.794743 sec): 13 clusters Score: Raw -2001208.927977 + Penalty 13383.916901 = -1987825.011076 nChanged 473 Iteration 62Q (1333.216224 sec): 13 clusters Score: Raw -2001415.841560 + Penalty 13383.916901 = -1988031.924659 nChanged 348 Iteration 63Q (1333.732529 sec): 13 clusters Score: Raw -2001547.263896 + Penalty 13383.916901 = -1988163.346996 nChanged 315 Iteration 64Q (1334.358480 sec): 13 clusters Score: Raw -2001649.261017 + Penalty 13383.916901 = -1988265.344116 nChanged 250 Iteration 65Q (1335.220346 sec): 13 clusters Score: Raw -2001726.084122 + Penalty 13383.916901 = -1988342.167222 nChanged 230 Iteration 66Q (1336.057430 sec): 13 clusters Score: Raw -2001800.753473 + Penalty 13383.916901 = -1988416.836573 nChanged 212 Iteration 67Q (1336.944129 sec): 13 clusters Score: Raw -2001860.769914 + Penalty 13383.916901 = -1988476.853013 nChanged 176 Iteration 68Q (1337.771419 sec): 13 clusters Score: Raw -2001910.776720 + Penalty 13383.916901 = -1988526.859820 nChanged 145 Iteration 69Q (1338.534807 sec): 13 clusters Score: Raw -2001946.424192 + Penalty 13383.916901 = -1988562.507291 nChanged 143 Iteration 70Q (1339.336757 sec): 13 clusters Score: Raw -2001981.621564 + Penalty 13383.916901 = -1988597.704663 nChanged 117 Iteration 71Q (1340.192383 sec): 13 clusters Score: Raw -2002003.616811 + Penalty 13383.916901 = -1988619.699910 nChanged 89 Iteration 72Q (1340.974269 sec): 13 clusters Score: Raw -2002018.430326 + Penalty 13383.916901 = -1988634.513425 nChanged 74 Iteration 73Q (1341.626704 sec): 13 clusters Score: Raw -2002032.187520 + Penalty 13383.916901 = -1988648.270620 nChanged 76 Iteration 74Q (1342.292694 sec): 13 clusters Score: Raw -2002045.315326 + Penalty 13383.916901 = -1988661.398426 nChanged 70 Iteration 75Q (1342.902812 sec): 13 clusters Score: Raw -2002057.062781 + Penalty 13383.916901 = -1988673.145881 nChanged 54 Iteration 76Q (1343.515029 sec): 13 clusters Score: Raw -2002065.252415 + Penalty 13383.916901 = -1988681.335514 nChanged 58 Iteration 77Q (1344.125996 sec): 13 clusters Score: Raw -2002072.884196 + Penalty 13383.916901 = -1988688.967296 nChanged 47 Iteration 78Q (1344.779234 sec): 13 clusters Score: Raw -2002078.016163 + Penalty 13383.916901 = -1988694.099263 nChanged 36 Iteration 79Q (1345.437744 sec): 13 clusters Score: Raw -2002082.650730 + Penalty 13383.916901 = -1988698.733829 nChanged 31 Iteration 80F (1346.180924 sec): 13 clusters Score: Raw -2002106.761216 + Penalty 13383.916901 = -1988722.844315 nChanged 58 Iteration 81Q (1346.888030 sec): 13 clusters Score: Raw -2002121.900851 + Penalty 13383.916901 = -1988737.983951 nChanged 62 Iteration 82Q (1347.585099 sec): 13 clusters Score: Raw -2002133.318194 + Penalty 13383.916901 = -1988749.401293 nChanged 66 Iteration 83Q (1348.248448 sec): 13 clusters Score: Raw -2002144.345128 + Penalty 13383.916901 = -1988760.428228 nChanged 56 Iteration 84Q (1348.784504 sec): 13 clusters Score: Raw -2002151.909844 + Penalty 13383.916901 = -1988767.992944 nChanged 46 Iteration 85Q (1349.278944 sec): 13 clusters Score: Raw -2002157.733434 + Penalty 13383.916901 = -1988773.816533 nChanged 44 Iteration 86Q (1350.181988 sec): 13 clusters Score: Raw -2002163.303093 + Penalty 13383.916901 = -1988779.386193 nChanged 31 Iteration 87Q (1351.014517 sec): 13 clusters Score: Raw -2002166.755811 + Penalty 13383.916901 = -1988782.838910 nChanged 25 Iteration 88Q (1351.873147 sec): 13 clusters Score: Raw -2002170.689728 + Penalty 13383.916901 = -1988786.772828 nChanged 25 Iteration 89Q (1352.719697 sec): 13 clusters Score: Raw -2002173.217493 + Penalty 13383.916901 = -1988789.300593 nChanged 21 Iteration 90Q (1353.224932 sec): 13 clusters Score: Raw -2002175.515408 + Penalty 13383.916901 = -1988791.598507 nChanged 18 Iteration 91Q (1353.687348 sec): 13 clusters Score: Raw -2002177.412272 + Penalty 13383.916901 = -1988793.495371 nChanged 21 Iteration 92Q (1354.516925 sec): 13 clusters Score: Raw -2002179.195948 + Penalty 13383.916901 = -1988795.279048 nChanged 20 Iteration 93Q (1355.346577 sec): 13 clusters Score: Raw -2002182.124290 + Penalty 13383.916901 = -1988798.207390 nChanged 24 Iteration 94Q (1356.168607 sec): 13 clusters Score: Raw -2002185.036040 + Penalty 13383.916901 = -1988801.119139 nChanged 31 Iteration 95Q (1357.015920 sec): 13 clusters Score: Raw -2002188.314294 + Penalty 13383.916901 = -1988804.397394 nChanged 31 Iteration 96Q (1357.821408 sec): 13 clusters Score: Raw -2002191.963590 + Penalty 13383.916901 = -1988808.046690 nChanged 28 Iteration 97Q (1358.618895 sec): 13 clusters Score: Raw -2002195.071085 + Penalty 13383.916901 = -1988811.154184 nChanged 25 Iteration 98Q (1359.400432 sec): 13 clusters Score: Raw -2002197.935924 + Penalty 13383.916901 = -1988814.019024 nChanged 30 Writing temp clu file Because OldScore, -1988811.154184, is greater than current (better) Score,-1988814.019024 Compute initial score before splitting: Score: Raw -2002197.935924 + Penalty 13383.916901 = -1988814.019024 Trying to split cluster 1 (2537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1359.498178 sec): 2 clusters Score: Raw -117238.343456 + Penalty 823.067444 = -116415.276012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1359.593773 sec): 3 clusters Score: Raw -116034.637986 + Penalty 1646.134888 = -114388.503098 nChanged 976 SP:Iteration 1F (1359.684329 sec): 3 clusters Score: Raw -116748.549280 + Penalty 1646.134888 = -115102.414393 nChanged 211 SP:Iteration 2F (1359.788746 sec): 3 clusters Score: Raw -116949.443315 + Penalty 1646.134888 = -115303.308427 nChanged 164 SP:Iteration 3F (1359.852357 sec): 3 clusters Score: Raw -117101.344539 + Penalty 1646.134888 = -115455.209651 nChanged 126 SP:Iteration 4Q (1359.940289 sec): 3 clusters Score: Raw -117205.825710 + Penalty 1646.134888 = -115559.690822 nChanged 94 SP:Iteration 5Q (1360.016556 sec): 3 clusters Score: Raw -117306.166709 + Penalty 1646.134888 = -115660.031821 nChanged 103 SP:Iteration 6Q (1360.089382 sec): 3 clusters Score: Raw -117451.823303 + Penalty 1646.134888 = -115805.688415 nChanged 90 SP:Iteration 7Q (1360.173337 sec): 3 clusters Score: Raw -117581.529705 + Penalty 1646.134888 = -115935.394817 nChanged 86 SP:Iteration 8Q (1360.240885 sec): 3 clusters Score: Raw -117692.343212 + Penalty 1646.134888 = -116046.208324 nChanged 75 SP:Iteration 9Q (1360.313197 sec): 3 clusters Score: Raw -117766.047725 + Penalty 1646.134888 = -116119.912838 nChanged 62 SP:Iteration 10Q (1360.386607 sec): 3 clusters Score: Raw -117819.279048 + Penalty 1646.134888 = -116173.144161 nChanged 57 SP:Iteration 11Q (1360.494175 sec): 3 clusters Score: Raw -117870.167117 + Penalty 1646.134888 = -116224.032230 nChanged 56 SP:Iteration 12Q (1360.573610 sec): 3 clusters Score: Raw -117914.924684 + Penalty 1646.134888 = -116268.789796 nChanged 42 SP:Iteration 13Q (1360.639246 sec): 3 clusters Score: Raw -117948.560083 + Penalty 1646.134888 = -116302.425196 nChanged 37 SP:Iteration 14Q (1360.725483 sec): 3 clusters Score: Raw -117964.478295 + Penalty 1646.134888 = -116318.343408 nChanged 22 SP:Iteration 15Q (1360.832784 sec): 3 clusters Score: Raw -117977.901947 + Penalty 1646.134888 = -116331.767060 nChanged 21 SP:Iteration 16Q (1360.948023 sec): 3 clusters Score: Raw -117987.416276 + Penalty 1646.134888 = -116341.281388 nChanged 16 SP:Iteration 17Q (1361.048663 sec): 3 clusters Score: Raw -117996.750642 + Penalty 1646.134888 = -116350.615754 nChanged 12 SP:Iteration 18Q (1361.119191 sec): 3 clusters Score: Raw -118002.093868 + Penalty 1646.134888 = -116355.958981 nChanged 8 SP:Iteration 19Q (1361.188107 sec): 3 clusters Score: Raw -118006.424576 + Penalty 1646.134888 = -116360.289688 nChanged 8 SP:Iteration 20F (1361.277591 sec): 3 clusters Score: Raw -118010.670393 + Penalty 1646.134888 = -116364.535506 nChanged 8 SP:Iteration 21Q (1361.357189 sec): 3 clusters Score: Raw -118015.055078 + Penalty 1646.134888 = -116368.920190 nChanged 6 SP:Iteration 22Q (1361.414640 sec): 3 clusters Score: Raw -118017.128591 + Penalty 1646.134888 = -116370.993703 nChanged 10 SP:Iteration 23Q (1361.498218 sec): 3 clusters Score: Raw -118022.911627 + Penalty 1646.134888 = -116376.776739 nChanged 12 SP:Iteration 24Q (1361.568517 sec): 3 clusters Score: Raw -118029.072474 + Penalty 1646.134888 = -116382.937587 nChanged 10 SP:Iteration 25Q (1361.652969 sec): 3 clusters Score: Raw -118035.425521 + Penalty 1646.134888 = -116389.290634 nChanged 7 SP:Iteration 26Q (1361.762437 sec): 3 clusters Score: Raw -118039.127455 + Penalty 1646.134888 = -116392.992567 nChanged 4 SP:Iteration 27Q (1361.829963 sec): 3 clusters Score: Raw -118040.492852 + Penalty 1646.134888 = -116394.357965 nChanged 0 SP:Iteration 28F (1361.935668 sec): 3 clusters Score: Raw -118040.492852 + Penalty 1646.134888 = -116394.357965 nChanged 0 Trying to split cluster 2 (3221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1361.972224 sec): 2 clusters Score: Raw -170372.939815 + Penalty 848.131951 = -169524.807864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1362.085296 sec): 3 clusters Score: Raw -168652.565902 + Penalty 1696.263901 = -166956.302001 nChanged 1312 SP:Iteration 1F (1362.155624 sec): 3 clusters Score: Raw -169431.551066 + Penalty 1696.263901 = -167735.287165 nChanged 305 SP:Iteration 2F (1362.238196 sec): 3 clusters Score: Raw -169675.130291 + Penalty 1696.263901 = -167978.866390 nChanged 232 SP:Iteration 3F (1362.328498 sec): 3 clusters Score: Raw -169871.912681 + Penalty 1696.263901 = -168175.648780 nChanged 208 SP:Iteration 4F (1362.410982 sec): 3 clusters Score: Raw -170054.453519 + Penalty 1696.263901 = -168358.189617 nChanged 172 SP:Iteration 5F (1362.509856 sec): 3 clusters Score: Raw -170209.066938 + Penalty 1696.263901 = -168512.803037 nChanged 165 SP:Iteration 6F (1362.578346 sec): 3 clusters Score: Raw -170338.521878 + Penalty 1696.263901 = -168642.257977 nChanged 133 SP:Iteration 7Q (1362.661120 sec): 3 clusters Score: Raw -170436.141545 + Penalty 1696.263901 = -168739.877643 nChanged 111 SP:Iteration 8Q (1362.732723 sec): 3 clusters Score: Raw -170513.262049 + Penalty 1696.263901 = -168816.998148 nChanged 75 SP:Iteration 9Q (1362.825498 sec): 3 clusters Score: Raw -170552.526061 + Penalty 1696.263901 = -168856.262160 nChanged 51 SP:Iteration 10Q (1362.905117 sec): 3 clusters Score: Raw -170576.164808 + Penalty 1696.263901 = -168879.900906 nChanged 45 SP:Iteration 11Q (1362.998817 sec): 3 clusters Score: Raw -170595.729628 + Penalty 1696.263901 = -168899.465727 nChanged 50 SP:Iteration 12Q (1363.068237 sec): 3 clusters Score: Raw -170615.664018 + Penalty 1696.263901 = -168919.400117 nChanged 41 SP:Iteration 13Q (1363.165957 sec): 3 clusters Score: Raw -170631.040544 + Penalty 1696.263901 = -168934.776642 nChanged 44 SP:Iteration 14Q (1363.271744 sec): 3 clusters Score: Raw -170649.723235 + Penalty 1696.263901 = -168953.459334 nChanged 38 SP:Iteration 15Q (1363.372314 sec): 3 clusters Score: Raw -170662.502912 + Penalty 1696.263901 = -168966.239011 nChanged 24 SP:Iteration 16Q (1363.456309 sec): 3 clusters Score: Raw -170669.381917 + Penalty 1696.263901 = -168973.118015 nChanged 20 SP:Iteration 17Q (1363.597395 sec): 3 clusters Score: Raw -170676.307432 + Penalty 1696.263901 = -168980.043530 nChanged 20 SP:Iteration 18Q (1363.673360 sec): 3 clusters Score: Raw -170682.605222 + Penalty 1696.263901 = -168986.341321 nChanged 14 SP:Iteration 19Q (1363.778778 sec): 3 clusters Score: Raw -170685.719659 + Penalty 1696.263901 = -168989.455758 nChanged 10 SP:Iteration 20F (1363.877275 sec): 3 clusters Score: Raw -170687.448260 + Penalty 1696.263901 = -168991.184358 nChanged 8 SP:Iteration 21Q (1363.986066 sec): 3 clusters Score: Raw -170690.110637 + Penalty 1696.263901 = -168993.846736 nChanged 10 SP:Iteration 22Q (1364.067904 sec): 3 clusters Score: Raw -170693.412498 + Penalty 1696.263901 = -168997.148597 nChanged 12 SP:Iteration 23Q (1364.154233 sec): 3 clusters Score: Raw -170696.784213 + Penalty 1696.263901 = -169000.520312 nChanged 5 SP:Iteration 24Q (1364.258429 sec): 3 clusters Score: Raw -170698.128912 + Penalty 1696.263901 = -169001.865011 nChanged 5 SP:Iteration 25Q (1364.361611 sec): 3 clusters Score: Raw -170699.011179 + Penalty 1696.263901 = -169002.747277 nChanged 2 SP:Iteration 26Q (1364.459543 sec): 3 clusters Score: Raw -170699.515073 + Penalty 1696.263901 = -169003.251172 nChanged 4 SP:Iteration 27Q (1364.572429 sec): 3 clusters Score: Raw -170700.703266 + Penalty 1696.263901 = -169004.439365 nChanged 6 SP:Iteration 28Q (1364.709683 sec): 3 clusters Score: Raw -170701.828418 + Penalty 1696.263901 = -169005.564516 nChanged 6 SP:Iteration 29Q (1364.798162 sec): 3 clusters Score: Raw -170703.082240 + Penalty 1696.263901 = -169006.818338 nChanged 10 SP:Iteration 30Q (1364.916538 sec): 3 clusters Score: Raw -170705.558248 + Penalty 1696.263901 = -169009.294347 nChanged 15 SP:Iteration 31Q (1365.008055 sec): 3 clusters Score: Raw -170711.162459 + Penalty 1696.263901 = -169014.898558 nChanged 15 SP:Iteration 32Q (1365.125753 sec): 3 clusters Score: Raw -170718.519578 + Penalty 1696.263901 = -169022.255677 nChanged 24 SP:Iteration 33Q (1365.220126 sec): 3 clusters Score: Raw -170727.193292 + Penalty 1696.263901 = -169030.929391 nChanged 23 SP:Iteration 34Q (1365.296822 sec): 3 clusters Score: Raw -170737.465765 + Penalty 1696.263901 = -169041.201864 nChanged 21 SP:Iteration 35Q (1365.406890 sec): 3 clusters Score: Raw -170747.506827 + Penalty 1696.263901 = -169051.242926 nChanged 20 SP:Iteration 36Q (1365.485898 sec): 3 clusters Score: Raw -170757.468601 + Penalty 1696.263901 = -169061.204699 nChanged 29 SP:Iteration 37Q (1365.585893 sec): 3 clusters Score: Raw -170771.114163 + Penalty 1696.263901 = -169074.850262 nChanged 22 SP:Iteration 38Q (1365.687294 sec): 3 clusters Score: Raw -170781.316618 + Penalty 1696.263901 = -169085.052716 nChanged 14 SP:Iteration 39Q (1365.794206 sec): 3 clusters Score: Raw -170786.590489 + Penalty 1696.263901 = -169090.326588 nChanged 19 SP:Iteration 40F (1365.887737 sec): 3 clusters Score: Raw -170795.516750 + Penalty 1696.263901 = -169099.252849 nChanged 22 SP:Iteration 41Q (1365.984790 sec): 3 clusters Score: Raw -170806.010422 + Penalty 1696.263901 = -169109.746521 nChanged 21 SP:Iteration 42Q (1366.119082 sec): 3 clusters Score: Raw -170813.835509 + Penalty 1696.263901 = -169117.571608 nChanged 17 SP:Iteration 43Q (1366.255728 sec): 3 clusters Score: Raw -170818.362269 + Penalty 1696.263901 = -169122.098367 nChanged 10 SP:Iteration 44Q (1366.342420 sec): 3 clusters Score: Raw -170821.643284 + Penalty 1696.263901 = -169125.379382 nChanged 14 SP:Iteration 45Q (1366.449897 sec): 3 clusters Score: Raw -170826.137671 + Penalty 1696.263901 = -169129.873770 nChanged 12 SP:Iteration 46Q (1366.584143 sec): 3 clusters Score: Raw -170828.566464 + Penalty 1696.263901 = -169132.302563 nChanged 10 SP:Iteration 47Q (1366.660763 sec): 3 clusters Score: Raw -170831.957545 + Penalty 1696.263901 = -169135.693644 nChanged 9 SP:Iteration 48Q (1366.771964 sec): 3 clusters Score: Raw -170834.100013 + Penalty 1696.263901 = -169137.836112 nChanged 6 SP:Iteration 49Q (1366.864745 sec): 3 clusters Score: Raw -170835.651315 + Penalty 1696.263901 = -169139.387414 nChanged 9 SP:Iteration 50Q (1366.974342 sec): 3 clusters Score: Raw -170837.896709 + Penalty 1696.263901 = -169141.632808 nChanged 4 SP:Iteration 51Q (1367.079435 sec): 3 clusters Score: Raw -170838.712794 + Penalty 1696.263901 = -169142.448893 nChanged 2 SP:Iteration 52Q (1367.188859 sec): 3 clusters Score: Raw -170839.160955 + Penalty 1696.263901 = -169142.897054 nChanged 4 SP:Iteration 53Q (1367.296786 sec): 3 clusters Score: Raw -170839.659906 + Penalty 1696.263901 = -169143.396005 nChanged 2 SP:Iteration 54Q (1367.401789 sec): 3 clusters Score: Raw -170840.067049 + Penalty 1696.263901 = -169143.803148 nChanged 0 SP:Iteration 55F (1367.511982 sec): 3 clusters Score: Raw -170840.067049 + Penalty 1696.263901 = -169143.803148 nChanged 0 Trying to split cluster 3 (1781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.594633 sec): 2 clusters Score: Raw -86062.041339 + Penalty 785.917680 = -85276.123660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.686269 sec): 3 clusters Score: Raw -85243.329570 + Penalty 1571.835359 = -83671.494210 nChanged 688 SP:Iteration 1F (1367.802475 sec): 3 clusters Score: Raw -85730.390835 + Penalty 1571.835359 = -84158.555476 nChanged 171 SP:Iteration 2F (1367.879554 sec): 3 clusters Score: Raw -85892.973264 + Penalty 1571.835359 = -84321.137904 nChanged 136 SP:Iteration 3F (1367.994573 sec): 3 clusters Score: Raw -86032.120831 + Penalty 1571.835359 = -84460.285471 nChanged 122 SP:Iteration 4F (1368.106476 sec): 3 clusters Score: Raw -86162.606596 + Penalty 1571.835359 = -84590.771237 nChanged 96 SP:Iteration 5F (1368.217260 sec): 3 clusters Score: Raw -86311.304386 + Penalty 1571.835359 = -84739.469026 nChanged 95 SP:Iteration 6F (1368.334626 sec): 3 clusters Score: Raw -86483.570293 + Penalty 1571.835359 = -84911.734934 nChanged 87 SP:Iteration 7Q (1368.435919 sec): 3 clusters Score: Raw -86639.718369 + Penalty 1571.835359 = -85067.883009 nChanged 68 SP:Iteration 8Q (1368.513043 sec): 3 clusters Score: Raw -86747.159938 + Penalty 1571.835359 = -85175.324578 nChanged 50 SP:Iteration 9Q (1368.591953 sec): 3 clusters Score: Raw -86802.482717 + Penalty 1571.835359 = -85230.647358 nChanged 42 SP:Iteration 10Q (1368.707248 sec): 3 clusters Score: Raw -86832.891080 + Penalty 1571.835359 = -85261.055720 nChanged 21 SP:Iteration 11Q (1368.773605 sec): 3 clusters Score: Raw -86844.895843 + Penalty 1571.835359 = -85273.060484 nChanged 16 SP:Iteration 12Q (1368.872036 sec): 3 clusters Score: Raw -86856.263388 + Penalty 1571.835359 = -85284.428029 nChanged 13 SP:Iteration 13Q (1368.989319 sec): 3 clusters Score: Raw -86862.283872 + Penalty 1571.835359 = -85290.448513 nChanged 5 SP:Iteration 14Q (1369.094563 sec): 3 clusters Score: Raw -86865.070715 + Penalty 1571.835359 = -85293.235356 nChanged 5 SP:Iteration 15Q (1369.208670 sec): 3 clusters Score: Raw -86867.767790 + Penalty 1571.835359 = -85295.932431 nChanged 1 SP:Iteration 16Q (1369.304028 sec): 3 clusters Score: Raw -86868.106114 + Penalty 1571.835359 = -85296.270754 nChanged 0 SP:Iteration 17F (1369.390491 sec): 3 clusters Score: Raw -86868.106114 + Penalty 1571.835359 = -85296.270754 nChanged 0 Score: Raw -2003006.772651 + Penalty 14499.243309 = -1988507.529342 Splitting cluster 3 changes total score from -1988814.019024 to -1988507.529342 So it's not getting split. Trying to split cluster 4 (1429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1370.521171 sec): 2 clusters Score: Raw -55860.367943 + Penalty 762.796669 = -55097.571274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1370.618012 sec): 3 clusters Score: Raw -55335.866105 + Penalty 1525.593337 = -53810.272768 nChanged 507 SP:Iteration 1F (1370.726676 sec): 3 clusters Score: Raw -56110.743337 + Penalty 1525.593337 = -54585.150000 nChanged 160 SP:Iteration 2F (1370.841445 sec): 3 clusters Score: Raw -56298.737450 + Penalty 1525.593337 = -54773.144113 nChanged 83 SP:Iteration 3F (1370.935297 sec): 3 clusters Score: Raw -56388.433709 + Penalty 1525.593337 = -54862.840372 nChanged 48 SP:Iteration 4Q (1371.050948 sec): 3 clusters Score: Raw -56438.294942 + Penalty 1525.593337 = -54912.701605 nChanged 44 SP:Iteration 5Q (1371.128137 sec): 3 clusters Score: Raw -56471.077091 + Penalty 1525.593337 = -54945.483753 nChanged 36 SP:Iteration 6Q (1371.221158 sec): 3 clusters Score: Raw -56504.907902 + Penalty 1525.593337 = -54979.314565 nChanged 25 SP:Iteration 7Q (1371.327749 sec): 3 clusters Score: Raw -56519.645740 + Penalty 1525.593337 = -54994.052403 nChanged 10 SP:Iteration 8Q (1371.422021 sec): 3 clusters Score: Raw -56526.414761 + Penalty 1525.593337 = -55000.821423 nChanged 7 SP:Iteration 9Q (1371.521124 sec): 3 clusters Score: Raw -56529.522516 + Penalty 1525.593337 = -55003.929178 nChanged 10 SP:Iteration 10Q (1371.641269 sec): 3 clusters Score: Raw -56534.834199 + Penalty 1525.593337 = -55009.240862 nChanged 9 SP:Iteration 11Q (1371.713274 sec): 3 clusters Score: Raw -56539.912425 + Penalty 1525.593337 = -55014.319088 nChanged 9 SP:Iteration 12Q (1371.817415 sec): 3 clusters Score: Raw -56544.743317 + Penalty 1525.593337 = -55019.149979 nChanged 14 SP:Iteration 13Q (1371.914495 sec): 3 clusters Score: Raw -56552.619940 + Penalty 1525.593337 = -55027.026603 nChanged 10 SP:Iteration 14Q (1372.032353 sec): 3 clusters Score: Raw -56556.285260 + Penalty 1525.593337 = -55030.691923 nChanged 6 SP:Iteration 15Q (1372.115449 sec): 3 clusters Score: Raw -56558.294650 + Penalty 1525.593337 = -55032.701313 nChanged 5 SP:Iteration 16Q (1372.221227 sec): 3 clusters Score: Raw -56559.453754 + Penalty 1525.593337 = -55033.860417 nChanged 2 SP:Iteration 17Q (1372.324919 sec): 3 clusters Score: Raw -56559.984726 + Penalty 1525.593337 = -55034.391389 nChanged 2 SP:Iteration 18Q (1372.419196 sec): 3 clusters Score: Raw -56560.463929 + Penalty 1525.593337 = -55034.870592 nChanged 1 SP:Iteration 19Q (1372.524893 sec): 3 clusters Score: Raw -56560.643477 + Penalty 1525.593337 = -55035.050140 nChanged 0 SP:Iteration 20F (1372.633031 sec): 3 clusters Score: Raw -56560.643477 + Penalty 1525.593337 = -55035.050140 nChanged 0 Trying to split cluster 5 (4511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1372.673882 sec): 2 clusters Score: Raw -239771.304979 + Penalty 883.498784 = -238887.806194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1372.824100 sec): 3 clusters Score: Raw -237336.073826 + Penalty 1766.997569 = -235569.076257 nChanged 1893 SP:Iteration 1F (1372.930648 sec): 3 clusters Score: Raw -238538.412157 + Penalty 1766.997569 = -236771.414588 nChanged 301 SP:Iteration 2F (1373.058382 sec): 3 clusters Score: Raw -238684.556628 + Penalty 1766.997569 = -236917.559059 nChanged 204 SP:Iteration 3Q (1373.206204 sec): 3 clusters Score: Raw -238782.700475 + Penalty 1766.997569 = -237015.702906 nChanged 166 SP:Iteration 4Q (1373.303126 sec): 3 clusters Score: Raw -238871.754603 + Penalty 1766.997569 = -237104.757034 nChanged 178 SP:Iteration 5Q (1373.401878 sec): 3 clusters Score: Raw -238970.960699 + Penalty 1766.997569 = -237203.963130 nChanged 168 SP:Iteration 6Q (1373.515446 sec): 3 clusters Score: Raw -239065.216853 + Penalty 1766.997569 = -237298.219284 nChanged 154 SP:Iteration 7Q (1373.627312 sec): 3 clusters Score: Raw -239144.143537 + Penalty 1766.997569 = -237377.145969 nChanged 114 SP:Iteration 8Q (1373.727539 sec): 3 clusters Score: Raw -239195.509377 + Penalty 1766.997569 = -237428.511808 nChanged 112 SP:Iteration 9Q (1373.848636 sec): 3 clusters Score: Raw -239250.547519 + Penalty 1766.997569 = -237483.549950 nChanged 89 SP:Iteration 10Q (1373.932975 sec): 3 clusters Score: Raw -239297.880025 + Penalty 1766.997569 = -237530.882457 nChanged 87 SP:Iteration 11Q (1374.032079 sec): 3 clusters Score: Raw -239342.189252 + Penalty 1766.997569 = -237575.191683 nChanged 80 SP:Iteration 12Q (1374.124909 sec): 3 clusters Score: Raw -239370.820628 + Penalty 1766.997569 = -237603.823059 nChanged 66 SP:Iteration 13Q (1374.241284 sec): 3 clusters Score: Raw -239401.365543 + Penalty 1766.997569 = -237634.367974 nChanged 73 SP:Iteration 14Q (1374.363300 sec): 3 clusters Score: Raw -239438.098190 + Penalty 1766.997569 = -237671.100621 nChanged 76 SP:Iteration 15Q (1374.478844 sec): 3 clusters Score: Raw -239474.166286 + Penalty 1766.997569 = -237707.168717 nChanged 77 SP:Iteration 16Q (1374.603502 sec): 3 clusters Score: Raw -239505.354182 + Penalty 1766.997569 = -237738.356613 nChanged 61 SP:Iteration 17Q (1374.690610 sec): 3 clusters Score: Raw -239530.641701 + Penalty 1766.997569 = -237763.644132 nChanged 54 SP:Iteration 18Q (1374.798479 sec): 3 clusters Score: Raw -239554.507417 + Penalty 1766.997569 = -237787.509848 nChanged 48 SP:Iteration 19Q (1374.914568 sec): 3 clusters Score: Raw -239579.446064 + Penalty 1766.997569 = -237812.448495 nChanged 55 SP:Iteration 20F (1375.036331 sec): 3 clusters Score: Raw -239603.883963 + Penalty 1766.997569 = -237836.886394 nChanged 64 SP:Iteration 21Q (1375.148555 sec): 3 clusters Score: Raw -239638.166213 + Penalty 1766.997569 = -237871.168644 nChanged 56 SP:Iteration 22Q (1375.261409 sec): 3 clusters Score: Raw -239667.330396 + Penalty 1766.997569 = -237900.332827 nChanged 47 SP:Iteration 23Q (1375.372420 sec): 3 clusters Score: Raw -239687.666044 + Penalty 1766.997569 = -237920.668475 nChanged 52 SP:Iteration 24Q (1375.508791 sec): 3 clusters Score: Raw -239713.540675 + Penalty 1766.997569 = -237946.543106 nChanged 59 SP:Iteration 25Q (1375.627134 sec): 3 clusters Score: Raw -239749.231767 + Penalty 1766.997569 = -237982.234199 nChanged 49 SP:Iteration 26Q (1375.647453 sec): 3 clusters Score: Raw -239774.690156 + Penalty 1766.997569 = -238007.692587 nChanged 54 SP:Iteration 27Q (1375.749267 sec): 3 clusters Score: Raw -239812.663706 + Penalty 1766.997569 = -238045.666137 nChanged 59 SP:Iteration 28Q (1375.792360 sec): 3 clusters Score: Raw -239853.540913 + Penalty 1766.997569 = -238086.543344 nChanged 57 SP:Iteration 29Q (1375.894250 sec): 3 clusters Score: Raw -239901.265914 + Penalty 1766.997569 = -238134.268345 nChanged 74 SP:Iteration 30Q (1376.009837 sec): 3 clusters Score: Raw -239973.511722 + Penalty 1766.997569 = -238206.514153 nChanged 58 SP:Iteration 31Q (1376.124160 sec): 3 clusters Score: Raw -240019.702232 + Penalty 1766.997569 = -238252.704664 nChanged 46 SP:Iteration 32Q (1376.242353 sec): 3 clusters Score: Raw -240058.641255 + Penalty 1766.997569 = -238291.643686 nChanged 36 SP:Iteration 33Q (1376.360581 sec): 3 clusters Score: Raw -240089.707373 + Penalty 1766.997569 = -238322.709804 nChanged 32 SP:Iteration 34Q (1376.474212 sec): 3 clusters Score: Raw -240115.753815 + Penalty 1766.997569 = -238348.756246 nChanged 27 SP:Iteration 35Q (1376.591756 sec): 3 clusters Score: Raw -240140.614410 + Penalty 1766.997569 = -238373.616841 nChanged 30 SP:Iteration 36Q (1376.705246 sec): 3 clusters Score: Raw -240168.946551 + Penalty 1766.997569 = -238401.948982 nChanged 28 SP:Iteration 37Q (1376.822115 sec): 3 clusters Score: Raw -240200.520400 + Penalty 1766.997569 = -238433.522831 nChanged 29 SP:Iteration 38Q (1376.938983 sec): 3 clusters Score: Raw -240227.987128 + Penalty 1766.997569 = -238460.989559 nChanged 25 SP:Iteration 39Q (1377.030217 sec): 3 clusters Score: Raw -240250.229568 + Penalty 1766.997569 = -238483.231999 nChanged 18 SP:Iteration 40F (1377.124131 sec): 3 clusters Score: Raw -240264.960876 + Penalty 1766.997569 = -238497.963307 nChanged 10 SP:Iteration 41Q (1377.221979 sec): 3 clusters Score: Raw -240274.852761 + Penalty 1766.997569 = -238507.855193 nChanged 13 SP:Iteration 42Q (1377.336321 sec): 3 clusters Score: Raw -240291.962804 + Penalty 1766.997569 = -238524.965235 nChanged 11 SP:Iteration 43Q (1377.443809 sec): 3 clusters Score: Raw -240304.340977 + Penalty 1766.997569 = -238537.343409 nChanged 8 SP:Iteration 44Q (1377.584321 sec): 3 clusters Score: Raw -240308.204665 + Penalty 1766.997569 = -238541.207097 nChanged 2 SP:Iteration 45Q (1377.697838 sec): 3 clusters Score: Raw -240309.991787 + Penalty 1766.997569 = -238542.994218 nChanged 3 SP:Iteration 46Q (1377.798710 sec): 3 clusters Score: Raw -240312.429659 + Penalty 1766.997569 = -238545.432090 nChanged 1 SP:Iteration 47Q (1377.894490 sec): 3 clusters Score: Raw -240313.177853 + Penalty 1766.997569 = -238546.180284 nChanged 1 SP:Iteration 48Q (1378.005898 sec): 3 clusters Score: Raw -240313.513340 + Penalty 1766.997569 = -238546.515771 nChanged 1 SP:Iteration 49Q (1378.119813 sec): 3 clusters Score: Raw -240314.370865 + Penalty 1766.997569 = -238547.373296 nChanged 0 SP:Iteration 50F (1378.222036 sec): 3 clusters Score: Raw -240314.370865 + Penalty 1766.997569 = -238547.373296 nChanged 0 Trying to split cluster 6 (762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.284996 sec): 2 clusters Score: Raw -32175.945589 + Penalty 696.774388 = -31479.171201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.407909 sec): 3 clusters Score: Raw -31921.614918 + Penalty 1393.548777 = -30528.066142 nChanged 243 SP:Iteration 1F (1378.523258 sec): 3 clusters Score: Raw -32258.029369 + Penalty 1393.548777 = -30864.480592 nChanged 72 SP:Iteration 2F (1378.607542 sec): 3 clusters Score: Raw -32383.334708 + Penalty 1393.548777 = -30989.785931 nChanged 52 SP:Iteration 3F (1378.718076 sec): 3 clusters Score: Raw -32505.814545 + Penalty 1393.548777 = -31112.265768 nChanged 45 SP:Iteration 4F (1378.823831 sec): 3 clusters Score: Raw -32583.653361 + Penalty 1393.548777 = -31190.104584 nChanged 38 SP:Iteration 5Q (1378.937802 sec): 3 clusters Score: Raw -32647.849291 + Penalty 1393.548777 = -31254.300514 nChanged 18 SP:Iteration 6Q (1379.020747 sec): 3 clusters Score: Raw -32685.105144 + Penalty 1393.548777 = -31291.556368 nChanged 16 SP:Iteration 7Q (1379.139460 sec): 3 clusters Score: Raw -32704.986660 + Penalty 1393.548777 = -31311.437883 nChanged 12 SP:Iteration 8Q (1379.273435 sec): 3 clusters Score: Raw -32722.450437 + Penalty 1393.548777 = -31328.901660 nChanged 4 SP:Iteration 9Q (1379.369651 sec): 3 clusters Score: Raw -32725.773700 + Penalty 1393.548777 = -31332.224924 nChanged 4 SP:Iteration 10Q (1379.449282 sec): 3 clusters Score: Raw -32730.308805 + Penalty 1393.548777 = -31336.760029 nChanged 2 SP:Iteration 11Q (1379.535796 sec): 3 clusters Score: Raw -32731.916671 + Penalty 1393.548777 = -31338.367895 nChanged 0 SP:Iteration 12F (1379.642634 sec): 3 clusters Score: Raw -32731.916671 + Penalty 1393.548777 = -31338.367895 nChanged 0 Trying to split cluster 7 (2936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1379.725096 sec): 2 clusters Score: Raw -143093.385248 + Penalty 838.404356 = -142254.980892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1379.825275 sec): 3 clusters Score: Raw -141584.550521 + Penalty 1676.808712 = -139907.741810 nChanged 1227 SP:Iteration 1F (1379.908730 sec): 3 clusters Score: Raw -142441.075261 + Penalty 1676.808712 = -140764.266549 nChanged 292 SP:Iteration 2F (1380.017702 sec): 3 clusters Score: Raw -142697.093745 + Penalty 1676.808712 = -141020.285033 nChanged 248 SP:Iteration 3F (1380.128975 sec): 3 clusters Score: Raw -142914.849265 + Penalty 1676.808712 = -141238.040553 nChanged 180 SP:Iteration 4F (1380.246024 sec): 3 clusters Score: Raw -143068.240909 + Penalty 1676.808712 = -141391.432197 nChanged 149 SP:Iteration 5F (1380.353911 sec): 3 clusters Score: Raw -143196.845759 + Penalty 1676.808712 = -141520.037047 nChanged 107 SP:Iteration 6Q (1380.485178 sec): 3 clusters Score: Raw -143290.310688 + Penalty 1676.808712 = -141613.501976 nChanged 89 SP:Iteration 7Q (1380.594968 sec): 3 clusters Score: Raw -143370.816485 + Penalty 1676.808712 = -141694.007773 nChanged 57 SP:Iteration 8Q (1380.693836 sec): 3 clusters Score: Raw -143418.731818 + Penalty 1676.808712 = -141741.923106 nChanged 46 SP:Iteration 9Q (1380.804635 sec): 3 clusters Score: Raw -143451.726072 + Penalty 1676.808712 = -141774.917360 nChanged 31 SP:Iteration 10Q (1380.882904 sec): 3 clusters Score: Raw -143477.308803 + Penalty 1676.808712 = -141800.500092 nChanged 29 SP:Iteration 11Q (1380.984442 sec): 3 clusters Score: Raw -143495.287752 + Penalty 1676.808712 = -141818.479040 nChanged 20 SP:Iteration 12Q (1381.096335 sec): 3 clusters Score: Raw -143503.921199 + Penalty 1676.808712 = -141827.112487 nChanged 11 SP:Iteration 13Q (1381.213143 sec): 3 clusters Score: Raw -143510.508485 + Penalty 1676.808712 = -141833.699773 nChanged 8 SP:Iteration 14Q (1381.331319 sec): 3 clusters Score: Raw -143513.595355 + Penalty 1676.808712 = -141836.786643 nChanged 3 SP:Iteration 15Q (1381.449483 sec): 3 clusters Score: Raw -143514.943032 + Penalty 1676.808712 = -141838.134321 nChanged 3 SP:Iteration 16Q (1381.561538 sec): 3 clusters Score: Raw -143516.686918 + Penalty 1676.808712 = -141839.878206 nChanged 3 SP:Iteration 17Q (1381.672547 sec): 3 clusters Score: Raw -143517.828439 + Penalty 1676.808712 = -141841.019727 nChanged 5 SP:Iteration 18Q (1381.792436 sec): 3 clusters Score: Raw -143519.637230 + Penalty 1676.808712 = -141842.828518 nChanged 3 SP:Iteration 19Q (1381.911585 sec): 3 clusters Score: Raw -143520.759362 + Penalty 1676.808712 = -141843.950650 nChanged 1 SP:Iteration 20F (1382.014565 sec): 3 clusters Score: Raw -143520.854082 + Penalty 1676.808712 = -141844.045370 nChanged 0 Trying to split cluster 8 (2013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.106468 sec): 2 clusters Score: Raw -87236.280791 + Penalty 798.775050 = -86437.505741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.214470 sec): 3 clusters Score: Raw -86299.713179 + Penalty 1597.550099 = -84702.163080 nChanged 790 SP:Iteration 1F (1382.369188 sec): 3 clusters Score: Raw -86932.661972 + Penalty 1597.550099 = -85335.111873 nChanged 175 SP:Iteration 2F (1382.477212 sec): 3 clusters Score: Raw -87067.255181 + Penalty 1597.550099 = -85469.705082 nChanged 98 SP:Iteration 3Q (1382.553475 sec): 3 clusters Score: Raw -87127.213829 + Penalty 1597.550099 = -85529.663729 nChanged 64 SP:Iteration 4Q (1382.650127 sec): 3 clusters Score: Raw -87166.883941 + Penalty 1597.550099 = -85569.333842 nChanged 51 SP:Iteration 5Q (1382.746006 sec): 3 clusters Score: Raw -87194.265999 + Penalty 1597.550099 = -85596.715900 nChanged 43 SP:Iteration 6Q (1382.852914 sec): 3 clusters Score: Raw -87221.952348 + Penalty 1597.550099 = -85624.402248 nChanged 37 SP:Iteration 7Q (1382.954876 sec): 3 clusters Score: Raw -87236.954530 + Penalty 1597.550099 = -85639.404430 nChanged 21 SP:Iteration 8Q (1383.048806 sec): 3 clusters Score: Raw -87245.353904 + Penalty 1597.550099 = -85647.803805 nChanged 22 SP:Iteration 9Q (1383.146286 sec): 3 clusters Score: Raw -87252.263030 + Penalty 1597.550099 = -85654.712931 nChanged 13 SP:Iteration 10Q (1383.246852 sec): 3 clusters Score: Raw -87256.253187 + Penalty 1597.550099 = -85658.703087 nChanged 8 SP:Iteration 11Q (1383.349405 sec): 3 clusters Score: Raw -87259.434855 + Penalty 1597.550099 = -85661.884756 nChanged 15 SP:Iteration 12Q (1383.455885 sec): 3 clusters Score: Raw -87267.250375 + Penalty 1597.550099 = -85669.700275 nChanged 18 SP:Iteration 13Q (1383.578369 sec): 3 clusters Score: Raw -87275.100746 + Penalty 1597.550099 = -85677.550646 nChanged 18 SP:Iteration 14Q (1383.675652 sec): 3 clusters Score: Raw -87282.071981 + Penalty 1597.550099 = -85684.521882 nChanged 14 SP:Iteration 15Q (1383.774356 sec): 3 clusters Score: Raw -87286.645214 + Penalty 1597.550099 = -85689.095115 nChanged 11 SP:Iteration 16Q (1383.871948 sec): 3 clusters Score: Raw -87290.222086 + Penalty 1597.550099 = -85692.671986 nChanged 5 SP:Iteration 17Q (1383.960525 sec): 3 clusters Score: Raw -87293.481312 + Penalty 1597.550099 = -85695.931213 nChanged 11 SP:Iteration 18Q (1384.076120 sec): 3 clusters Score: Raw -87298.039105 + Penalty 1597.550099 = -85700.489006 nChanged 11 SP:Iteration 19Q (1384.173954 sec): 3 clusters Score: Raw -87303.400083 + Penalty 1597.550099 = -85705.849984 nChanged 16 SP:Iteration 20F (1384.274919 sec): 3 clusters Score: Raw -87309.322619 + Penalty 1597.550099 = -85711.772520 nChanged 14 SP:Iteration 21Q (1384.364599 sec): 3 clusters Score: Raw -87317.733252 + Penalty 1597.550099 = -85720.183153 nChanged 18 SP:Iteration 22Q (1384.469889 sec): 3 clusters Score: Raw -87333.543891 + Penalty 1597.550099 = -85735.993792 nChanged 29 SP:Iteration 23Q (1384.574376 sec): 3 clusters Score: Raw -87351.145426 + Penalty 1597.550099 = -85753.595327 nChanged 31 SP:Iteration 24Q (1384.678117 sec): 3 clusters Score: Raw -87375.094409 + Penalty 1597.550099 = -85777.544310 nChanged 34 SP:Iteration 25Q (1384.770242 sec): 3 clusters Score: Raw -87411.317797 + Penalty 1597.550099 = -85813.767698 nChanged 46 SP:Iteration 26Q (1384.886947 sec): 3 clusters Score: Raw -87451.244487 + Penalty 1597.550099 = -85853.694387 nChanged 44 SP:Iteration 27Q (1385.010763 sec): 3 clusters Score: Raw -87485.641826 + Penalty 1597.550099 = -85888.091727 nChanged 46 SP:Iteration 28Q (1385.111905 sec): 3 clusters Score: Raw -87534.453870 + Penalty 1597.550099 = -85936.903771 nChanged 57 SP:Iteration 29Q (1385.194518 sec): 3 clusters Score: Raw -87594.343834 + Penalty 1597.550099 = -85996.793735 nChanged 55 SP:Iteration 30Q (1385.298132 sec): 3 clusters Score: Raw -87643.016349 + Penalty 1597.550099 = -86045.466249 nChanged 43 SP:Iteration 31Q (1385.423836 sec): 3 clusters Score: Raw -87669.900716 + Penalty 1597.550099 = -86072.350616 nChanged 38 SP:Iteration 32Q (1385.528152 sec): 3 clusters Score: Raw -87706.851222 + Penalty 1597.550099 = -86109.301122 nChanged 43 SP:Iteration 33Q (1385.614677 sec): 3 clusters Score: Raw -87734.536119 + Penalty 1597.550099 = -86136.986019 nChanged 24 SP:Iteration 34Q (1385.727842 sec): 3 clusters Score: Raw -87751.243737 + Penalty 1597.550099 = -86153.693638 nChanged 26 SP:Iteration 35Q (1385.836226 sec): 3 clusters Score: Raw -87769.828851 + Penalty 1597.550099 = -86172.278751 nChanged 21 SP:Iteration 36Q (1385.945573 sec): 3 clusters Score: Raw -87782.572258 + Penalty 1597.550099 = -86185.022158 nChanged 17 SP:Iteration 37Q (1386.046886 sec): 3 clusters Score: Raw -87791.796531 + Penalty 1597.550099 = -86194.246432 nChanged 19 SP:Iteration 38Q (1386.146860 sec): 3 clusters Score: Raw -87800.851640 + Penalty 1597.550099 = -86203.301540 nChanged 14 SP:Iteration 39Q (1386.242086 sec): 3 clusters Score: Raw -87805.763825 + Penalty 1597.550099 = -86208.213725 nChanged 8 SP:Iteration 40F (1386.352541 sec): 3 clusters Score: Raw -87811.708602 + Penalty 1597.550099 = -86214.158503 nChanged 4 SP:Iteration 41Q (1386.439610 sec): 3 clusters Score: Raw -87814.290628 + Penalty 1597.550099 = -86216.740528 nChanged 4 SP:Iteration 42Q (1386.538319 sec): 3 clusters Score: Raw -87815.466224 + Penalty 1597.550099 = -86217.916125 nChanged 1 SP:Iteration 43Q (1386.637365 sec): 3 clusters Score: Raw -87815.791932 + Penalty 1597.550099 = -86218.241832 nChanged 1 SP:Iteration 44Q (1386.759758 sec): 3 clusters Score: Raw -87816.056491 + Penalty 1597.550099 = -86218.506391 nChanged 3 SP:Iteration 45Q (1386.837665 sec): 3 clusters Score: Raw -87817.312206 + Penalty 1597.550099 = -86219.762107 nChanged 3 SP:Iteration 46Q (1386.975570 sec): 3 clusters Score: Raw -87819.434341 + Penalty 1597.550099 = -86221.884242 nChanged 2 SP:Iteration 47Q (1387.051922 sec): 3 clusters Score: Raw -87819.740131 + Penalty 1597.550099 = -86222.190031 nChanged 1 SP:Iteration 48Q (1387.151640 sec): 3 clusters Score: Raw -87819.798583 + Penalty 1597.550099 = -86222.248483 nChanged 0 SP:Iteration 49F (1387.250883 sec): 3 clusters Score: Raw -87819.798583 + Penalty 1597.550099 = -86222.248483 nChanged 0 Trying to split cluster 9 (1259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1387.304193 sec): 2 clusters Score: Raw -41718.126075 + Penalty 749.497669 = -40968.628406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1387.411121 sec): 3 clusters Score: Raw -41237.972770 + Penalty 1498.995337 = -39738.977433 nChanged 464 SP:Iteration 1F (1387.517974 sec): 3 clusters Score: Raw -41703.560648 + Penalty 1498.995337 = -40204.565311 nChanged 135 SP:Iteration 2F (1387.616428 sec): 3 clusters Score: Raw -41889.276755 + Penalty 1498.995337 = -40390.281418 nChanged 111 SP:Iteration 3F (1387.714733 sec): 3 clusters Score: Raw -42051.238173 + Penalty 1498.995337 = -40552.242836 nChanged 80 SP:Iteration 4F (1387.832269 sec): 3 clusters Score: Raw -42152.816708 + Penalty 1498.995337 = -40653.821371 nChanged 45 SP:Iteration 5Q (1387.905629 sec): 3 clusters Score: Raw -42198.435236 + Penalty 1498.995337 = -40699.439899 nChanged 29 SP:Iteration 6Q (1388.004141 sec): 3 clusters Score: Raw -42220.348119 + Penalty 1498.995337 = -40721.352782 nChanged 19 SP:Iteration 7Q (1388.114140 sec): 3 clusters Score: Raw -42240.047521 + Penalty 1498.995337 = -40741.052184 nChanged 20 SP:Iteration 8Q (1388.238180 sec): 3 clusters Score: Raw -42259.466715 + Penalty 1498.995337 = -40760.471378 nChanged 14 SP:Iteration 9Q (1388.339458 sec): 3 clusters Score: Raw -42267.128576 + Penalty 1498.995337 = -40768.133239 nChanged 12 SP:Iteration 10Q (1388.436003 sec): 3 clusters Score: Raw -42273.581209 + Penalty 1498.995337 = -40774.585872 nChanged 2 SP:Iteration 11Q (1388.516348 sec): 3 clusters Score: Raw -42274.658236 + Penalty 1498.995337 = -40775.662899 nChanged 2 SP:Iteration 12Q (1388.618595 sec): 3 clusters Score: Raw -42275.647145 + Penalty 1498.995337 = -40776.651808 nChanged 2 SP:Iteration 13Q (1388.723221 sec): 3 clusters Score: Raw -42276.249300 + Penalty 1498.995337 = -40777.253963 nChanged 1 SP:Iteration 14Q (1388.831249 sec): 3 clusters Score: Raw -42276.590720 + Penalty 1498.995337 = -40777.595383 nChanged 1 SP:Iteration 15Q (1388.918829 sec): 3 clusters Score: Raw -42277.795904 + Penalty 1498.995337 = -40778.800567 nChanged 2 SP:Iteration 16Q (1389.016622 sec): 3 clusters Score: Raw -42279.390708 + Penalty 1498.995337 = -40780.395371 nChanged 2 SP:Iteration 17Q (1389.119221 sec): 3 clusters Score: Raw -42280.455312 + Penalty 1498.995337 = -40781.459975 nChanged 1 SP:Iteration 18Q (1389.223522 sec): 3 clusters Score: Raw -42281.053754 + Penalty 1498.995337 = -40782.058417 nChanged 1 SP:Iteration 19Q (1389.328212 sec): 3 clusters Score: Raw -42281.420974 + Penalty 1498.995337 = -40782.425636 nChanged 0 SP:Iteration 20F (1389.441378 sec): 3 clusters Score: Raw -42281.420974 + Penalty 1498.995337 = -40782.425636 nChanged 0 Trying to split cluster 10 (15676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1389.543132 sec): 2 clusters Score: Raw -871786.696734 + Penalty 1014.288047 = -870772.408687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1389.710783 sec): 3 clusters Score: Raw -862266.198751 + Penalty 2028.576093 = -860237.622657 nChanged 7156 SP:Iteration 1F (1389.866390 sec): 3 clusters Score: Raw -866981.594576 + Penalty 2028.576093 = -864953.018482 nChanged 1204 SP:Iteration 2F (1390.028664 sec): 3 clusters Score: Raw -867760.872156 + Penalty 2028.576093 = -865732.296062 nChanged 1154 SP:Iteration 3F (1390.149462 sec): 3 clusters Score: Raw -868618.317750 + Penalty 2028.576093 = -866589.741657 nChanged 1092 SP:Iteration 4F (1390.295748 sec): 3 clusters Score: Raw -869468.202318 + Penalty 2028.576093 = -867439.626225 nChanged 926 SP:Iteration 5F (1390.445847 sec): 3 clusters Score: Raw -870072.856394 + Penalty 2028.576093 = -868044.280301 nChanged 696 SP:Iteration 6Q (1390.580016 sec): 3 clusters Score: Raw -870430.543253 + Penalty 2028.576093 = -868401.967159 nChanged 523 SP:Iteration 7Q (1390.718663 sec): 3 clusters Score: Raw -870636.048786 + Penalty 2028.576093 = -868607.472692 nChanged 349 SP:Iteration 8Q (1390.849292 sec): 3 clusters Score: Raw -870753.658577 + Penalty 2028.576093 = -868725.082484 nChanged 290 SP:Iteration 9Q (1390.987058 sec): 3 clusters Score: Raw -870842.531621 + Penalty 2028.576093 = -868813.955528 nChanged 251 SP:Iteration 10Q (1391.125029 sec): 3 clusters Score: Raw -870910.081489 + Penalty 2028.576093 = -868881.505396 nChanged 210 SP:Iteration 11Q (1391.238447 sec): 3 clusters Score: Raw -870963.927247 + Penalty 2028.576093 = -868935.351154 nChanged 197 SP:Iteration 12Q (1391.389252 sec): 3 clusters Score: Raw -871012.341429 + Penalty 2028.576093 = -868983.765335 nChanged 170 SP:Iteration 13Q (1391.557105 sec): 3 clusters Score: Raw -871052.758123 + Penalty 2028.576093 = -869024.182030 nChanged 145 SP:Iteration 14Q (1391.719655 sec): 3 clusters Score: Raw -871081.277928 + Penalty 2028.576093 = -869052.701835 nChanged 116 SP:Iteration 15Q (1391.878548 sec): 3 clusters Score: Raw -871106.726887 + Penalty 2028.576093 = -869078.150793 nChanged 121 SP:Iteration 16Q (1392.027431 sec): 3 clusters Score: Raw -871135.866738 + Penalty 2028.576093 = -869107.290645 nChanged 132 SP:Iteration 17Q (1392.146057 sec): 3 clusters Score: Raw -871171.145526 + Penalty 2028.576093 = -869142.569432 nChanged 136 SP:Iteration 18Q (1392.284059 sec): 3 clusters Score: Raw -871208.744724 + Penalty 2028.576093 = -869180.168631 nChanged 142 SP:Iteration 19Q (1392.443008 sec): 3 clusters Score: Raw -871247.031806 + Penalty 2028.576093 = -869218.455712 nChanged 124 SP:Iteration 20F (1392.596413 sec): 3 clusters Score: Raw -871276.482283 + Penalty 2028.576093 = -869247.906189 nChanged 118 SP:Iteration 21Q (1392.739102 sec): 3 clusters Score: Raw -871310.665214 + Penalty 2028.576093 = -869282.089120 nChanged 137 SP:Iteration 22Q (1392.871740 sec): 3 clusters Score: Raw -871348.419068 + Penalty 2028.576093 = -869319.842974 nChanged 129 SP:Iteration 23Q (1393.012207 sec): 3 clusters Score: Raw -871386.553201 + Penalty 2028.576093 = -869357.977108 nChanged 120 SP:Iteration 24Q (1393.176493 sec): 3 clusters Score: Raw -871429.596275 + Penalty 2028.576093 = -869401.020181 nChanged 141 SP:Iteration 25Q (1393.340483 sec): 3 clusters Score: Raw -871491.110636 + Penalty 2028.576093 = -869462.534543 nChanged 138 SP:Iteration 26Q (1393.498807 sec): 3 clusters Score: Raw -871543.901009 + Penalty 2028.576093 = -869515.324916 nChanged 130 SP:Iteration 27Q (1393.656182 sec): 3 clusters Score: Raw -871587.763840 + Penalty 2028.576093 = -869559.187746 nChanged 142 SP:Iteration 28Q (1393.775657 sec): 3 clusters Score: Raw -871632.460142 + Penalty 2028.576093 = -869603.884049 nChanged 119 SP:Iteration 29Q (1393.966523 sec): 3 clusters Score: Raw -871666.846228 + Penalty 2028.576093 = -869638.270135 nChanged 117 SP:Iteration 30Q (1394.123591 sec): 3 clusters Score: Raw -871694.757527 + Penalty 2028.576093 = -869666.181434 nChanged 96 SP:Iteration 31Q (1394.255605 sec): 3 clusters Score: Raw -871711.976334 + Penalty 2028.576093 = -869683.400241 nChanged 84 SP:Iteration 32Q (1394.400920 sec): 3 clusters Score: Raw -871726.910231 + Penalty 2028.576093 = -869698.334138 nChanged 71 SP:Iteration 33Q (1394.579585 sec): 3 clusters Score: Raw -871739.362047 + Penalty 2028.576093 = -869710.785954 nChanged 76 SP:Iteration 34Q (1394.735207 sec): 3 clusters Score: Raw -871753.485906 + Penalty 2028.576093 = -869724.909813 nChanged 79 SP:Iteration 35Q (1394.856842 sec): 3 clusters Score: Raw -871766.691056 + Penalty 2028.576093 = -869738.114963 nChanged 66 SP:Iteration 36Q (1395.037083 sec): 3 clusters Score: Raw -871778.529714 + Penalty 2028.576093 = -869749.953620 nChanged 69 SP:Iteration 37Q (1395.177166 sec): 3 clusters Score: Raw -871790.073169 + Penalty 2028.576093 = -869761.497076 nChanged 67 SP:Iteration 38Q (1395.351512 sec): 3 clusters Score: Raw -871800.739521 + Penalty 2028.576093 = -869772.163427 nChanged 59 SP:Iteration 39Q (1395.496690 sec): 3 clusters Score: Raw -871810.536398 + Penalty 2028.576093 = -869781.960304 nChanged 60 SP:Iteration 40F (1395.648201 sec): 3 clusters Score: Raw -871820.705445 + Penalty 2028.576093 = -869792.129352 nChanged 52 SP:Iteration 41Q (1395.833585 sec): 3 clusters Score: Raw -871830.810714 + Penalty 2028.576093 = -869802.234621 nChanged 58 SP:Iteration 42Q (1395.995564 sec): 3 clusters Score: Raw -871841.379380 + Penalty 2028.576093 = -869812.803286 nChanged 61 SP:Iteration 43Q (1396.163962 sec): 3 clusters Score: Raw -871854.322238 + Penalty 2028.576093 = -869825.746145 nChanged 68 SP:Iteration 44Q (1396.316448 sec): 3 clusters Score: Raw -871866.147986 + Penalty 2028.576093 = -869837.571892 nChanged 67 SP:Iteration 45Q (1396.445080 sec): 3 clusters Score: Raw -871876.857985 + Penalty 2028.576093 = -869848.281891 nChanged 53 SP:Iteration 46Q (1396.596824 sec): 3 clusters Score: Raw -871884.271134 + Penalty 2028.576093 = -869855.695040 nChanged 45 SP:Iteration 47Q (1396.761225 sec): 3 clusters Score: Raw -871891.716013 + Penalty 2028.576093 = -869863.139920 nChanged 60 SP:Iteration 48Q (1396.934636 sec): 3 clusters Score: Raw -871903.043983 + Penalty 2028.576093 = -869874.467890 nChanged 60 SP:Iteration 49Q (1397.083577 sec): 3 clusters Score: Raw -871915.089780 + Penalty 2028.576093 = -869886.513686 nChanged 63 SP:Iteration 50Q (1397.234804 sec): 3 clusters Score: Raw -871929.557263 + Penalty 2028.576093 = -869900.981170 nChanged 68 SP:Iteration 51Q (1397.371016 sec): 3 clusters Score: Raw -871946.159250 + Penalty 2028.576093 = -869917.583157 nChanged 72 SP:Iteration 52Q (1397.527399 sec): 3 clusters Score: Raw -871962.089399 + Penalty 2028.576093 = -869933.513306 nChanged 66 SP:Iteration 53Q (1397.707565 sec): 3 clusters Score: Raw -871978.298028 + Penalty 2028.576093 = -869949.721934 nChanged 78 SP:Iteration 54Q (1397.877107 sec): 3 clusters Score: Raw -871998.070426 + Penalty 2028.576093 = -869969.494333 nChanged 94 SP:Iteration 55Q (1398.051294 sec): 3 clusters Score: Raw -872023.475986 + Penalty 2028.576093 = -869994.899893 nChanged 106 SP:Iteration 56Q (1398.159466 sec): 3 clusters Score: Raw -872064.839059 + Penalty 2028.576093 = -870036.262965 nChanged 125 SP:Iteration 57Q (1398.318228 sec): 3 clusters Score: Raw -872122.225039 + Penalty 2028.576093 = -870093.648946 nChanged 164 SP:Iteration 58Q (1398.483261 sec): 3 clusters Score: Raw -872196.894122 + Penalty 2028.576093 = -870168.318029 nChanged 184 SP:Iteration 59Q (1398.649546 sec): 3 clusters Score: Raw -872288.159374 + Penalty 2028.576093 = -870259.583280 nChanged 188 SP:Iteration 60F (1398.815776 sec): 3 clusters Score: Raw -872414.239522 + Penalty 2028.576093 = -870385.663428 nChanged 206 SP:Iteration 61Q (1398.968353 sec): 3 clusters Score: Raw -872593.362183 + Penalty 2028.576093 = -870564.786090 nChanged 218 SP:Iteration 62Q (1399.095761 sec): 3 clusters Score: Raw -872779.113248 + Penalty 2028.576093 = -870750.537154 nChanged 219 SP:Iteration 63Q (1399.244926 sec): 3 clusters Score: Raw -872910.647944 + Penalty 2028.576093 = -870882.071850 nChanged 163 SP:Iteration 64Q (1399.407511 sec): 3 clusters Score: Raw -873007.952063 + Penalty 2028.576093 = -870979.375970 nChanged 163 SP:Iteration 65Q (1399.567118 sec): 3 clusters Score: Raw -873130.776831 + Penalty 2028.576093 = -871102.200737 nChanged 152 SP:Iteration 66Q (1399.737246 sec): 3 clusters Score: Raw -873236.023116 + Penalty 2028.576093 = -871207.447022 nChanged 126 SP:Iteration 67Q (1399.889474 sec): 3 clusters Score: Raw -873342.352285 + Penalty 2028.576093 = -871313.776192 nChanged 135 SP:Iteration 68Q (1400.035280 sec): 3 clusters Score: Raw -873460.793831 + Penalty 2028.576093 = -871432.217737 nChanged 119 SP:Iteration 69Q (1400.207948 sec): 3 clusters Score: Raw -873537.701698 + Penalty 2028.576093 = -871509.125604 nChanged 100 SP:Iteration 70Q (1400.334394 sec): 3 clusters Score: Raw -873578.980982 + Penalty 2028.576093 = -871550.404888 nChanged 79 SP:Iteration 71Q (1400.482340 sec): 3 clusters Score: Raw -873602.362374 + Penalty 2028.576093 = -871573.786281 nChanged 61 SP:Iteration 72Q (1400.645957 sec): 3 clusters Score: Raw -873614.661297 + Penalty 2028.576093 = -871586.085204 nChanged 35 SP:Iteration 73Q (1400.811123 sec): 3 clusters Score: Raw -873619.330216 + Penalty 2028.576093 = -871590.754123 nChanged 21 SP:Iteration 74Q (1400.941941 sec): 3 clusters Score: Raw -873622.057736 + Penalty 2028.576093 = -871593.481643 nChanged 17 SP:Iteration 75Q (1401.083775 sec): 3 clusters Score: Raw -873623.761297 + Penalty 2028.576093 = -871595.185204 nChanged 10 SP:Iteration 76Q (1401.219049 sec): 3 clusters Score: Raw -873624.582198 + Penalty 2028.576093 = -871596.006104 nChanged 11 SP:Iteration 77Q (1401.376076 sec): 3 clusters Score: Raw -873625.582713 + Penalty 2028.576093 = -871597.006620 nChanged 5 SP:Iteration 78Q (1401.539766 sec): 3 clusters Score: Raw -873626.102614 + Penalty 2028.576093 = -871597.526521 nChanged 8 SP:Iteration 79Q (1401.654367 sec): 3 clusters Score: Raw -873626.937666 + Penalty 2028.576093 = -871598.361572 nChanged 9 SP:Iteration 80F (1401.813521 sec): 3 clusters Score: Raw -873627.636221 + Penalty 2028.576093 = -871599.060128 nChanged 6 SP:Iteration 81Q (1401.986450 sec): 3 clusters Score: Raw -873628.132387 + Penalty 2028.576093 = -871599.556293 nChanged 4 SP:Iteration 82Q (1402.113137 sec): 3 clusters Score: Raw -873628.256923 + Penalty 2028.576093 = -871599.680830 nChanged 1 SP:Iteration 83Q (1402.282416 sec): 3 clusters Score: Raw -873628.319275 + Penalty 2028.576093 = -871599.743182 nChanged 1 SP:Iteration 84Q (1402.463732 sec): 3 clusters Score: Raw -873628.397721 + Penalty 2028.576093 = -871599.821627 nChanged 1 SP:Iteration 85Q (1402.574077 sec): 3 clusters Score: Raw -873628.500255 + Penalty 2028.576093 = -871599.924162 nChanged 3 SP:Iteration 86Q (1402.727745 sec): 3 clusters Score: Raw -873628.686804 + Penalty 2028.576093 = -871600.110710 nChanged 3 SP:Iteration 87Q (1402.903331 sec): 3 clusters Score: Raw -873628.873372 + Penalty 2028.576093 = -871600.297279 nChanged 4 SP:Iteration 88Q (1403.060851 sec): 3 clusters Score: Raw -873629.149784 + Penalty 2028.576093 = -871600.573690 nChanged 1 SP:Iteration 89Q (1403.199935 sec): 3 clusters Score: Raw -873629.165395 + Penalty 2028.576093 = -871600.589302 nChanged 3 SP:Iteration 90Q (1403.356449 sec): 3 clusters Score: Raw -873629.397768 + Penalty 2028.576093 = -871600.821674 nChanged 0 SP:Iteration 91F (1403.505449 sec): 3 clusters Score: Raw -873629.397768 + Penalty 2028.576093 = -871600.821674 nChanged 0 Score: Raw -2004043.408910 + Penalty 14499.243309 = -1989544.165601 Splitting cluster 10 changes total score from -1988814.019024 to -1989544.165601 So it's getting split into cluster 13. Trying to split cluster 11 (1997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1404.802282 sec): 2 clusters Score: Raw -91084.388985 + Penalty 797.937140 = -90286.451845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1404.896912 sec): 3 clusters Score: Raw -90102.259888 + Penalty 1595.874280 = -88506.385608 nChanged 775 SP:Iteration 1F (1405.000122 sec): 3 clusters Score: Raw -90613.887248 + Penalty 1595.874280 = -89018.012968 nChanged 170 SP:Iteration 2F (1405.107324 sec): 3 clusters Score: Raw -90733.130464 + Penalty 1595.874280 = -89137.256184 nChanged 102 SP:Iteration 3F (1405.232370 sec): 3 clusters Score: Raw -90807.981565 + Penalty 1595.874280 = -89212.107285 nChanged 87 SP:Iteration 4Q (1405.342830 sec): 3 clusters Score: Raw -90866.051447 + Penalty 1595.874280 = -89270.177167 nChanged 74 SP:Iteration 5Q (1405.476635 sec): 3 clusters Score: Raw -90919.623534 + Penalty 1595.874280 = -89323.749254 nChanged 67 SP:Iteration 6Q (1405.561685 sec): 3 clusters Score: Raw -90973.656070 + Penalty 1595.874280 = -89377.781790 nChanged 75 SP:Iteration 7Q (1405.673645 sec): 3 clusters Score: Raw -91031.640308 + Penalty 1595.874280 = -89435.766028 nChanged 73 SP:Iteration 8Q (1405.784718 sec): 3 clusters Score: Raw -91086.106860 + Penalty 1595.874280 = -89490.232580 nChanged 73 SP:Iteration 9Q (1405.874678 sec): 3 clusters Score: Raw -91141.940020 + Penalty 1595.874280 = -89546.065740 nChanged 66 SP:Iteration 10Q (1405.965322 sec): 3 clusters Score: Raw -91185.734937 + Penalty 1595.874280 = -89589.860657 nChanged 47 SP:Iteration 11Q (1406.067550 sec): 3 clusters Score: Raw -91215.022148 + Penalty 1595.874280 = -89619.147868 nChanged 50 SP:Iteration 12Q (1406.191659 sec): 3 clusters Score: Raw -91243.608719 + Penalty 1595.874280 = -89647.734439 nChanged 30 SP:Iteration 13Q (1406.272793 sec): 3 clusters Score: Raw -91258.616533 + Penalty 1595.874280 = -89662.742253 nChanged 18 SP:Iteration 14Q (1406.378335 sec): 3 clusters Score: Raw -91268.868791 + Penalty 1595.874280 = -89672.994511 nChanged 13 SP:Iteration 15Q (1406.481770 sec): 3 clusters Score: Raw -91275.339448 + Penalty 1595.874280 = -89679.465168 nChanged 14 SP:Iteration 16Q (1406.583999 sec): 3 clusters Score: Raw -91283.553752 + Penalty 1595.874280 = -89687.679472 nChanged 16 SP:Iteration 17Q (1406.685417 sec): 3 clusters Score: Raw -91291.633297 + Penalty 1595.874280 = -89695.759017 nChanged 11 SP:Iteration 18Q (1406.787850 sec): 3 clusters Score: Raw -91297.936086 + Penalty 1595.874280 = -89702.061806 nChanged 13 SP:Iteration 19Q (1406.882356 sec): 3 clusters Score: Raw -91312.767909 + Penalty 1595.874280 = -89716.893629 nChanged 18 SP:Iteration 20F (1406.982374 sec): 3 clusters Score: Raw -91324.643179 + Penalty 1595.874280 = -89728.768899 nChanged 16 SP:Iteration 21Q (1407.092496 sec): 3 clusters Score: Raw -91332.928498 + Penalty 1595.874280 = -89737.054218 nChanged 17 SP:Iteration 22Q (1407.202162 sec): 3 clusters Score: Raw -91340.115191 + Penalty 1595.874280 = -89744.240911 nChanged 11 SP:Iteration 23Q (1407.337323 sec): 3 clusters Score: Raw -91344.950225 + Penalty 1595.874280 = -89749.075945 nChanged 7 SP:Iteration 24Q (1407.421916 sec): 3 clusters Score: Raw -91347.505099 + Penalty 1595.874280 = -89751.630819 nChanged 13 SP:Iteration 25Q (1407.531462 sec): 3 clusters Score: Raw -91352.185793 + Penalty 1595.874280 = -89756.311513 nChanged 12 SP:Iteration 26Q (1407.634281 sec): 3 clusters Score: Raw -91356.437441 + Penalty 1595.874280 = -89760.563161 nChanged 9 SP:Iteration 27Q (1407.736878 sec): 3 clusters Score: Raw -91361.298171 + Penalty 1595.874280 = -89765.423891 nChanged 16 SP:Iteration 28Q (1407.860712 sec): 3 clusters Score: Raw -91367.505601 + Penalty 1595.874280 = -89771.631321 nChanged 15 SP:Iteration 29Q (1407.967471 sec): 3 clusters Score: Raw -91373.582721 + Penalty 1595.874280 = -89777.708441 nChanged 13 SP:Iteration 30Q (1408.047811 sec): 3 clusters Score: Raw -91380.190551 + Penalty 1595.874280 = -89784.316271 nChanged 11 SP:Iteration 31Q (1408.173131 sec): 3 clusters Score: Raw -91387.319461 + Penalty 1595.874280 = -89791.445181 nChanged 8 SP:Iteration 32Q (1408.254495 sec): 3 clusters Score: Raw -91392.143955 + Penalty 1595.874280 = -89796.269675 nChanged 7 SP:Iteration 33Q (1408.357109 sec): 3 clusters Score: Raw -91394.750100 + Penalty 1595.874280 = -89798.875820 nChanged 6 SP:Iteration 34Q (1408.460099 sec): 3 clusters Score: Raw -91396.305216 + Penalty 1595.874280 = -89800.430936 nChanged 5 SP:Iteration 35Q (1408.598735 sec): 3 clusters Score: Raw -91398.164268 + Penalty 1595.874280 = -89802.289988 nChanged 2 SP:Iteration 36Q (1408.712246 sec): 3 clusters Score: Raw -91398.651489 + Penalty 1595.874280 = -89802.777209 nChanged 0 SP:Iteration 37F (1408.812111 sec): 3 clusters Score: Raw -91398.651489 + Penalty 1595.874280 = -89802.777209 nChanged 0 Trying to split cluster 12 (2855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1408.863385 sec): 2 clusters Score: Raw -151733.331605 + Penalty 835.466848 = -150897.864758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1408.970212 sec): 3 clusters Score: Raw -150266.015292 + Penalty 1670.933696 = -148595.081596 nChanged 1146 SP:Iteration 1F (1409.082493 sec): 3 clusters Score: Raw -150984.903311 + Penalty 1670.933696 = -149313.969615 nChanged 249 SP:Iteration 2F (1409.202008 sec): 3 clusters Score: Raw -151195.750573 + Penalty 1670.933696 = -149524.816878 nChanged 208 SP:Iteration 3F (1409.305565 sec): 3 clusters Score: Raw -151429.955240 + Penalty 1670.933696 = -149759.021544 nChanged 213 SP:Iteration 4F (1409.402001 sec): 3 clusters Score: Raw -151648.122834 + Penalty 1670.933696 = -149977.189138 nChanged 166 SP:Iteration 5F (1409.505827 sec): 3 clusters Score: Raw -151801.318176 + Penalty 1670.933696 = -150130.384481 nChanged 149 SP:Iteration 6F (1409.617082 sec): 3 clusters Score: Raw -151940.180821 + Penalty 1670.933696 = -150269.247125 nChanged 125 SP:Iteration 7Q (1409.716377 sec): 3 clusters Score: Raw -152052.124609 + Penalty 1670.933696 = -150381.190913 nChanged 115 SP:Iteration 8Q (1409.818049 sec): 3 clusters Score: Raw -152142.451679 + Penalty 1670.933696 = -150471.517983 nChanged 76 SP:Iteration 9Q (1409.921118 sec): 3 clusters Score: Raw -152198.091760 + Penalty 1670.933696 = -150527.158064 nChanged 52 SP:Iteration 10Q (1410.028990 sec): 3 clusters Score: Raw -152235.051490 + Penalty 1670.933696 = -150564.117794 nChanged 46 SP:Iteration 11Q (1410.146644 sec): 3 clusters Score: Raw -152259.844559 + Penalty 1670.933696 = -150588.910863 nChanged 31 SP:Iteration 12Q (1410.257664 sec): 3 clusters Score: Raw -152274.316210 + Penalty 1670.933696 = -150603.382514 nChanged 22 SP:Iteration 13Q (1410.357120 sec): 3 clusters Score: Raw -152283.255649 + Penalty 1670.933696 = -150612.321954 nChanged 16 SP:Iteration 14Q (1410.493351 sec): 3 clusters Score: Raw -152291.279886 + Penalty 1670.933696 = -150620.346190 nChanged 11 SP:Iteration 15Q (1410.597836 sec): 3 clusters Score: Raw -152296.549504 + Penalty 1670.933696 = -150625.615809 nChanged 13 SP:Iteration 16Q (1410.685904 sec): 3 clusters Score: Raw -152300.485036 + Penalty 1670.933696 = -150629.551341 nChanged 11 SP:Iteration 17Q (1410.789204 sec): 3 clusters Score: Raw -152305.213539 + Penalty 1670.933696 = -150634.279843 nChanged 8 SP:Iteration 18Q (1410.906347 sec): 3 clusters Score: Raw -152307.242634 + Penalty 1670.933696 = -150636.308938 nChanged 4 SP:Iteration 19Q (1410.993210 sec): 3 clusters Score: Raw -152308.373086 + Penalty 1670.933696 = -150637.439390 nChanged 3 SP:Iteration 20F (1411.093264 sec): 3 clusters Score: Raw -152309.224485 + Penalty 1670.933696 = -150638.290790 nChanged 3 SP:Iteration 21Q (1411.194090 sec): 3 clusters Score: Raw -152311.035387 + Penalty 1670.933696 = -150640.101691 nChanged 11 SP:Iteration 22Q (1411.292355 sec): 3 clusters Score: Raw -152318.249871 + Penalty 1670.933696 = -150647.316175 nChanged 15 SP:Iteration 23Q (1411.389043 sec): 3 clusters Score: Raw -152329.494978 + Penalty 1670.933696 = -150658.561283 nChanged 16 SP:Iteration 24Q (1411.526135 sec): 3 clusters Score: Raw -152336.108347 + Penalty 1670.933696 = -150665.174652 nChanged 12 SP:Iteration 25Q (1411.627769 sec): 3 clusters Score: Raw -152339.789687 + Penalty 1670.933696 = -150668.855991 nChanged 9 SP:Iteration 26Q (1411.728688 sec): 3 clusters Score: Raw -152341.802159 + Penalty 1670.933696 = -150670.868463 nChanged 3 SP:Iteration 27Q (1411.830637 sec): 3 clusters Score: Raw -152342.556028 + Penalty 1670.933696 = -150671.622333 nChanged 3 SP:Iteration 28Q (1411.909351 sec): 3 clusters Score: Raw -152343.464718 + Penalty 1670.933696 = -150672.531022 nChanged 5 SP:Iteration 29Q (1412.004784 sec): 3 clusters Score: Raw -152344.649135 + Penalty 1670.933696 = -150673.715439 nChanged 3 SP:Iteration 30Q (1412.116149 sec): 3 clusters Score: Raw -152345.278978 + Penalty 1670.933696 = -150674.345282 nChanged 2 SP:Iteration 31Q (1412.225199 sec): 3 clusters Score: Raw -152345.567011 + Penalty 1670.933696 = -150674.633315 nChanged 2 SP:Iteration 32Q (1412.377481 sec): 3 clusters Score: Raw -152345.821858 + Penalty 1670.933696 = -150674.888162 nChanged 0 SP:Iteration 33F (1412.481175 sec): 3 clusters Score: Raw -152345.821858 + Penalty 1670.933696 = -150674.888162 nChanged 0 Iteration 99Q (1413.483737 sec): 14 clusters Score: Raw -2004408.384071 + Penalty 14499.243309 = -1989909.140762 nChanged 699 Iteration 100F (1414.602745 sec): 14 clusters Score: Raw -2004580.418372 + Penalty 14499.243309 = -1990081.175063 nChanged 247 Iteration 101Q (1415.649849 sec): 14 clusters Score: Raw -2004625.629484 + Penalty 14499.243309 = -1990126.386175 nChanged 153 Iteration 102Q (1416.707077 sec): 14 clusters Score: Raw -2004649.291314 + Penalty 14499.243309 = -1990150.048005 nChanged 104 Iteration 103Q (1417.697996 sec): 14 clusters Score: Raw -2004664.809241 + Penalty 14499.243309 = -1990165.565932 nChanged 76 Iteration 104Q (1418.666931 sec): 14 clusters Score: Raw -2004676.460179 + Penalty 14499.243309 = -1990177.216870 nChanged 61 Iteration 105Q (1419.712684 sec): 14 clusters Score: Raw -2004683.828075 + Penalty 14499.243309 = -1990184.584766 nChanged 45 Iteration 106Q (1420.790580 sec): 14 clusters Score: Raw -2004689.665764 + Penalty 14499.243309 = -1990190.422455 nChanged 41 Iteration 107Q (1421.899939 sec): 14 clusters Score: Raw -2004695.884948 + Penalty 14499.243309 = -1990196.641639 nChanged 45 Iteration 108Q (1422.993141 sec): 14 clusters Score: Raw -2004701.736711 + Penalty 14499.243309 = -1990202.493402 nChanged 42 Iteration 109Q (1424.059322 sec): 14 clusters Score: Raw -2004707.516721 + Penalty 14499.243309 = -1990208.273412 nChanged 32 Iteration 110Q (1424.989691 sec): 14 clusters Score: Raw -2004712.244791 + Penalty 14499.243309 = -1990213.001482 nChanged 27 Iteration 111Q (1425.980210 sec): 14 clusters Score: Raw -2004716.189274 + Penalty 14499.243309 = -1990216.945965 nChanged 33 Iteration 112Q (1426.882867 sec): 14 clusters Score: Raw -2004721.110537 + Penalty 14499.243309 = -1990221.867228 nChanged 32 Iteration 113Q (1427.979725 sec): 14 clusters Score: Raw -2004727.115815 + Penalty 14499.243309 = -1990227.872506 nChanged 37 Iteration 114Q (1428.866382 sec): 14 clusters Score: Raw -2004732.984162 + Penalty 14499.243309 = -1990233.740853 nChanged 29 Iteration 115Q (1429.762218 sec): 14 clusters Score: Raw -2004736.770250 + Penalty 14499.243309 = -1990237.526941 nChanged 23 Iteration 116Q (1430.652825 sec): 14 clusters Score: Raw -2004739.821097 + Penalty 14499.243309 = -1990240.577788 nChanged 18 Iteration 117Q (1431.576862 sec): 14 clusters Score: Raw -2004742.162725 + Penalty 14499.243309 = -1990242.919416 nChanged 21 Iteration 118Q (1432.516512 sec): 14 clusters Score: Raw -2004745.343898 + Penalty 14499.243309 = -1990246.100589 nChanged 25 Iteration 119Q (1433.443438 sec): 14 clusters Score: Raw -2004749.460456 + Penalty 14499.243309 = -1990250.217147 nChanged 25 Iteration 120F (1434.500194 sec): 14 clusters Score: Raw -2004753.598252 + Penalty 14499.243309 = -1990254.354943 nChanged 28 Iteration 121Q (1435.422701 sec): 14 clusters Score: Raw -2004759.249567 + Penalty 14499.243309 = -1990260.006258 nChanged 27 Iteration 122Q (1436.379653 sec): 14 clusters Score: Raw -2004763.772644 + Penalty 14499.243309 = -1990264.529335 nChanged 34 Iteration 123Q (1437.273995 sec): 14 clusters Score: Raw -2004769.140213 + Penalty 14499.243309 = -1990269.896904 nChanged 41 Iteration 124Q (1438.154448 sec): 14 clusters Score: Raw -2004776.409164 + Penalty 14499.243309 = -1990277.165855 nChanged 37 Iteration 125Q (1439.094666 sec): 14 clusters Score: Raw -2004782.214549 + Penalty 14499.243309 = -1990282.971240 nChanged 34 Iteration 126Q (1440.028677 sec): 14 clusters Score: Raw -2004786.421576 + Penalty 14499.243309 = -1990287.178267 nChanged 25 Iteration 127Q (1440.968548 sec): 14 clusters Score: Raw -2004789.794022 + Penalty 14499.243309 = -1990290.550713 nChanged 26 Iteration 128Q (1441.923418 sec): 14 clusters Score: Raw -2004793.708069 + Penalty 14499.243309 = -1990294.464760 nChanged 38 Iteration 129Q (1442.886465 sec): 14 clusters Score: Raw -2004798.680483 + Penalty 14499.243309 = -1990299.437174 nChanged 29 Iteration 130Q (1443.790357 sec): 14 clusters Score: Raw -2004802.538665 + Penalty 14499.243309 = -1990303.295356 nChanged 25 Iteration 131Q (1444.721168 sec): 14 clusters Score: Raw -2004806.642879 + Penalty 14499.243309 = -1990307.399570 nChanged 21 Iteration 132Q (1445.645632 sec): 14 clusters Score: Raw -2004809.474068 + Penalty 14499.243309 = -1990310.230759 nChanged 25 Iteration 133Q (1446.597799 sec): 14 clusters Score: Raw -2004812.493786 + Penalty 14499.243309 = -1990313.250477 nChanged 13 Iteration 134Q (1447.553898 sec): 14 clusters Score: Raw -2004814.220450 + Penalty 14499.243309 = -1990314.977141 nChanged 15 Iteration 135Q (1448.509424 sec): 14 clusters Score: Raw -2004816.608805 + Penalty 14499.243309 = -1990317.365496 nChanged 14 Iteration 136Q (1449.464415 sec): 14 clusters Score: Raw -2004818.754298 + Penalty 14499.243309 = -1990319.510989 nChanged 19 Iteration 137Q (1450.367171 sec): 14 clusters Score: Raw -2004821.465781 + Penalty 14499.243309 = -1990322.222472 nChanged 18 Iteration 138Q (1451.242271 sec): 14 clusters Score: Raw -2004823.592237 + Penalty 14499.243309 = -1990324.348928 nChanged 16 Writing temp clu file Because OldScore, -1990322.222472, is greater than current (better) Score,-1990324.348928 Compute initial score before splitting: Score: Raw -2004823.592237 + Penalty 14499.243309 = -1990324.348928 Trying to split cluster 1 (2537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1451.311755 sec): 2 clusters Score: Raw -117444.619611 + Penalty 823.067444 = -116621.552168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1451.406525 sec): 3 clusters Score: Raw -116211.468921 + Penalty 1646.134888 = -114565.334034 nChanged 1002 SP:Iteration 1F (1451.523519 sec): 3 clusters Score: Raw -117127.488807 + Penalty 1646.134888 = -115481.353919 nChanged 264 SP:Iteration 2F (1451.621501 sec): 3 clusters Score: Raw -117450.737606 + Penalty 1646.134888 = -115804.602718 nChanged 181 SP:Iteration 3F (1451.709463 sec): 3 clusters Score: Raw -117641.958169 + Penalty 1646.134888 = -115995.823281 nChanged 139 SP:Iteration 4F (1451.798290 sec): 3 clusters Score: Raw -117766.807548 + Penalty 1646.134888 = -116120.672660 nChanged 101 SP:Iteration 5Q (1451.899622 sec): 3 clusters Score: Raw -117861.765460 + Penalty 1646.134888 = -116215.630572 nChanged 99 SP:Iteration 6Q (1452.001113 sec): 3 clusters Score: Raw -117956.040101 + Penalty 1646.134888 = -116309.905214 nChanged 100 SP:Iteration 7Q (1452.104339 sec): 3 clusters Score: Raw -118059.391321 + Penalty 1646.134888 = -116413.256434 nChanged 105 SP:Iteration 8Q (1452.191718 sec): 3 clusters Score: Raw -118159.728767 + Penalty 1646.134888 = -116513.593880 nChanged 96 SP:Iteration 9Q (1452.320457 sec): 3 clusters Score: Raw -118243.712115 + Penalty 1646.134888 = -116597.577228 nChanged 64 SP:Iteration 10Q (1452.403142 sec): 3 clusters Score: Raw -118291.723469 + Penalty 1646.134888 = -116645.588582 nChanged 47 SP:Iteration 11Q (1452.530186 sec): 3 clusters Score: Raw -118309.795333 + Penalty 1646.134888 = -116663.660446 nChanged 24 SP:Iteration 12Q (1452.597013 sec): 3 clusters Score: Raw -118318.172466 + Penalty 1646.134888 = -116672.037579 nChanged 21 SP:Iteration 13Q (1452.694572 sec): 3 clusters Score: Raw -118325.630529 + Penalty 1646.134888 = -116679.495641 nChanged 13 SP:Iteration 14Q (1452.791286 sec): 3 clusters Score: Raw -118329.207713 + Penalty 1646.134888 = -116683.072826 nChanged 9 SP:Iteration 15Q (1452.895253 sec): 3 clusters Score: Raw -118331.888996 + Penalty 1646.134888 = -116685.754108 nChanged 7 SP:Iteration 16Q (1452.996311 sec): 3 clusters Score: Raw -118333.850103 + Penalty 1646.134888 = -116687.715216 nChanged 5 SP:Iteration 17Q (1453.094179 sec): 3 clusters Score: Raw -118338.444277 + Penalty 1646.134888 = -116692.309390 nChanged 8 SP:Iteration 18Q (1453.203837 sec): 3 clusters Score: Raw -118343.717942 + Penalty 1646.134888 = -116697.583054 nChanged 20 SP:Iteration 19Q (1453.284696 sec): 3 clusters Score: Raw -118352.694450 + Penalty 1646.134888 = -116706.559562 nChanged 9 SP:Iteration 20F (1453.371328 sec): 3 clusters Score: Raw -118355.649158 + Penalty 1646.134888 = -116709.514270 nChanged 8 SP:Iteration 21Q (1453.457426 sec): 3 clusters Score: Raw -118360.345069 + Penalty 1646.134888 = -116714.210181 nChanged 9 SP:Iteration 22Q (1453.553210 sec): 3 clusters Score: Raw -118365.498419 + Penalty 1646.134888 = -116719.363532 nChanged 8 SP:Iteration 23Q (1453.660259 sec): 3 clusters Score: Raw -118368.734888 + Penalty 1646.134888 = -116722.600001 nChanged 7 SP:Iteration 24Q (1453.763432 sec): 3 clusters Score: Raw -118371.269743 + Penalty 1646.134888 = -116725.134856 nChanged 4 SP:Iteration 25Q (1453.858046 sec): 3 clusters Score: Raw -118372.583931 + Penalty 1646.134888 = -116726.449044 nChanged 2 SP:Iteration 26Q (1453.951111 sec): 3 clusters Score: Raw -118373.326063 + Penalty 1646.134888 = -116727.191176 nChanged 1 SP:Iteration 27Q (1454.065322 sec): 3 clusters Score: Raw -118373.474452 + Penalty 1646.134888 = -116727.339564 nChanged 0 SP:Iteration 28F (1454.148328 sec): 3 clusters Score: Raw -118373.474452 + Penalty 1646.134888 = -116727.339564 nChanged 0 Score: Raw -2005754.480899 + Penalty 15614.569717 = -1990139.911182 Splitting cluster 1 changes total score from -1990324.348928 to -1990139.911182 So it's not getting split. Trying to split cluster 2 (3217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1455.334380 sec): 2 clusters Score: Raw -170207.781323 + Penalty 848.001475 = -169359.779848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.453692 sec): 3 clusters Score: Raw -168538.622634 + Penalty 1696.002951 = -166842.619683 nChanged 1346 SP:Iteration 1F (1455.548941 sec): 3 clusters Score: Raw -169380.765271 + Penalty 1696.002951 = -167684.762320 nChanged 280 SP:Iteration 2F (1455.650496 sec): 3 clusters Score: Raw -169637.423999 + Penalty 1696.002951 = -167941.421048 nChanged 271 SP:Iteration 3F (1455.742007 sec): 3 clusters Score: Raw -169926.649749 + Penalty 1696.002951 = -168230.646798 nChanged 231 SP:Iteration 4F (1455.839874 sec): 3 clusters Score: Raw -170145.977160 + Penalty 1696.002951 = -168449.974209 nChanged 185 SP:Iteration 5F (1455.926481 sec): 3 clusters Score: Raw -170293.047077 + Penalty 1696.002951 = -168597.044127 nChanged 126 SP:Iteration 6Q (1456.034803 sec): 3 clusters Score: Raw -170374.922704 + Penalty 1696.002951 = -168678.919754 nChanged 82 SP:Iteration 7Q (1456.135647 sec): 3 clusters Score: Raw -170429.579271 + Penalty 1696.002951 = -168733.576320 nChanged 69 SP:Iteration 8Q (1456.222135 sec): 3 clusters Score: Raw -170469.003713 + Penalty 1696.002951 = -168773.000762 nChanged 54 SP:Iteration 9Q (1456.304660 sec): 3 clusters Score: Raw -170492.743878 + Penalty 1696.002951 = -168796.740927 nChanged 48 SP:Iteration 10Q (1456.431040 sec): 3 clusters Score: Raw -170507.639835 + Penalty 1696.002951 = -168811.636884 nChanged 21 SP:Iteration 11Q (1456.543999 sec): 3 clusters Score: Raw -170512.663937 + Penalty 1696.002951 = -168816.660986 nChanged 14 SP:Iteration 12Q (1456.670130 sec): 3 clusters Score: Raw -170515.886465 + Penalty 1696.002951 = -168819.883515 nChanged 9 SP:Iteration 13Q (1456.770408 sec): 3 clusters Score: Raw -170517.881974 + Penalty 1696.002951 = -168821.879024 nChanged 17 SP:Iteration 14Q (1456.865337 sec): 3 clusters Score: Raw -170522.222047 + Penalty 1696.002951 = -168826.219097 nChanged 11 SP:Iteration 15Q (1456.972212 sec): 3 clusters Score: Raw -170525.495468 + Penalty 1696.002951 = -168829.492517 nChanged 9 SP:Iteration 16Q (1457.068025 sec): 3 clusters Score: Raw -170529.855551 + Penalty 1696.002951 = -168833.852600 nChanged 6 SP:Iteration 17Q (1457.155579 sec): 3 clusters Score: Raw -170532.904093 + Penalty 1696.002951 = -168836.901142 nChanged 10 SP:Iteration 18Q (1457.257501 sec): 3 clusters Score: Raw -170537.270355 + Penalty 1696.002951 = -168841.267404 nChanged 15 SP:Iteration 19Q (1457.374067 sec): 3 clusters Score: Raw -170542.191915 + Penalty 1696.002951 = -168846.188964 nChanged 8 SP:Iteration 20F (1457.451909 sec): 3 clusters Score: Raw -170544.796974 + Penalty 1696.002951 = -168848.794023 nChanged 8 SP:Iteration 21Q (1457.566605 sec): 3 clusters Score: Raw -170547.785372 + Penalty 1696.002951 = -168851.782421 nChanged 10 SP:Iteration 22Q (1457.643217 sec): 3 clusters Score: Raw -170550.316713 + Penalty 1696.002951 = -168854.313763 nChanged 4 SP:Iteration 23Q (1457.758243 sec): 3 clusters Score: Raw -170551.110275 + Penalty 1696.002951 = -168855.107324 nChanged 2 SP:Iteration 24Q (1457.857338 sec): 3 clusters Score: Raw -170551.401826 + Penalty 1696.002951 = -168855.398876 nChanged 1 SP:Iteration 25Q (1457.953898 sec): 3 clusters Score: Raw -170551.619752 + Penalty 1696.002951 = -168855.616801 nChanged 0 SP:Iteration 26F (1458.040910 sec): 3 clusters Score: Raw -170551.619752 + Penalty 1696.002951 = -168855.616801 nChanged 0 Trying to split cluster 3 (1800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1458.112170 sec): 2 clusters Score: Raw -86933.020745 + Penalty 787.031904 = -86145.988841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1458.194222 sec): 3 clusters Score: Raw -86148.463136 + Penalty 1574.063808 = -84574.399327 nChanged 635 SP:Iteration 1F (1458.310924 sec): 3 clusters Score: Raw -86592.655115 + Penalty 1574.063808 = -85018.591307 nChanged 167 SP:Iteration 2F (1458.396938 sec): 3 clusters Score: Raw -86749.239296 + Penalty 1574.063808 = -85175.175487 nChanged 120 SP:Iteration 3F (1458.500959 sec): 3 clusters Score: Raw -86860.196675 + Penalty 1574.063808 = -85286.132867 nChanged 102 SP:Iteration 4F (1458.612622 sec): 3 clusters Score: Raw -86972.288268 + Penalty 1574.063808 = -85398.224459 nChanged 87 SP:Iteration 5Q (1458.733627 sec): 3 clusters Score: Raw -87048.011777 + Penalty 1574.063808 = -85473.947969 nChanged 74 SP:Iteration 6Q (1458.813178 sec): 3 clusters Score: Raw -87121.096129 + Penalty 1574.063808 = -85547.032320 nChanged 72 SP:Iteration 7Q (1458.916933 sec): 3 clusters Score: Raw -87196.618079 + Penalty 1574.063808 = -85622.554270 nChanged 68 SP:Iteration 8Q (1459.025891 sec): 3 clusters Score: Raw -87282.868554 + Penalty 1574.063808 = -85708.804746 nChanged 74 SP:Iteration 9Q (1459.124461 sec): 3 clusters Score: Raw -87429.150124 + Penalty 1574.063808 = -85855.086316 nChanged 89 SP:Iteration 10Q (1459.217605 sec): 3 clusters Score: Raw -87565.479707 + Penalty 1574.063808 = -85991.415899 nChanged 68 SP:Iteration 11Q (1459.312199 sec): 3 clusters Score: Raw -87634.305945 + Penalty 1574.063808 = -86060.242137 nChanged 45 SP:Iteration 12Q (1459.393747 sec): 3 clusters Score: Raw -87671.923935 + Penalty 1574.063808 = -86097.860126 nChanged 32 SP:Iteration 13Q (1459.506380 sec): 3 clusters Score: Raw -87695.728456 + Penalty 1574.063808 = -86121.664647 nChanged 27 SP:Iteration 14Q (1459.587609 sec): 3 clusters Score: Raw -87715.757857 + Penalty 1574.063808 = -86141.694049 nChanged 16 SP:Iteration 15Q (1459.677174 sec): 3 clusters Score: Raw -87724.287565 + Penalty 1574.063808 = -86150.223756 nChanged 13 SP:Iteration 16Q (1459.778031 sec): 3 clusters Score: Raw -87730.740804 + Penalty 1574.063808 = -86156.676996 nChanged 10 SP:Iteration 17Q (1459.862760 sec): 3 clusters Score: Raw -87738.914056 + Penalty 1574.063808 = -86164.850248 nChanged 12 SP:Iteration 18Q (1459.975410 sec): 3 clusters Score: Raw -87745.362404 + Penalty 1574.063808 = -86171.298596 nChanged 8 SP:Iteration 19Q (1460.075094 sec): 3 clusters Score: Raw -87750.366581 + Penalty 1574.063808 = -86176.302772 nChanged 9 SP:Iteration 20F (1460.175037 sec): 3 clusters Score: Raw -87754.578971 + Penalty 1574.063808 = -86180.515163 nChanged 5 SP:Iteration 21Q (1460.269476 sec): 3 clusters Score: Raw -87757.053646 + Penalty 1574.063808 = -86182.989838 nChanged 4 SP:Iteration 22Q (1460.366180 sec): 3 clusters Score: Raw -87758.465811 + Penalty 1574.063808 = -86184.402003 nChanged 1 SP:Iteration 23Q (1460.456528 sec): 3 clusters Score: Raw -87758.768474 + Penalty 1574.063808 = -86184.704666 nChanged 0 SP:Iteration 24F (1460.544516 sec): 3 clusters Score: Raw -87758.768474 + Penalty 1574.063808 = -86184.704666 nChanged 0 Score: Raw -2005651.373788 + Penalty 15614.569717 = -1990036.804071 Splitting cluster 3 changes total score from -1990324.348928 to -1990036.804071 So it's not getting split. Trying to split cluster 4 (1396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1461.689011 sec): 2 clusters Score: Raw -54773.607533 + Penalty 760.343460 = -54013.264073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1461.795989 sec): 3 clusters Score: Raw -54228.620298 + Penalty 1520.686919 = -52707.933379 nChanged 520 SP:Iteration 1F (1461.873151 sec): 3 clusters Score: Raw -54884.499383 + Penalty 1520.686919 = -53363.812464 nChanged 183 SP:Iteration 2F (1461.973935 sec): 3 clusters Score: Raw -55120.114284 + Penalty 1520.686919 = -53599.427364 nChanged 102 SP:Iteration 3F (1462.072597 sec): 3 clusters Score: Raw -55246.143970 + Penalty 1520.686919 = -53725.457051 nChanged 81 SP:Iteration 4F (1462.151999 sec): 3 clusters Score: Raw -55333.937461 + Penalty 1520.686919 = -53813.250541 nChanged 55 SP:Iteration 5Q (1462.243722 sec): 3 clusters Score: Raw -55393.470962 + Penalty 1520.686919 = -53872.784042 nChanged 29 SP:Iteration 6Q (1462.342492 sec): 3 clusters Score: Raw -55416.244122 + Penalty 1520.686919 = -53895.557203 nChanged 21 SP:Iteration 7Q (1462.452081 sec): 3 clusters Score: Raw -55440.787906 + Penalty 1520.686919 = -53920.100986 nChanged 15 SP:Iteration 8Q (1462.537479 sec): 3 clusters Score: Raw -55456.288014 + Penalty 1520.686919 = -53935.601094 nChanged 17 SP:Iteration 9Q (1462.630004 sec): 3 clusters Score: Raw -55469.792571 + Penalty 1520.686919 = -53949.105651 nChanged 8 SP:Iteration 10Q (1462.714628 sec): 3 clusters Score: Raw -55475.012101 + Penalty 1520.686919 = -53954.325182 nChanged 7 SP:Iteration 11Q (1462.806157 sec): 3 clusters Score: Raw -55481.299744 + Penalty 1520.686919 = -53960.612825 nChanged 9 SP:Iteration 12Q (1462.917690 sec): 3 clusters Score: Raw -55485.917291 + Penalty 1520.686919 = -53965.230372 nChanged 4 SP:Iteration 13Q (1462.996615 sec): 3 clusters Score: Raw -55488.143918 + Penalty 1520.686919 = -53967.456999 nChanged 2 SP:Iteration 14Q (1463.094640 sec): 3 clusters Score: Raw -55488.810695 + Penalty 1520.686919 = -53968.123775 nChanged 0 SP:Iteration 15F (1463.191236 sec): 3 clusters Score: Raw -55488.810695 + Penalty 1520.686919 = -53968.123775 nChanged 0 Trying to split cluster 5 (4320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1463.261483 sec): 2 clusters Score: Raw -229567.804933 + Penalty 878.956122 = -228688.848811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1463.455658 sec): 3 clusters Score: Raw -227292.879467 + Penalty 1757.912243 = -225534.967224 nChanged 1770 SP:Iteration 1F (1463.534413 sec): 3 clusters Score: Raw -228443.612989 + Penalty 1757.912243 = -226685.700746 nChanged 359 SP:Iteration 2F (1463.626808 sec): 3 clusters Score: Raw -228680.733489 + Penalty 1757.912243 = -226922.821246 nChanged 278 SP:Iteration 3F (1463.734743 sec): 3 clusters Score: Raw -228876.051075 + Penalty 1757.912243 = -227118.138832 nChanged 225 SP:Iteration 4F (1463.841815 sec): 3 clusters Score: Raw -229052.664548 + Penalty 1757.912243 = -227294.752305 nChanged 185 SP:Iteration 5Q (1463.953808 sec): 3 clusters Score: Raw -229183.018295 + Penalty 1757.912243 = -227425.106052 nChanged 149 SP:Iteration 6Q (1464.097216 sec): 3 clusters Score: Raw -229254.564344 + Penalty 1757.912243 = -227496.652101 nChanged 115 SP:Iteration 7Q (1464.224216 sec): 3 clusters Score: Raw -229305.381186 + Penalty 1757.912243 = -227547.468943 nChanged 87 SP:Iteration 8Q (1464.315394 sec): 3 clusters Score: Raw -229333.229864 + Penalty 1757.912243 = -227575.317621 nChanged 67 SP:Iteration 9Q (1464.409404 sec): 3 clusters Score: Raw -229353.462978 + Penalty 1757.912243 = -227595.550735 nChanged 61 SP:Iteration 10Q (1464.508340 sec): 3 clusters Score: Raw -229372.386876 + Penalty 1757.912243 = -227614.474633 nChanged 41 SP:Iteration 11Q (1464.607308 sec): 3 clusters Score: Raw -229384.803567 + Penalty 1757.912243 = -227626.891324 nChanged 35 SP:Iteration 12Q (1464.720141 sec): 3 clusters Score: Raw -229393.948752 + Penalty 1757.912243 = -227636.036509 nChanged 24 SP:Iteration 13Q (1464.829195 sec): 3 clusters Score: Raw -229400.094574 + Penalty 1757.912243 = -227642.182330 nChanged 24 SP:Iteration 14Q (1464.938204 sec): 3 clusters Score: Raw -229407.055276 + Penalty 1757.912243 = -227649.143033 nChanged 29 SP:Iteration 15Q (1465.063970 sec): 3 clusters Score: Raw -229416.813453 + Penalty 1757.912243 = -227658.901210 nChanged 35 SP:Iteration 16Q (1465.143945 sec): 3 clusters Score: Raw -229427.006851 + Penalty 1757.912243 = -227669.094608 nChanged 33 SP:Iteration 17Q (1465.245923 sec): 3 clusters Score: Raw -229440.025509 + Penalty 1757.912243 = -227682.113266 nChanged 45 SP:Iteration 18Q (1465.342934 sec): 3 clusters Score: Raw -229460.582132 + Penalty 1757.912243 = -227702.669888 nChanged 51 SP:Iteration 19Q (1465.447642 sec): 3 clusters Score: Raw -229481.168135 + Penalty 1757.912243 = -227723.255892 nChanged 49 SP:Iteration 20F (1465.564209 sec): 3 clusters Score: Raw -229497.994172 + Penalty 1757.912243 = -227740.081929 nChanged 45 SP:Iteration 21Q (1465.704258 sec): 3 clusters Score: Raw -229512.923987 + Penalty 1757.912243 = -227755.011744 nChanged 43 SP:Iteration 22Q (1465.789990 sec): 3 clusters Score: Raw -229530.142303 + Penalty 1757.912243 = -227772.230060 nChanged 38 SP:Iteration 23Q (1465.885132 sec): 3 clusters Score: Raw -229552.361575 + Penalty 1757.912243 = -227794.449332 nChanged 44 SP:Iteration 24Q (1465.979673 sec): 3 clusters Score: Raw -229577.581878 + Penalty 1757.912243 = -227819.669635 nChanged 40 SP:Iteration 25Q (1466.091611 sec): 3 clusters Score: Raw -229595.682081 + Penalty 1757.912243 = -227837.769838 nChanged 35 SP:Iteration 26Q (1466.187111 sec): 3 clusters Score: Raw -229612.224918 + Penalty 1757.912243 = -227854.312675 nChanged 36 SP:Iteration 27Q (1466.301955 sec): 3 clusters Score: Raw -229626.685414 + Penalty 1757.912243 = -227868.773171 nChanged 37 SP:Iteration 28Q (1466.392265 sec): 3 clusters Score: Raw -229638.864196 + Penalty 1757.912243 = -227880.951953 nChanged 32 SP:Iteration 29Q (1466.500016 sec): 3 clusters Score: Raw -229648.191422 + Penalty 1757.912243 = -227890.279179 nChanged 19 SP:Iteration 30Q (1466.617931 sec): 3 clusters Score: Raw -229655.291245 + Penalty 1757.912243 = -227897.379002 nChanged 30 SP:Iteration 31Q (1466.739071 sec): 3 clusters Score: Raw -229667.427335 + Penalty 1757.912243 = -227909.515092 nChanged 29 SP:Iteration 32Q (1466.841219 sec): 3 clusters Score: Raw -229680.193065 + Penalty 1757.912243 = -227922.280822 nChanged 27 SP:Iteration 33Q (1466.940034 sec): 3 clusters Score: Raw -229695.599120 + Penalty 1757.912243 = -227937.686877 nChanged 39 SP:Iteration 34Q (1467.051531 sec): 3 clusters Score: Raw -229714.227057 + Penalty 1757.912243 = -227956.314814 nChanged 33 SP:Iteration 35Q (1467.125588 sec): 3 clusters Score: Raw -229726.901499 + Penalty 1757.912243 = -227968.989256 nChanged 26 SP:Iteration 36Q (1467.233929 sec): 3 clusters Score: Raw -229742.329228 + Penalty 1757.912243 = -227984.416985 nChanged 32 SP:Iteration 37Q (1467.352109 sec): 3 clusters Score: Raw -229760.243890 + Penalty 1757.912243 = -228002.331647 nChanged 33 SP:Iteration 38Q (1467.465525 sec): 3 clusters Score: Raw -229777.159652 + Penalty 1757.912243 = -228019.247409 nChanged 28 SP:Iteration 39Q (1467.571929 sec): 3 clusters Score: Raw -229794.289384 + Penalty 1757.912243 = -228036.377141 nChanged 34 SP:Iteration 40F (1467.686343 sec): 3 clusters Score: Raw -229809.345775 + Penalty 1757.912243 = -228051.433532 nChanged 23 SP:Iteration 41Q (1467.770661 sec): 3 clusters Score: Raw -229814.916776 + Penalty 1757.912243 = -228057.004533 nChanged 14 SP:Iteration 42Q (1467.891852 sec): 3 clusters Score: Raw -229819.136212 + Penalty 1757.912243 = -228061.223968 nChanged 13 SP:Iteration 43Q (1467.982017 sec): 3 clusters Score: Raw -229823.122272 + Penalty 1757.912243 = -228065.210028 nChanged 12 SP:Iteration 44Q (1468.089839 sec): 3 clusters Score: Raw -229828.774556 + Penalty 1757.912243 = -228070.862313 nChanged 21 SP:Iteration 45Q (1468.188210 sec): 3 clusters Score: Raw -229837.081568 + Penalty 1757.912243 = -228079.169325 nChanged 18 SP:Iteration 46Q (1468.278864 sec): 3 clusters Score: Raw -229843.436673 + Penalty 1757.912243 = -228085.524430 nChanged 15 SP:Iteration 47Q (1468.358904 sec): 3 clusters Score: Raw -229848.174776 + Penalty 1757.912243 = -228090.262533 nChanged 13 SP:Iteration 48Q (1468.466199 sec): 3 clusters Score: Raw -229853.173781 + Penalty 1757.912243 = -228095.261538 nChanged 14 SP:Iteration 49Q (1468.591149 sec): 3 clusters Score: Raw -229857.720679 + Penalty 1757.912243 = -228099.808436 nChanged 12 SP:Iteration 50Q (1468.674717 sec): 3 clusters Score: Raw -229861.233063 + Penalty 1757.912243 = -228103.320820 nChanged 13 SP:Iteration 51Q (1468.780858 sec): 3 clusters Score: Raw -229864.357970 + Penalty 1757.912243 = -228106.445727 nChanged 7 SP:Iteration 52Q (1468.907789 sec): 3 clusters Score: Raw -229866.464155 + Penalty 1757.912243 = -228108.551912 nChanged 10 SP:Iteration 53Q (1468.996236 sec): 3 clusters Score: Raw -229869.794380 + Penalty 1757.912243 = -228111.882137 nChanged 10 SP:Iteration 54Q (1469.109087 sec): 3 clusters Score: Raw -229873.579585 + Penalty 1757.912243 = -228115.667342 nChanged 11 SP:Iteration 55Q (1469.206320 sec): 3 clusters Score: Raw -229877.899232 + Penalty 1757.912243 = -228119.986989 nChanged 12 SP:Iteration 56Q (1469.338012 sec): 3 clusters Score: Raw -229881.888000 + Penalty 1757.912243 = -228123.975757 nChanged 15 SP:Iteration 57Q (1469.430491 sec): 3 clusters Score: Raw -229888.110178 + Penalty 1757.912243 = -228130.197934 nChanged 14 SP:Iteration 58Q (1469.570579 sec): 3 clusters Score: Raw -229893.948253 + Penalty 1757.912243 = -228136.036010 nChanged 14 SP:Iteration 59Q (1469.649083 sec): 3 clusters Score: Raw -229899.981126 + Penalty 1757.912243 = -228142.068883 nChanged 18 SP:Iteration 60F (1469.759086 sec): 3 clusters Score: Raw -229907.566022 + Penalty 1757.912243 = -228149.653779 nChanged 15 SP:Iteration 61Q (1469.856941 sec): 3 clusters Score: Raw -229913.104337 + Penalty 1757.912243 = -228155.192094 nChanged 12 SP:Iteration 62Q (1469.964164 sec): 3 clusters Score: Raw -229917.108413 + Penalty 1757.912243 = -228159.196170 nChanged 14 SP:Iteration 63Q (1470.069606 sec): 3 clusters Score: Raw -229921.928557 + Penalty 1757.912243 = -228164.016314 nChanged 14 SP:Iteration 64Q (1470.176198 sec): 3 clusters Score: Raw -229928.443580 + Penalty 1757.912243 = -228170.531337 nChanged 14 SP:Iteration 65Q (1470.276104 sec): 3 clusters Score: Raw -229934.534473 + Penalty 1757.912243 = -228176.622230 nChanged 12 SP:Iteration 66Q (1470.379578 sec): 3 clusters Score: Raw -229938.440029 + Penalty 1757.912243 = -228180.527786 nChanged 11 SP:Iteration 67Q (1470.512903 sec): 3 clusters Score: Raw -229942.334575 + Penalty 1757.912243 = -228184.422332 nChanged 8 SP:Iteration 68Q (1470.602510 sec): 3 clusters Score: Raw -229943.294183 + Penalty 1757.912243 = -228185.381940 nChanged 1 SP:Iteration 69Q (1470.712533 sec): 3 clusters Score: Raw -229943.576965 + Penalty 1757.912243 = -228185.664722 nChanged 2 SP:Iteration 70Q (1470.817041 sec): 3 clusters Score: Raw -229944.201034 + Penalty 1757.912243 = -228186.288790 nChanged 5 SP:Iteration 71Q (1470.936347 sec): 3 clusters Score: Raw -229946.211161 + Penalty 1757.912243 = -228188.298918 nChanged 6 SP:Iteration 72Q (1471.037791 sec): 3 clusters Score: Raw -229948.211801 + Penalty 1757.912243 = -228190.299558 nChanged 9 SP:Iteration 73Q (1471.145725 sec): 3 clusters Score: Raw -229952.820712 + Penalty 1757.912243 = -228194.908469 nChanged 10 SP:Iteration 74Q (1471.234992 sec): 3 clusters Score: Raw -229956.152306 + Penalty 1757.912243 = -228198.240063 nChanged 3 SP:Iteration 75Q (1471.335304 sec): 3 clusters Score: Raw -229956.715290 + Penalty 1757.912243 = -228198.803047 nChanged 0 SP:Iteration 76F (1471.443152 sec): 3 clusters Score: Raw -229956.715290 + Penalty 1757.912243 = -228198.803047 nChanged 0 Trying to split cluster 6 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1471.499963 sec): 2 clusters Score: Raw -31959.472777 + Penalty 695.944344 = -31263.528432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1471.596302 sec): 3 clusters Score: Raw -31751.191950 + Penalty 1391.888689 = -30359.303261 nChanged 228 SP:Iteration 1F (1471.688059 sec): 3 clusters Score: Raw -32067.172747 + Penalty 1391.888689 = -30675.284058 nChanged 91 SP:Iteration 2F (1471.809140 sec): 3 clusters Score: Raw -32316.788857 + Penalty 1391.888689 = -30924.900168 nChanged 74 SP:Iteration 3F (1471.882705 sec): 3 clusters Score: Raw -32461.418772 + Penalty 1391.888689 = -31069.530083 nChanged 47 SP:Iteration 4F (1471.987189 sec): 3 clusters Score: Raw -32529.269836 + Penalty 1391.888689 = -31137.381147 nChanged 21 SP:Iteration 5Q (1472.097438 sec): 3 clusters Score: Raw -32551.936739 + Penalty 1391.888689 = -31160.048050 nChanged 13 SP:Iteration 6Q (1472.200622 sec): 3 clusters Score: Raw -32563.612166 + Penalty 1391.888689 = -31171.723477 nChanged 5 SP:Iteration 7Q (1472.319023 sec): 3 clusters Score: Raw -32570.044523 + Penalty 1391.888689 = -31178.155834 nChanged 3 SP:Iteration 8Q (1472.395872 sec): 3 clusters Score: Raw -32573.378748 + Penalty 1391.888689 = -31181.490059 nChanged 0 SP:Iteration 9F (1472.504350 sec): 3 clusters Score: Raw -32573.378748 + Penalty 1391.888689 = -31181.490059 nChanged 0 Trying to split cluster 7 (2866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1472.575146 sec): 2 clusters Score: Raw -139057.241121 + Penalty 835.870624 = -138221.370497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1472.671588 sec): 3 clusters Score: Raw -137612.718735 + Penalty 1671.741248 = -135940.977487 nChanged 1127 SP:Iteration 1F (1472.781636 sec): 3 clusters Score: Raw -138325.829878 + Penalty 1671.741248 = -136654.088630 nChanged 237 SP:Iteration 2F (1472.880117 sec): 3 clusters Score: Raw -138492.814320 + Penalty 1671.741248 = -136821.073072 nChanged 161 SP:Iteration 3F (1472.989913 sec): 3 clusters Score: Raw -138618.773734 + Penalty 1671.741248 = -136947.032486 nChanged 150 SP:Iteration 4F (1473.103086 sec): 3 clusters Score: Raw -138733.919397 + Penalty 1671.741248 = -137062.178150 nChanged 142 SP:Iteration 5Q (1473.212832 sec): 3 clusters Score: Raw -138844.598316 + Penalty 1671.741248 = -137172.857068 nChanged 120 SP:Iteration 6Q (1473.307613 sec): 3 clusters Score: Raw -138929.747187 + Penalty 1671.741248 = -137258.005939 nChanged 108 SP:Iteration 7Q (1473.403902 sec): 3 clusters Score: Raw -139007.852992 + Penalty 1671.741248 = -137336.111744 nChanged 94 SP:Iteration 8Q (1473.501406 sec): 3 clusters Score: Raw -139077.238326 + Penalty 1671.741248 = -137405.497078 nChanged 105 SP:Iteration 9Q (1473.618446 sec): 3 clusters Score: Raw -139140.153199 + Penalty 1671.741248 = -137468.411951 nChanged 78 SP:Iteration 10Q (1473.702577 sec): 3 clusters Score: Raw -139181.185524 + Penalty 1671.741248 = -137509.444276 nChanged 62 SP:Iteration 11Q (1473.801265 sec): 3 clusters Score: Raw -139213.915194 + Penalty 1671.741248 = -137542.173946 nChanged 57 SP:Iteration 12Q (1473.906466 sec): 3 clusters Score: Raw -139242.750945 + Penalty 1671.741248 = -137571.009697 nChanged 46 SP:Iteration 13Q (1474.024857 sec): 3 clusters Score: Raw -139267.515924 + Penalty 1671.741248 = -137595.774676 nChanged 46 SP:Iteration 14Q (1474.113165 sec): 3 clusters Score: Raw -139300.888743 + Penalty 1671.741248 = -137629.147495 nChanged 55 SP:Iteration 15Q (1474.212376 sec): 3 clusters Score: Raw -139333.644702 + Penalty 1671.741248 = -137661.903455 nChanged 48 SP:Iteration 16Q (1474.292379 sec): 3 clusters Score: Raw -139355.083171 + Penalty 1671.741248 = -137683.341923 nChanged 31 SP:Iteration 17Q (1474.395416 sec): 3 clusters Score: Raw -139368.929106 + Penalty 1671.741248 = -137697.187858 nChanged 26 SP:Iteration 18Q (1474.506476 sec): 3 clusters Score: Raw -139377.455104 + Penalty 1671.741248 = -137705.713856 nChanged 23 SP:Iteration 19Q (1474.602225 sec): 3 clusters Score: Raw -139384.364583 + Penalty 1671.741248 = -137712.623335 nChanged 19 SP:Iteration 20F (1474.708867 sec): 3 clusters Score: Raw -139389.737741 + Penalty 1671.741248 = -137717.996494 nChanged 20 SP:Iteration 21Q (1474.805482 sec): 3 clusters Score: Raw -139396.983102 + Penalty 1671.741248 = -137725.241855 nChanged 20 SP:Iteration 22Q (1474.913949 sec): 3 clusters Score: Raw -139404.061836 + Penalty 1671.741248 = -137732.320588 nChanged 21 SP:Iteration 23Q (1474.993503 sec): 3 clusters Score: Raw -139414.433660 + Penalty 1671.741248 = -137742.692412 nChanged 20 SP:Iteration 24Q (1475.099631 sec): 3 clusters Score: Raw -139425.363073 + Penalty 1671.741248 = -137753.621825 nChanged 22 SP:Iteration 25Q (1475.205185 sec): 3 clusters Score: Raw -139435.716640 + Penalty 1671.741248 = -137763.975392 nChanged 14 SP:Iteration 26Q (1475.281255 sec): 3 clusters Score: Raw -139439.957341 + Penalty 1671.741248 = -137768.216094 nChanged 6 SP:Iteration 27Q (1475.386028 sec): 3 clusters Score: Raw -139441.116535 + Penalty 1671.741248 = -137769.375287 nChanged 6 SP:Iteration 28Q (1475.478993 sec): 3 clusters Score: Raw -139442.449999 + Penalty 1671.741248 = -137770.708751 nChanged 5 SP:Iteration 29Q (1475.576755 sec): 3 clusters Score: Raw -139443.605917 + Penalty 1671.741248 = -137771.864669 nChanged 6 SP:Iteration 30Q (1475.691185 sec): 3 clusters Score: Raw -139444.919025 + Penalty 1671.741248 = -137773.177777 nChanged 2 SP:Iteration 31Q (1475.804921 sec): 3 clusters Score: Raw -139445.738475 + Penalty 1671.741248 = -137773.997227 nChanged 4 SP:Iteration 32Q (1475.880468 sec): 3 clusters Score: Raw -139446.630203 + Penalty 1671.741248 = -137774.888955 nChanged 2 SP:Iteration 33Q (1475.962426 sec): 3 clusters Score: Raw -139447.356010 + Penalty 1671.741248 = -137775.614763 nChanged 5 SP:Iteration 34Q (1476.068441 sec): 3 clusters Score: Raw -139449.171071 + Penalty 1671.741248 = -137777.429823 nChanged 5 SP:Iteration 35Q (1476.182682 sec): 3 clusters Score: Raw -139450.553998 + Penalty 1671.741248 = -137778.812750 nChanged 9 SP:Iteration 36Q (1476.274826 sec): 3 clusters Score: Raw -139453.310248 + Penalty 1671.741248 = -137781.569001 nChanged 10 SP:Iteration 37Q (1476.388639 sec): 3 clusters Score: Raw -139455.706910 + Penalty 1671.741248 = -137783.965662 nChanged 6 SP:Iteration 38Q (1476.487829 sec): 3 clusters Score: Raw -139457.480624 + Penalty 1671.741248 = -137785.739377 nChanged 5 SP:Iteration 39Q (1476.588926 sec): 3 clusters Score: Raw -139458.580319 + Penalty 1671.741248 = -137786.839071 nChanged 1 SP:Iteration 40F (1476.701796 sec): 3 clusters Score: Raw -139458.656989 + Penalty 1671.741248 = -137786.915741 nChanged 0 Trying to split cluster 8 (2015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1476.745825 sec): 2 clusters Score: Raw -86468.733628 + Penalty 798.879320 = -85669.854309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1476.816131 sec): 3 clusters Score: Raw -85517.617401 + Penalty 1597.758640 = -83919.858761 nChanged 790 SP:Iteration 1F (1476.918248 sec): 3 clusters Score: Raw -86059.425341 + Penalty 1597.758640 = -84461.666701 nChanged 162 SP:Iteration 2F (1477.039634 sec): 3 clusters Score: Raw -86168.153180 + Penalty 1597.758640 = -84570.394541 nChanged 110 SP:Iteration 3F (1477.134282 sec): 3 clusters Score: Raw -86257.708587 + Penalty 1597.758640 = -84659.949947 nChanged 93 SP:Iteration 4Q (1477.234516 sec): 3 clusters Score: Raw -86334.530734 + Penalty 1597.758640 = -84736.772094 nChanged 89 SP:Iteration 5Q (1477.335605 sec): 3 clusters Score: Raw -86404.565250 + Penalty 1597.758640 = -84806.806610 nChanged 79 SP:Iteration 6Q (1477.418968 sec): 3 clusters Score: Raw -86469.802597 + Penalty 1597.758640 = -84872.043957 nChanged 65 SP:Iteration 7Q (1477.517171 sec): 3 clusters Score: Raw -86530.389675 + Penalty 1597.758640 = -84932.631035 nChanged 74 SP:Iteration 8Q (1477.613130 sec): 3 clusters Score: Raw -86602.462661 + Penalty 1597.758640 = -85004.704021 nChanged 67 SP:Iteration 9Q (1477.728676 sec): 3 clusters Score: Raw -86663.753018 + Penalty 1597.758640 = -85065.994378 nChanged 67 SP:Iteration 10Q (1477.816292 sec): 3 clusters Score: Raw -86712.804319 + Penalty 1597.758640 = -85115.045679 nChanged 46 SP:Iteration 11Q (1477.928125 sec): 3 clusters Score: Raw -86754.098901 + Penalty 1597.758640 = -85156.340261 nChanged 44 SP:Iteration 12Q (1478.018437 sec): 3 clusters Score: Raw -86788.460897 + Penalty 1597.758640 = -85190.702257 nChanged 39 SP:Iteration 13Q (1478.129914 sec): 3 clusters Score: Raw -86817.953257 + Penalty 1597.758640 = -85220.194617 nChanged 34 SP:Iteration 14Q (1478.233517 sec): 3 clusters Score: Raw -86841.253476 + Penalty 1597.758640 = -85243.494837 nChanged 27 SP:Iteration 15Q (1478.326940 sec): 3 clusters Score: Raw -86854.613662 + Penalty 1597.758640 = -85256.855022 nChanged 15 SP:Iteration 16Q (1478.437110 sec): 3 clusters Score: Raw -86861.690028 + Penalty 1597.758640 = -85263.931389 nChanged 12 SP:Iteration 17Q (1478.534110 sec): 3 clusters Score: Raw -86865.975350 + Penalty 1597.758640 = -85268.216710 nChanged 14 SP:Iteration 18Q (1478.639508 sec): 3 clusters Score: Raw -86873.476444 + Penalty 1597.758640 = -85275.717805 nChanged 15 SP:Iteration 19Q (1478.718532 sec): 3 clusters Score: Raw -86882.813526 + Penalty 1597.758640 = -85285.054886 nChanged 17 SP:Iteration 20F (1478.802941 sec): 3 clusters Score: Raw -86894.451331 + Penalty 1597.758640 = -85296.692692 nChanged 19 SP:Iteration 21Q (1478.906654 sec): 3 clusters Score: Raw -86906.368792 + Penalty 1597.758640 = -85308.610153 nChanged 19 SP:Iteration 22Q (1479.007454 sec): 3 clusters Score: Raw -86919.640399 + Penalty 1597.758640 = -85321.881760 nChanged 15 SP:Iteration 23Q (1479.107076 sec): 3 clusters Score: Raw -86928.520564 + Penalty 1597.758640 = -85330.761924 nChanged 14 SP:Iteration 24Q (1479.244198 sec): 3 clusters Score: Raw -86938.118384 + Penalty 1597.758640 = -85340.359744 nChanged 20 SP:Iteration 25Q (1479.363354 sec): 3 clusters Score: Raw -86951.254224 + Penalty 1597.758640 = -85353.495585 nChanged 20 SP:Iteration 26Q (1479.457602 sec): 3 clusters Score: Raw -86961.630125 + Penalty 1597.758640 = -85363.871486 nChanged 16 SP:Iteration 27Q (1479.541008 sec): 3 clusters Score: Raw -86967.355701 + Penalty 1597.758640 = -85369.597061 nChanged 14 SP:Iteration 28Q (1479.641254 sec): 3 clusters Score: Raw -86974.570842 + Penalty 1597.758640 = -85376.812203 nChanged 16 SP:Iteration 29Q (1479.741457 sec): 3 clusters Score: Raw -86983.460021 + Penalty 1597.758640 = -85385.701381 nChanged 21 SP:Iteration 30Q (1479.842102 sec): 3 clusters Score: Raw -86996.231327 + Penalty 1597.758640 = -85398.472688 nChanged 18 SP:Iteration 31Q (1479.936176 sec): 3 clusters Score: Raw -87006.410092 + Penalty 1597.758640 = -85408.651452 nChanged 17 SP:Iteration 32Q (1480.061842 sec): 3 clusters Score: Raw -87016.680309 + Penalty 1597.758640 = -85418.921669 nChanged 21 SP:Iteration 33Q (1480.157806 sec): 3 clusters Score: Raw -87029.869047 + Penalty 1597.758640 = -85432.110408 nChanged 20 SP:Iteration 34Q (1480.239254 sec): 3 clusters Score: Raw -87042.606981 + Penalty 1597.758640 = -85444.848341 nChanged 24 SP:Iteration 35Q (1480.342912 sec): 3 clusters Score: Raw -87059.373633 + Penalty 1597.758640 = -85461.614994 nChanged 23 SP:Iteration 36Q (1480.451179 sec): 3 clusters Score: Raw -87070.751912 + Penalty 1597.758640 = -85472.993272 nChanged 10 SP:Iteration 37Q (1480.569343 sec): 3 clusters Score: Raw -87076.173016 + Penalty 1597.758640 = -85478.414376 nChanged 13 SP:Iteration 38Q (1480.645797 sec): 3 clusters Score: Raw -87081.806501 + Penalty 1597.758640 = -85484.047862 nChanged 11 SP:Iteration 39Q (1480.746522 sec): 3 clusters Score: Raw -87086.996139 + Penalty 1597.758640 = -85489.237499 nChanged 7 SP:Iteration 40F (1480.853759 sec): 3 clusters Score: Raw -87089.474329 + Penalty 1597.758640 = -85491.715689 nChanged 7 SP:Iteration 41Q (1480.950208 sec): 3 clusters Score: Raw -87091.732677 + Penalty 1597.758640 = -85493.974037 nChanged 2 SP:Iteration 42Q (1481.030862 sec): 3 clusters Score: Raw -87092.249908 + Penalty 1597.758640 = -85494.491269 nChanged 0 SP:Iteration 43F (1481.124489 sec): 3 clusters Score: Raw -87092.249908 + Penalty 1597.758640 = -85494.491269 nChanged 0 Trying to split cluster 9 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1481.200195 sec): 2 clusters Score: Raw -39481.022519 + Penalty 744.282922 = -38736.739597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1481.298366 sec): 3 clusters Score: Raw -39018.935978 + Penalty 1488.565844 = -37530.370135 nChanged 469 SP:Iteration 1F (1481.395328 sec): 3 clusters Score: Raw -39581.369967 + Penalty 1488.565844 = -38092.804123 nChanged 132 SP:Iteration 2F (1481.484528 sec): 3 clusters Score: Raw -39763.362547 + Penalty 1488.565844 = -38274.796703 nChanged 94 SP:Iteration 3F (1481.585562 sec): 3 clusters Score: Raw -39876.452418 + Penalty 1488.565844 = -38387.886574 nChanged 55 SP:Iteration 4Q (1481.683432 sec): 3 clusters Score: Raw -39948.661471 + Penalty 1488.565844 = -38460.095627 nChanged 39 SP:Iteration 5Q (1481.776960 sec): 3 clusters Score: Raw -39979.223515 + Penalty 1488.565844 = -38490.657671 nChanged 22 SP:Iteration 6Q (1481.877813 sec): 3 clusters Score: Raw -39998.417796 + Penalty 1488.565844 = -38509.851953 nChanged 21 SP:Iteration 7Q (1481.979573 sec): 3 clusters Score: Raw -40010.203030 + Penalty 1488.565844 = -38521.637186 nChanged 10 SP:Iteration 8Q (1482.076858 sec): 3 clusters Score: Raw -40015.514628 + Penalty 1488.565844 = -38526.948784 nChanged 10 SP:Iteration 9Q (1482.180134 sec): 3 clusters Score: Raw -40021.380684 + Penalty 1488.565844 = -38532.814840 nChanged 9 SP:Iteration 10Q (1482.274367 sec): 3 clusters Score: Raw -40025.431425 + Penalty 1488.565844 = -38536.865581 nChanged 5 SP:Iteration 11Q (1482.394017 sec): 3 clusters Score: Raw -40027.680805 + Penalty 1488.565844 = -38539.114961 nChanged 3 SP:Iteration 12Q (1482.481086 sec): 3 clusters Score: Raw -40029.264887 + Penalty 1488.565844 = -38540.699044 nChanged 4 SP:Iteration 13Q (1482.567537 sec): 3 clusters Score: Raw -40030.921291 + Penalty 1488.565844 = -38542.355448 nChanged 1 SP:Iteration 14Q (1482.668600 sec): 3 clusters Score: Raw -40031.392631 + Penalty 1488.565844 = -38542.826787 nChanged 1 SP:Iteration 15Q (1482.768223 sec): 3 clusters Score: Raw -40032.003969 + Penalty 1488.565844 = -38543.438125 nChanged 1 SP:Iteration 16Q (1482.883726 sec): 3 clusters Score: Raw -40032.812266 + Penalty 1488.565844 = -38544.246423 nChanged 0 SP:Iteration 17F (1482.982947 sec): 3 clusters Score: Raw -40032.812266 + Penalty 1488.565844 = -38544.246423 nChanged 0 Trying to split cluster 10 (11613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1483.070259 sec): 2 clusters Score: Raw -651113.318796 + Penalty 982.787446 = -650130.531350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1483.174436 sec): 3 clusters Score: Raw -644130.366376 + Penalty 1965.574892 = -642164.791483 nChanged 5244 SP:Iteration 1F (1483.306564 sec): 3 clusters Score: Raw -647177.796569 + Penalty 1965.574892 = -645212.221676 nChanged 800 SP:Iteration 2F (1483.434712 sec): 3 clusters Score: Raw -647655.469538 + Penalty 1965.574892 = -645689.894646 nChanged 769 SP:Iteration 3F (1483.552064 sec): 3 clusters Score: Raw -648203.309559 + Penalty 1965.574892 = -646237.734667 nChanged 784 SP:Iteration 4F (1483.697893 sec): 3 clusters Score: Raw -648852.462036 + Penalty 1965.574892 = -646886.887144 nChanged 788 SP:Iteration 5F (1483.809189 sec): 3 clusters Score: Raw -649522.580518 + Penalty 1965.574892 = -647557.005626 nChanged 698 SP:Iteration 6F (1483.918773 sec): 3 clusters Score: Raw -649994.082412 + Penalty 1965.574892 = -648028.507520 nChanged 583 SP:Iteration 7F (1484.064882 sec): 3 clusters Score: Raw -650319.543135 + Penalty 1965.574892 = -648353.968243 nChanged 431 SP:Iteration 8Q (1484.180559 sec): 3 clusters Score: Raw -650512.334362 + Penalty 1965.574892 = -648546.759470 nChanged 304 SP:Iteration 9Q (1484.305564 sec): 3 clusters Score: Raw -650629.857204 + Penalty 1965.574892 = -648664.282312 nChanged 225 SP:Iteration 10Q (1484.428204 sec): 3 clusters Score: Raw -650698.601693 + Penalty 1965.574892 = -648733.026800 nChanged 182 SP:Iteration 11Q (1484.553455 sec): 3 clusters Score: Raw -650754.099839 + Penalty 1965.574892 = -648788.524947 nChanged 157 SP:Iteration 12Q (1484.683706 sec): 3 clusters Score: Raw -650790.209798 + Penalty 1965.574892 = -648824.634906 nChanged 138 SP:Iteration 13Q (1484.822579 sec): 3 clusters Score: Raw -650826.385653 + Penalty 1965.574892 = -648860.810761 nChanged 131 SP:Iteration 14Q (1484.947613 sec): 3 clusters Score: Raw -650856.975878 + Penalty 1965.574892 = -648891.400986 nChanged 114 SP:Iteration 15Q (1485.079865 sec): 3 clusters Score: Raw -650883.841133 + Penalty 1965.574892 = -648918.266241 nChanged 132 SP:Iteration 16Q (1485.208347 sec): 3 clusters Score: Raw -650917.426374 + Penalty 1965.574892 = -648951.851482 nChanged 142 SP:Iteration 17Q (1485.320331 sec): 3 clusters Score: Raw -650957.421525 + Penalty 1965.574892 = -648991.846633 nChanged 144 SP:Iteration 18Q (1485.452311 sec): 3 clusters Score: Raw -650995.676020 + Penalty 1965.574892 = -649030.101128 nChanged 156 SP:Iteration 19Q (1485.590652 sec): 3 clusters Score: Raw -651040.780259 + Penalty 1965.574892 = -649075.205367 nChanged 176 SP:Iteration 20F (1485.705847 sec): 3 clusters Score: Raw -651092.550747 + Penalty 1965.574892 = -649126.975855 nChanged 149 SP:Iteration 21Q (1485.855967 sec): 3 clusters Score: Raw -651134.731606 + Penalty 1965.574892 = -649169.156714 nChanged 139 SP:Iteration 22Q (1485.972970 sec): 3 clusters Score: Raw -651175.461928 + Penalty 1965.574892 = -649209.887036 nChanged 143 SP:Iteration 23Q (1486.093615 sec): 3 clusters Score: Raw -651222.301354 + Penalty 1965.574892 = -649256.726461 nChanged 147 SP:Iteration 24Q (1486.211873 sec): 3 clusters Score: Raw -651270.736097 + Penalty 1965.574892 = -649305.161205 nChanged 152 SP:Iteration 25Q (1486.348168 sec): 3 clusters Score: Raw -651318.651886 + Penalty 1965.574892 = -649353.076994 nChanged 131 SP:Iteration 26Q (1486.449508 sec): 3 clusters Score: Raw -651363.147475 + Penalty 1965.574892 = -649397.572582 nChanged 115 SP:Iteration 27Q (1486.575795 sec): 3 clusters Score: Raw -651399.293852 + Penalty 1965.574892 = -649433.718960 nChanged 107 SP:Iteration 28Q (1486.701542 sec): 3 clusters Score: Raw -651429.339209 + Penalty 1965.574892 = -649463.764317 nChanged 97 SP:Iteration 29Q (1486.813153 sec): 3 clusters Score: Raw -651453.986390 + Penalty 1965.574892 = -649488.411498 nChanged 92 SP:Iteration 30Q (1486.931217 sec): 3 clusters Score: Raw -651475.162699 + Penalty 1965.574892 = -649509.587807 nChanged 86 SP:Iteration 31Q (1487.054716 sec): 3 clusters Score: Raw -651495.623191 + Penalty 1965.574892 = -649530.048299 nChanged 76 SP:Iteration 32Q (1487.168501 sec): 3 clusters Score: Raw -651517.260852 + Penalty 1965.574892 = -649551.685960 nChanged 71 SP:Iteration 33Q (1487.320424 sec): 3 clusters Score: Raw -651534.948828 + Penalty 1965.574892 = -649569.373936 nChanged 66 SP:Iteration 34Q (1487.458040 sec): 3 clusters Score: Raw -651550.559876 + Penalty 1965.574892 = -649584.984984 nChanged 71 SP:Iteration 35Q (1487.535522 sec): 3 clusters Score: Raw -651567.939503 + Penalty 1965.574892 = -649602.364611 nChanged 59 SP:Iteration 36Q (1487.667332 sec): 3 clusters Score: Raw -651583.102750 + Penalty 1965.574892 = -649617.527858 nChanged 48 SP:Iteration 37Q (1487.798060 sec): 3 clusters Score: Raw -651594.530627 + Penalty 1965.574892 = -649628.955735 nChanged 51 SP:Iteration 38Q (1487.923209 sec): 3 clusters Score: Raw -651607.663126 + Penalty 1965.574892 = -649642.088233 nChanged 49 SP:Iteration 39Q (1488.064426 sec): 3 clusters Score: Raw -651622.387615 + Penalty 1965.574892 = -649656.812723 nChanged 47 SP:Iteration 40F (1488.192241 sec): 3 clusters Score: Raw -651638.282865 + Penalty 1965.574892 = -649672.707973 nChanged 56 SP:Iteration 41Q (1488.315718 sec): 3 clusters Score: Raw -651658.592224 + Penalty 1965.574892 = -649693.017331 nChanged 64 SP:Iteration 42Q (1488.417632 sec): 3 clusters Score: Raw -651682.162594 + Penalty 1965.574892 = -649716.587702 nChanged 54 SP:Iteration 43Q (1488.569301 sec): 3 clusters Score: Raw -651699.540554 + Penalty 1965.574892 = -649733.965662 nChanged 46 SP:Iteration 44Q (1488.677217 sec): 3 clusters Score: Raw -651719.914313 + Penalty 1965.574892 = -649754.339421 nChanged 52 SP:Iteration 45Q (1488.809144 sec): 3 clusters Score: Raw -651752.227943 + Penalty 1965.574892 = -649786.653051 nChanged 57 SP:Iteration 46Q (1488.934977 sec): 3 clusters Score: Raw -651791.188097 + Penalty 1965.574892 = -649825.613205 nChanged 65 SP:Iteration 47Q (1489.049785 sec): 3 clusters Score: Raw -651834.044319 + Penalty 1965.574892 = -649868.469426 nChanged 62 SP:Iteration 48Q (1489.181289 sec): 3 clusters Score: Raw -651875.580967 + Penalty 1965.574892 = -649910.006075 nChanged 64 SP:Iteration 49Q (1489.330095 sec): 3 clusters Score: Raw -651917.245905 + Penalty 1965.574892 = -649951.671013 nChanged 49 SP:Iteration 50Q (1489.419993 sec): 3 clusters Score: Raw -651941.968737 + Penalty 1965.574892 = -649976.393845 nChanged 36 SP:Iteration 51Q (1489.562072 sec): 3 clusters Score: Raw -651958.280474 + Penalty 1965.574892 = -649992.705582 nChanged 31 SP:Iteration 52Q (1489.672046 sec): 3 clusters Score: Raw -651970.243947 + Penalty 1965.574892 = -650004.669055 nChanged 17 SP:Iteration 53Q (1489.792724 sec): 3 clusters Score: Raw -651975.542570 + Penalty 1965.574892 = -650009.967678 nChanged 15 SP:Iteration 54Q (1489.903199 sec): 3 clusters Score: Raw -651981.130873 + Penalty 1965.574892 = -650015.555981 nChanged 17 SP:Iteration 55Q (1490.025619 sec): 3 clusters Score: Raw -651987.177705 + Penalty 1965.574892 = -650021.602813 nChanged 23 SP:Iteration 56Q (1490.137193 sec): 3 clusters Score: Raw -651992.645247 + Penalty 1965.574892 = -650027.070355 nChanged 16 SP:Iteration 57Q (1490.283851 sec): 3 clusters Score: Raw -651998.506167 + Penalty 1965.574892 = -650032.931275 nChanged 24 SP:Iteration 58Q (1490.375905 sec): 3 clusters Score: Raw -652004.502002 + Penalty 1965.574892 = -650038.927110 nChanged 19 SP:Iteration 59Q (1490.513605 sec): 3 clusters Score: Raw -652009.692091 + Penalty 1965.574892 = -650044.117199 nChanged 12 SP:Iteration 60F (1490.644525 sec): 3 clusters Score: Raw -652012.869842 + Penalty 1965.574892 = -650047.294950 nChanged 13 SP:Iteration 61Q (1490.750610 sec): 3 clusters Score: Raw -652015.877631 + Penalty 1965.574892 = -650050.302739 nChanged 8 SP:Iteration 62Q (1490.901981 sec): 3 clusters Score: Raw -652017.649897 + Penalty 1965.574892 = -650052.075005 nChanged 7 SP:Iteration 63Q (1491.037267 sec): 3 clusters Score: Raw -652018.934110 + Penalty 1965.574892 = -650053.359218 nChanged 8 SP:Iteration 64Q (1491.159846 sec): 3 clusters Score: Raw -652020.262592 + Penalty 1965.574892 = -650054.687699 nChanged 5 SP:Iteration 65Q (1491.287156 sec): 3 clusters Score: Raw -652021.035582 + Penalty 1965.574892 = -650055.460690 nChanged 1 SP:Iteration 66Q (1491.415011 sec): 3 clusters Score: Raw -652021.338904 + Penalty 1965.574892 = -650055.764012 nChanged 1 SP:Iteration 67Q (1491.542161 sec): 3 clusters Score: Raw -652021.457713 + Penalty 1965.574892 = -650055.882821 nChanged 1 SP:Iteration 68Q (1491.655607 sec): 3 clusters Score: Raw -652021.598846 + Penalty 1965.574892 = -650056.023954 nChanged 0 SP:Iteration 69F (1491.816009 sec): 3 clusters Score: Raw -652021.598846 + Penalty 1965.574892 = -650056.023954 nChanged 0 Trying to split cluster 11 (2035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1491.886743 sec): 2 clusters Score: Raw -92638.816436 + Penalty 799.916365 = -91838.900070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1491.965188 sec): 3 clusters Score: Raw -91705.790828 + Penalty 1599.832731 = -90105.958098 nChanged 758 SP:Iteration 1F (1492.053521 sec): 3 clusters Score: Raw -92197.701432 + Penalty 1599.832731 = -90597.868702 nChanged 196 SP:Iteration 2F (1492.179630 sec): 3 clusters Score: Raw -92349.185522 + Penalty 1599.832731 = -90749.352791 nChanged 122 SP:Iteration 3F (1492.270143 sec): 3 clusters Score: Raw -92448.232167 + Penalty 1599.832731 = -90848.399436 nChanged 108 SP:Iteration 4F (1492.368964 sec): 3 clusters Score: Raw -92525.508096 + Penalty 1599.832731 = -90925.675365 nChanged 71 SP:Iteration 5Q (1492.462629 sec): 3 clusters Score: Raw -92579.092200 + Penalty 1599.832731 = -90979.259470 nChanged 71 SP:Iteration 6Q (1492.571226 sec): 3 clusters Score: Raw -92638.220334 + Penalty 1599.832731 = -91038.387603 nChanged 70 SP:Iteration 7Q (1492.665252 sec): 3 clusters Score: Raw -92702.410415 + Penalty 1599.832731 = -91102.577685 nChanged 73 SP:Iteration 8Q (1492.788739 sec): 3 clusters Score: Raw -92768.064719 + Penalty 1599.832731 = -91168.231988 nChanged 66 SP:Iteration 9Q (1492.874044 sec): 3 clusters Score: Raw -92810.861872 + Penalty 1599.832731 = -91211.029141 nChanged 40 SP:Iteration 10Q (1492.978272 sec): 3 clusters Score: Raw -92843.463129 + Penalty 1599.832731 = -91243.630399 nChanged 49 SP:Iteration 11Q (1493.034725 sec): 3 clusters Score: Raw -92875.692169 + Penalty 1599.832731 = -91275.859438 nChanged 44 SP:Iteration 12Q (1493.140067 sec): 3 clusters Score: Raw -92909.164782 + Penalty 1599.832731 = -91309.332051 nChanged 48 SP:Iteration 13Q (1493.266170 sec): 3 clusters Score: Raw -92954.893774 + Penalty 1599.832731 = -91355.061044 nChanged 54 SP:Iteration 14Q (1493.372228 sec): 3 clusters Score: Raw -93018.587547 + Penalty 1599.832731 = -91418.754816 nChanged 65 SP:Iteration 15Q (1493.471872 sec): 3 clusters Score: Raw -93091.487377 + Penalty 1599.832731 = -91491.654646 nChanged 48 SP:Iteration 16Q (1493.556606 sec): 3 clusters Score: Raw -93139.285496 + Penalty 1599.832731 = -91539.452765 nChanged 36 SP:Iteration 17Q (1493.650294 sec): 3 clusters Score: Raw -93173.910427 + Penalty 1599.832731 = -91574.077696 nChanged 36 SP:Iteration 18Q (1493.751853 sec): 3 clusters Score: Raw -93198.686643 + Penalty 1599.832731 = -91598.853912 nChanged 23 SP:Iteration 19Q (1493.857382 sec): 3 clusters Score: Raw -93221.575549 + Penalty 1599.832731 = -91621.742819 nChanged 20 SP:Iteration 20F (1493.948170 sec): 3 clusters Score: Raw -93249.166621 + Penalty 1599.832731 = -91649.333890 nChanged 26 SP:Iteration 21Q (1494.046815 sec): 3 clusters Score: Raw -93269.884101 + Penalty 1599.832731 = -91670.051371 nChanged 24 SP:Iteration 22Q (1494.179502 sec): 3 clusters Score: Raw -93281.587627 + Penalty 1599.832731 = -91681.754896 nChanged 14 SP:Iteration 23Q (1494.289614 sec): 3 clusters Score: Raw -93288.473733 + Penalty 1599.832731 = -91688.641002 nChanged 7 SP:Iteration 24Q (1494.408215 sec): 3 clusters Score: Raw -93291.022497 + Penalty 1599.832731 = -91691.189766 nChanged 3 SP:Iteration 25Q (1494.516391 sec): 3 clusters Score: Raw -93292.198836 + Penalty 1599.832731 = -91692.366106 nChanged 2 SP:Iteration 26Q (1494.614490 sec): 3 clusters Score: Raw -93292.704592 + Penalty 1599.832731 = -91692.871862 nChanged 0 SP:Iteration 27F (1494.719737 sec): 3 clusters Score: Raw -93292.704592 + Penalty 1599.832731 = -91692.871862 nChanged 0 Trying to split cluster 12 (2711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1494.792201 sec): 2 clusters Score: Raw -144363.726673 + Penalty 830.032649 = -143533.694024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1494.886183 sec): 3 clusters Score: Raw -142991.863837 + Penalty 1660.065298 = -141331.798539 nChanged 1040 SP:Iteration 1F (1495.009127 sec): 3 clusters Score: Raw -143658.313470 + Penalty 1660.065298 = -141998.248172 nChanged 246 SP:Iteration 2F (1495.088243 sec): 3 clusters Score: Raw -143880.667585 + Penalty 1660.065298 = -142220.602286 nChanged 207 SP:Iteration 3F (1495.205289 sec): 3 clusters Score: Raw -144075.559792 + Penalty 1660.065298 = -142415.494493 nChanged 198 SP:Iteration 4F (1495.334246 sec): 3 clusters Score: Raw -144257.338010 + Penalty 1660.065298 = -142597.272712 nChanged 165 SP:Iteration 5F (1495.428498 sec): 3 clusters Score: Raw -144404.082772 + Penalty 1660.065298 = -142744.017474 nChanged 134 SP:Iteration 6Q (1495.535693 sec): 3 clusters Score: Raw -144523.508998 + Penalty 1660.065298 = -142863.443699 nChanged 98 SP:Iteration 7Q (1495.626500 sec): 3 clusters Score: Raw -144628.074383 + Penalty 1660.065298 = -142968.009085 nChanged 87 SP:Iteration 8Q (1495.708181 sec): 3 clusters Score: Raw -144706.358459 + Penalty 1660.065298 = -143046.293161 nChanged 73 SP:Iteration 9Q (1495.818993 sec): 3 clusters Score: Raw -144759.517254 + Penalty 1660.065298 = -143099.451955 nChanged 65 SP:Iteration 10Q (1495.901827 sec): 3 clusters Score: Raw -144803.506522 + Penalty 1660.065298 = -143143.441224 nChanged 52 SP:Iteration 11Q (1496.026934 sec): 3 clusters Score: Raw -144830.945293 + Penalty 1660.065298 = -143170.879994 nChanged 35 SP:Iteration 12Q (1496.111541 sec): 3 clusters Score: Raw -144846.007059 + Penalty 1660.065298 = -143185.941761 nChanged 34 SP:Iteration 13Q (1496.216480 sec): 3 clusters Score: Raw -144859.791224 + Penalty 1660.065298 = -143199.725926 nChanged 30 SP:Iteration 14Q (1496.332394 sec): 3 clusters Score: Raw -144870.194372 + Penalty 1660.065298 = -143210.129074 nChanged 22 SP:Iteration 15Q (1496.402423 sec): 3 clusters Score: Raw -144876.038360 + Penalty 1660.065298 = -143215.973061 nChanged 18 SP:Iteration 16Q (1496.508079 sec): 3 clusters Score: Raw -144881.510145 + Penalty 1660.065298 = -143221.444847 nChanged 13 SP:Iteration 17Q (1496.595526 sec): 3 clusters Score: Raw -144885.196978 + Penalty 1660.065298 = -143225.131679 nChanged 11 SP:Iteration 18Q (1496.702827 sec): 3 clusters Score: Raw -144888.056008 + Penalty 1660.065298 = -143227.990710 nChanged 5 SP:Iteration 19Q (1496.811806 sec): 3 clusters Score: Raw -144889.499742 + Penalty 1660.065298 = -143229.434444 nChanged 6 SP:Iteration 20F (1496.891895 sec): 3 clusters Score: Raw -144891.060916 + Penalty 1660.065298 = -143230.995618 nChanged 4 SP:Iteration 21Q (1496.993258 sec): 3 clusters Score: Raw -144892.209972 + Penalty 1660.065298 = -143232.144673 nChanged 3 SP:Iteration 22Q (1497.089542 sec): 3 clusters Score: Raw -144893.027099 + Penalty 1660.065298 = -143232.961801 nChanged 1 SP:Iteration 23Q (1497.204277 sec): 3 clusters Score: Raw -144893.216239 + Penalty 1660.065298 = -143233.150940 nChanged 0 SP:Iteration 24F (1497.313823 sec): 3 clusters Score: Raw -144893.216239 + Penalty 1660.065298 = -143233.150940 nChanged 0 Trying to split cluster 13 (4513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.376607 sec): 2 clusters Score: Raw -255556.282248 + Penalty 883.545327 = -254672.736921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.493518 sec): 3 clusters Score: Raw -253073.200126 + Penalty 1767.090654 = -251306.109472 nChanged 1898 SP:Iteration 1F (1497.590773 sec): 3 clusters Score: Raw -254213.782951 + Penalty 1767.090654 = -252446.692297 nChanged 310 SP:Iteration 2F (1497.719686 sec): 3 clusters Score: Raw -254399.848753 + Penalty 1767.090654 = -252632.758099 nChanged 261 SP:Iteration 3F (1497.821662 sec): 3 clusters Score: Raw -254547.193808 + Penalty 1767.090654 = -252780.103154 nChanged 221 SP:Iteration 4Q (1497.904140 sec): 3 clusters Score: Raw -254676.628223 + Penalty 1767.090654 = -252909.537569 nChanged 222 SP:Iteration 5Q (1498.021517 sec): 3 clusters Score: Raw -254804.795582 + Penalty 1767.090654 = -253037.704928 nChanged 192 SP:Iteration 6Q (1498.122156 sec): 3 clusters Score: Raw -254922.545076 + Penalty 1767.090654 = -253155.454422 nChanged 195 SP:Iteration 7Q (1498.231942 sec): 3 clusters Score: Raw -255043.976740 + Penalty 1767.090654 = -253276.886086 nChanged 178 SP:Iteration 8Q (1498.334861 sec): 3 clusters Score: Raw -255150.602584 + Penalty 1767.090654 = -253383.511930 nChanged 157 SP:Iteration 9Q (1498.441748 sec): 3 clusters Score: Raw -255247.437239 + Penalty 1767.090654 = -253480.346585 nChanged 155 SP:Iteration 10Q (1498.558089 sec): 3 clusters Score: Raw -255348.199071 + Penalty 1767.090654 = -253581.108417 nChanged 146 SP:Iteration 11Q (1498.657651 sec): 3 clusters Score: Raw -255453.057473 + Penalty 1767.090654 = -253685.966819 nChanged 152 SP:Iteration 12Q (1498.765251 sec): 3 clusters Score: Raw -255549.647966 + Penalty 1767.090654 = -253782.557312 nChanged 117 SP:Iteration 13Q (1498.888725 sec): 3 clusters Score: Raw -255623.791222 + Penalty 1767.090654 = -253856.700568 nChanged 101 SP:Iteration 14Q (1498.970548 sec): 3 clusters Score: Raw -255683.306162 + Penalty 1767.090654 = -253916.215508 nChanged 86 SP:Iteration 15Q (1499.095863 sec): 3 clusters Score: Raw -255726.475550 + Penalty 1767.090654 = -253959.384896 nChanged 71 SP:Iteration 16Q (1499.198600 sec): 3 clusters Score: Raw -255768.071030 + Penalty 1767.090654 = -254000.980376 nChanged 67 SP:Iteration 17Q (1499.294771 sec): 3 clusters Score: Raw -255802.879381 + Penalty 1767.090654 = -254035.788727 nChanged 59 SP:Iteration 18Q (1499.405656 sec): 3 clusters Score: Raw -255836.613706 + Penalty 1767.090654 = -254069.523052 nChanged 47 SP:Iteration 19Q (1499.534624 sec): 3 clusters Score: Raw -255870.869748 + Penalty 1767.090654 = -254103.779094 nChanged 42 SP:Iteration 20F (1499.649968 sec): 3 clusters Score: Raw -255904.442427 + Penalty 1767.090654 = -254137.351773 nChanged 34 SP:Iteration 21Q (1499.750016 sec): 3 clusters Score: Raw -255925.669109 + Penalty 1767.090654 = -254158.578455 nChanged 22 SP:Iteration 22Q (1499.828639 sec): 3 clusters Score: Raw -255940.197542 + Penalty 1767.090654 = -254173.106888 nChanged 22 SP:Iteration 23Q (1499.928154 sec): 3 clusters Score: Raw -255954.416965 + Penalty 1767.090654 = -254187.326311 nChanged 24 SP:Iteration 24Q (1500.038728 sec): 3 clusters Score: Raw -255969.424346 + Penalty 1767.090654 = -254202.333692 nChanged 22 SP:Iteration 25Q (1500.134497 sec): 3 clusters Score: Raw -255988.216034 + Penalty 1767.090654 = -254221.125380 nChanged 25 SP:Iteration 26Q (1500.244814 sec): 3 clusters Score: Raw -256007.623423 + Penalty 1767.090654 = -254240.532769 nChanged 17 SP:Iteration 27Q (1500.330671 sec): 3 clusters Score: Raw -256017.084429 + Penalty 1767.090654 = -254249.993775 nChanged 18 SP:Iteration 28Q (1500.433260 sec): 3 clusters Score: Raw -256027.988035 + Penalty 1767.090654 = -254260.897381 nChanged 13 SP:Iteration 29Q (1500.552541 sec): 3 clusters Score: Raw -256035.997138 + Penalty 1767.090654 = -254268.906484 nChanged 9 SP:Iteration 30Q (1500.651483 sec): 3 clusters Score: Raw -256039.870884 + Penalty 1767.090654 = -254272.780231 nChanged 4 SP:Iteration 31Q (1500.743252 sec): 3 clusters Score: Raw -256042.916278 + Penalty 1767.090654 = -254275.825624 nChanged 4 SP:Iteration 32Q (1500.829844 sec): 3 clusters Score: Raw -256045.667524 + Penalty 1767.090654 = -254278.576870 nChanged 7 SP:Iteration 33Q (1500.931274 sec): 3 clusters Score: Raw -256048.149132 + Penalty 1767.090654 = -254281.058478 nChanged 3 SP:Iteration 34Q (1501.014741 sec): 3 clusters Score: Raw -256049.874935 + Penalty 1767.090654 = -254282.784281 nChanged 5 SP:Iteration 35Q (1501.124608 sec): 3 clusters Score: Raw -256052.960871 + Penalty 1767.090654 = -254285.870217 nChanged 5 SP:Iteration 36Q (1501.225920 sec): 3 clusters Score: Raw -256055.661012 + Penalty 1767.090654 = -254288.570358 nChanged 3 SP:Iteration 37Q (1501.327414 sec): 3 clusters Score: Raw -256057.705033 + Penalty 1767.090654 = -254290.614379 nChanged 3 SP:Iteration 38Q (1501.415783 sec): 3 clusters Score: Raw -256058.753762 + Penalty 1767.090654 = -254291.663108 nChanged 1 SP:Iteration 39Q (1501.509970 sec): 3 clusters Score: Raw -256059.194479 + Penalty 1767.090654 = -254292.103825 nChanged 1 SP:Iteration 40F (1501.635904 sec): 3 clusters Score: Raw -256059.556293 + Penalty 1767.090654 = -254292.465639 nChanged 2 SP:Iteration 41Q (1501.724542 sec): 3 clusters Score: Raw -256060.231131 + Penalty 1767.090654 = -254293.140477 nChanged 2 SP:Iteration 42Q (1501.849040 sec): 3 clusters Score: Raw -256060.861228 + Penalty 1767.090654 = -254293.770574 nChanged 3 SP:Iteration 43Q (1501.965358 sec): 3 clusters Score: Raw -256061.657498 + Penalty 1767.090654 = -254294.566844 nChanged 3 SP:Iteration 44Q (1502.071971 sec): 3 clusters Score: Raw -256063.177101 + Penalty 1767.090654 = -254296.086447 nChanged 0 SP:Iteration 45F (1502.167289 sec): 3 clusters Score: Raw -256063.177101 + Penalty 1767.090654 = -254296.086447 nChanged 0 Iteration 139Q (1503.123620 sec): 14 clusters Score: Raw -2004826.074559 + Penalty 14499.243309 = -1990326.831250 nChanged 15 Iteration 140F (1504.173159 sec): 14 clusters Score: Raw -2004828.003119 + Penalty 14499.243309 = -1990328.759810 nChanged 26 Iteration 141Q (1505.098585 sec): 14 clusters Score: Raw -2004831.903450 + Penalty 14499.243309 = -1990332.660141 nChanged 39 Iteration 142Q (1506.063733 sec): 14 clusters Score: Raw -2004837.872386 + Penalty 14499.243309 = -1990338.629077 nChanged 21 Iteration 143Q (1506.993772 sec): 14 clusters Score: Raw -2004841.012933 + Penalty 14499.243309 = -1990341.769624 nChanged 17 Iteration 144Q (1507.956051 sec): 14 clusters Score: Raw -2004843.145905 + Penalty 14499.243309 = -1990343.902596 nChanged 19 Iteration 145Q (1508.871385 sec): 14 clusters Score: Raw -2004846.337602 + Penalty 14499.243309 = -1990347.094293 nChanged 22 Iteration 146Q (1509.817094 sec): 14 clusters Score: Raw -2004851.142846 + Penalty 14499.243309 = -1990351.899537 nChanged 26 Iteration 147Q (1510.737977 sec): 14 clusters Score: Raw -2004855.784942 + Penalty 14499.243309 = -1990356.541633 nChanged 28 Iteration 148Q (1511.671963 sec): 14 clusters Score: Raw -2004860.197654 + Penalty 14499.243309 = -1990360.954345 nChanged 26 Iteration 149Q (1512.600794 sec): 14 clusters Score: Raw -2004863.074260 + Penalty 14499.243309 = -1990363.830951 nChanged 20 Iteration 150Q (1513.494631 sec): 14 clusters Score: Raw -2004865.312208 + Penalty 14499.243309 = -1990366.068899 nChanged 23 Iteration 151Q (1514.363686 sec): 14 clusters Score: Raw -2004868.574485 + Penalty 14499.243309 = -1990369.331176 nChanged 22 Iteration 152Q (1515.250940 sec): 14 clusters Score: Raw -2004870.726543 + Penalty 14499.243309 = -1990371.483234 nChanged 11 Iteration 153Q (1516.165558 sec): 14 clusters Score: Raw -2004871.610405 + Penalty 14499.243309 = -1990372.367096 nChanged 6 Iteration 154Q (1517.072819 sec): 14 clusters Score: Raw -2004872.263631 + Penalty 14499.243309 = -1990373.020322 nChanged 4 Iteration 155Q (1517.988406 sec): 14 clusters Score: Raw -2004872.491806 + Penalty 14499.243309 = -1990373.248497 nChanged 2 Iteration 156Q (1518.937023 sec): 14 clusters Score: Raw -2004872.777779 + Penalty 14499.243309 = -1990373.534470 nChanged 2 Iteration 157Q (1519.788394 sec): 14 clusters Score: Raw -2004872.902793 + Penalty 14499.243309 = -1990373.659484 nChanged 0 Iteration 158F (1520.802098 sec): 14 clusters Score: Raw -2004872.902793 + Penalty 14499.243309 = -1990373.659484 nChanged 0 Compute initial score before splitting: Score: Raw -2004872.902793 + Penalty 14499.243309 = -1990373.659484 Trying to split cluster 1 (2539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1520.870939 sec): 2 clusters Score: Raw -117474.495198 + Penalty 823.150186 = -116651.345012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1520.982774 sec): 3 clusters Score: Raw -116149.111681 + Penalty 1646.300372 = -114502.811308 nChanged 1024 SP:Iteration 1F (1521.070483 sec): 3 clusters Score: Raw -116803.600583 + Penalty 1646.300372 = -115157.300211 nChanged 254 SP:Iteration 2F (1521.172298 sec): 3 clusters Score: Raw -117098.767909 + Penalty 1646.300372 = -115452.467536 nChanged 242 SP:Iteration 3F (1521.264414 sec): 3 clusters Score: Raw -117480.004485 + Penalty 1646.300372 = -115833.704113 nChanged 231 SP:Iteration 4F (1521.366682 sec): 3 clusters Score: Raw -117790.411243 + Penalty 1646.300372 = -116144.110871 nChanged 163 SP:Iteration 5F (1521.424017 sec): 3 clusters Score: Raw -117959.489361 + Penalty 1646.300372 = -116313.188989 nChanged 134 SP:Iteration 6F (1521.516580 sec): 3 clusters Score: Raw -118059.201367 + Penalty 1646.300372 = -116412.900994 nChanged 86 SP:Iteration 7Q (1521.600688 sec): 3 clusters Score: Raw -118128.275410 + Penalty 1646.300372 = -116481.975038 nChanged 71 SP:Iteration 8Q (1521.701774 sec): 3 clusters Score: Raw -118180.058358 + Penalty 1646.300372 = -116533.757986 nChanged 61 SP:Iteration 9Q (1521.795615 sec): 3 clusters Score: Raw -118224.054695 + Penalty 1646.300372 = -116577.754323 nChanged 56 SP:Iteration 10Q (1521.880911 sec): 3 clusters Score: Raw -118282.508013 + Penalty 1646.300372 = -116636.207641 nChanged 67 SP:Iteration 11Q (1521.953054 sec): 3 clusters Score: Raw -118331.859645 + Penalty 1646.300372 = -116685.559273 nChanged 46 SP:Iteration 12Q (1522.036172 sec): 3 clusters Score: Raw -118362.387523 + Penalty 1646.300372 = -116716.087151 nChanged 42 SP:Iteration 13Q (1522.134202 sec): 3 clusters Score: Raw -118385.737033 + Penalty 1646.300372 = -116739.436661 nChanged 28 SP:Iteration 14Q (1522.229652 sec): 3 clusters Score: Raw -118396.573695 + Penalty 1646.300372 = -116750.273323 nChanged 18 SP:Iteration 15Q (1522.354788 sec): 3 clusters Score: Raw -118404.244953 + Penalty 1646.300372 = -116757.944581 nChanged 22 SP:Iteration 16Q (1522.420258 sec): 3 clusters Score: Raw -118416.513750 + Penalty 1646.300372 = -116770.213378 nChanged 15 SP:Iteration 17Q (1522.509461 sec): 3 clusters Score: Raw -118423.851283 + Penalty 1646.300372 = -116777.550911 nChanged 13 SP:Iteration 18Q (1522.629772 sec): 3 clusters Score: Raw -118430.863351 + Penalty 1646.300372 = -116784.562979 nChanged 14 SP:Iteration 19Q (1522.725820 sec): 3 clusters Score: Raw -118436.331646 + Penalty 1646.300372 = -116790.031274 nChanged 12 SP:Iteration 20F (1522.810745 sec): 3 clusters Score: Raw -118440.690455 + Penalty 1646.300372 = -116794.390083 nChanged 6 SP:Iteration 21Q (1522.919090 sec): 3 clusters Score: Raw -118442.212331 + Penalty 1646.300372 = -116795.911959 nChanged 7 SP:Iteration 22Q (1523.017249 sec): 3 clusters Score: Raw -118445.167504 + Penalty 1646.300372 = -116798.867132 nChanged 5 SP:Iteration 23Q (1523.135187 sec): 3 clusters Score: Raw -118449.361240 + Penalty 1646.300372 = -116803.060868 nChanged 6 SP:Iteration 24Q (1523.212750 sec): 3 clusters Score: Raw -118452.846616 + Penalty 1646.300372 = -116806.546244 nChanged 10 SP:Iteration 25Q (1523.316180 sec): 3 clusters Score: Raw -118458.731164 + Penalty 1646.300372 = -116812.430792 nChanged 8 SP:Iteration 26Q (1523.436686 sec): 3 clusters Score: Raw -118463.760467 + Penalty 1646.300372 = -116817.460095 nChanged 9 SP:Iteration 27Q (1523.570012 sec): 3 clusters Score: Raw -118466.280474 + Penalty 1646.300372 = -116819.980102 nChanged 4 SP:Iteration 28Q (1523.635184 sec): 3 clusters Score: Raw -118467.780261 + Penalty 1646.300372 = -116821.479889 nChanged 2 SP:Iteration 29Q (1523.744939 sec): 3 clusters Score: Raw -118468.382717 + Penalty 1646.300372 = -116822.082345 nChanged 0 SP:Iteration 30F (1523.849727 sec): 3 clusters Score: Raw -118468.382717 + Penalty 1646.300372 = -116822.082345 nChanged 0 Score: Raw -2005866.790312 + Penalty 15614.569717 = -1990252.220595 Splitting cluster 1 changes total score from -1990373.659484 to -1990252.220595 So it's not getting split. Trying to split cluster 2 (3251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1525.006260 sec): 2 clusters Score: Raw -171899.401790 + Penalty 849.105382 = -171050.296408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1525.100332 sec): 3 clusters Score: Raw -170268.632342 + Penalty 1698.210763 = -168570.421579 nChanged 1342 SP:Iteration 1F (1525.207806 sec): 3 clusters Score: Raw -171215.001994 + Penalty 1698.210763 = -169516.791230 nChanged 338 SP:Iteration 2F (1525.304596 sec): 3 clusters Score: Raw -171556.250738 + Penalty 1698.210763 = -169858.039975 nChanged 249 SP:Iteration 3F (1525.411871 sec): 3 clusters Score: Raw -171803.892222 + Penalty 1698.210763 = -170105.681459 nChanged 217 SP:Iteration 4F (1525.508248 sec): 3 clusters Score: Raw -172008.029283 + Penalty 1698.210763 = -170309.818520 nChanged 165 SP:Iteration 5F (1525.602031 sec): 3 clusters Score: Raw -172121.781142 + Penalty 1698.210763 = -170423.570379 nChanged 105 SP:Iteration 6Q (1525.724757 sec): 3 clusters Score: Raw -172176.426573 + Penalty 1698.210763 = -170478.215810 nChanged 66 SP:Iteration 7Q (1525.812934 sec): 3 clusters Score: Raw -172207.735884 + Penalty 1698.210763 = -170509.525121 nChanged 56 SP:Iteration 8Q (1525.906965 sec): 3 clusters Score: Raw -172227.944109 + Penalty 1698.210763 = -170529.733346 nChanged 31 SP:Iteration 9Q (1526.041452 sec): 3 clusters Score: Raw -172241.282949 + Penalty 1698.210763 = -170543.072186 nChanged 27 SP:Iteration 10Q (1526.135373 sec): 3 clusters Score: Raw -172251.577037 + Penalty 1698.210763 = -170553.366274 nChanged 22 SP:Iteration 11Q (1526.245928 sec): 3 clusters Score: Raw -172259.600156 + Penalty 1698.210763 = -170561.389393 nChanged 19 SP:Iteration 12Q (1526.348894 sec): 3 clusters Score: Raw -172264.665791 + Penalty 1698.210763 = -170566.455027 nChanged 17 SP:Iteration 13Q (1526.447101 sec): 3 clusters Score: Raw -172269.713382 + Penalty 1698.210763 = -170571.502619 nChanged 11 SP:Iteration 14Q (1526.561586 sec): 3 clusters Score: Raw -172272.154908 + Penalty 1698.210763 = -170573.944145 nChanged 14 SP:Iteration 15Q (1526.646771 sec): 3 clusters Score: Raw -172275.434765 + Penalty 1698.210763 = -170577.224002 nChanged 8 SP:Iteration 16Q (1526.738595 sec): 3 clusters Score: Raw -172277.698506 + Penalty 1698.210763 = -170579.487743 nChanged 13 SP:Iteration 17Q (1526.843479 sec): 3 clusters Score: Raw -172281.795470 + Penalty 1698.210763 = -170583.584707 nChanged 13 SP:Iteration 18Q (1526.943298 sec): 3 clusters Score: Raw -172284.573964 + Penalty 1698.210763 = -170586.363200 nChanged 7 SP:Iteration 19Q (1527.044618 sec): 3 clusters Score: Raw -172286.306377 + Penalty 1698.210763 = -170588.095613 nChanged 6 SP:Iteration 20F (1527.147933 sec): 3 clusters Score: Raw -172287.933100 + Penalty 1698.210763 = -170589.722337 nChanged 5 SP:Iteration 21Q (1527.247697 sec): 3 clusters Score: Raw -172288.771728 + Penalty 1698.210763 = -170590.560965 nChanged 7 SP:Iteration 22Q (1527.344859 sec): 3 clusters Score: Raw -172289.782298 + Penalty 1698.210763 = -170591.571535 nChanged 3 SP:Iteration 23Q (1527.449441 sec): 3 clusters Score: Raw -172290.038356 + Penalty 1698.210763 = -170591.827593 nChanged 1 SP:Iteration 24Q (1527.579234 sec): 3 clusters Score: Raw -172290.117784 + Penalty 1698.210763 = -170591.907021 nChanged 0 SP:Iteration 25F (1527.672870 sec): 3 clusters Score: Raw -172290.117784 + Penalty 1698.210763 = -170591.907021 nChanged 0 Trying to split cluster 3 (1807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1527.755716 sec): 2 clusters Score: Raw -87307.683556 + Penalty 787.439446 = -86520.244110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1527.821863 sec): 3 clusters Score: Raw -86450.797083 + Penalty 1574.878891 = -84875.918192 nChanged 686 SP:Iteration 1F (1527.926996 sec): 3 clusters Score: Raw -87000.427139 + Penalty 1574.878891 = -85425.548248 nChanged 221 SP:Iteration 2F (1528.034847 sec): 3 clusters Score: Raw -87331.094917 + Penalty 1574.878891 = -85756.216026 nChanged 186 SP:Iteration 3F (1528.144405 sec): 3 clusters Score: Raw -87619.742251 + Penalty 1574.878891 = -86044.863360 nChanged 132 SP:Iteration 4F (1528.255044 sec): 3 clusters Score: Raw -87829.184775 + Penalty 1574.878891 = -86254.305884 nChanged 93 SP:Iteration 5F (1528.368756 sec): 3 clusters Score: Raw -87995.724749 + Penalty 1574.878891 = -86420.845858 nChanged 67 SP:Iteration 6Q (1528.444439 sec): 3 clusters Score: Raw -88055.702677 + Penalty 1574.878891 = -86480.823786 nChanged 41 SP:Iteration 7Q (1528.573273 sec): 3 clusters Score: Raw -88093.073114 + Penalty 1574.878891 = -86518.194223 nChanged 31 SP:Iteration 8Q (1528.682354 sec): 3 clusters Score: Raw -88118.949801 + Penalty 1574.878891 = -86544.070910 nChanged 16 SP:Iteration 9Q (1528.768668 sec): 3 clusters Score: Raw -88130.422017 + Penalty 1574.878891 = -86555.543126 nChanged 11 SP:Iteration 10Q (1528.878133 sec): 3 clusters Score: Raw -88138.160624 + Penalty 1574.878891 = -86563.281733 nChanged 13 SP:Iteration 11Q (1528.973714 sec): 3 clusters Score: Raw -88148.199168 + Penalty 1574.878891 = -86573.320277 nChanged 20 SP:Iteration 12Q (1529.093124 sec): 3 clusters Score: Raw -88162.373128 + Penalty 1574.878891 = -86587.494237 nChanged 11 SP:Iteration 13Q (1529.185359 sec): 3 clusters Score: Raw -88168.846044 + Penalty 1574.878891 = -86593.967153 nChanged 4 SP:Iteration 14Q (1529.282493 sec): 3 clusters Score: Raw -88171.647187 + Penalty 1574.878891 = -86596.768296 nChanged 2 SP:Iteration 15Q (1529.396826 sec): 3 clusters Score: Raw -88174.491362 + Penalty 1574.878891 = -86599.612471 nChanged 1 SP:Iteration 16Q (1529.468926 sec): 3 clusters Score: Raw -88175.423210 + Penalty 1574.878891 = -86600.544319 nChanged 0 SP:Iteration 17F (1529.556438 sec): 3 clusters Score: Raw -88175.423210 + Penalty 1574.878891 = -86600.544319 nChanged 0 Score: Raw -2005740.642447 + Penalty 15614.569717 = -1990126.072730 Splitting cluster 3 changes total score from -1990373.659484 to -1990126.072730 So it's not getting split. Trying to split cluster 4 (1396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1530.783593 sec): 2 clusters Score: Raw -54791.223798 + Penalty 760.343460 = -54030.880338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1530.853230 sec): 3 clusters Score: Raw -54260.609735 + Penalty 1520.686919 = -52739.922815 nChanged 498 SP:Iteration 1F (1530.936319 sec): 3 clusters Score: Raw -54751.823854 + Penalty 1520.686919 = -53231.136934 nChanged 157 SP:Iteration 2F (1531.021276 sec): 3 clusters Score: Raw -54933.893588 + Penalty 1520.686919 = -53413.206668 nChanged 112 SP:Iteration 3F (1531.104244 sec): 3 clusters Score: Raw -55077.745913 + Penalty 1520.686919 = -53557.058993 nChanged 94 SP:Iteration 4F (1531.187718 sec): 3 clusters Score: Raw -55188.626134 + Penalty 1520.686919 = -53667.939215 nChanged 64 SP:Iteration 5Q (1531.269357 sec): 3 clusters Score: Raw -55243.477415 + Penalty 1520.686919 = -53722.790495 nChanged 39 SP:Iteration 6Q (1531.352621 sec): 3 clusters Score: Raw -55276.809839 + Penalty 1520.686919 = -53756.122919 nChanged 30 SP:Iteration 7Q (1531.436484 sec): 3 clusters Score: Raw -55302.044761 + Penalty 1520.686919 = -53781.357842 nChanged 32 SP:Iteration 8Q (1531.514712 sec): 3 clusters Score: Raw -55325.528210 + Penalty 1520.686919 = -53804.841290 nChanged 24 SP:Iteration 9Q (1531.619681 sec): 3 clusters Score: Raw -55340.763069 + Penalty 1520.686919 = -53820.076149 nChanged 20 SP:Iteration 10Q (1531.724840 sec): 3 clusters Score: Raw -55356.680596 + Penalty 1520.686919 = -53835.993676 nChanged 16 SP:Iteration 11Q (1531.827813 sec): 3 clusters Score: Raw -55368.846469 + Penalty 1520.686919 = -53848.159550 nChanged 9 SP:Iteration 12Q (1531.917829 sec): 3 clusters Score: Raw -55375.642155 + Penalty 1520.686919 = -53854.955235 nChanged 12 SP:Iteration 13Q (1532.019831 sec): 3 clusters Score: Raw -55382.825188 + Penalty 1520.686919 = -53862.138269 nChanged 6 SP:Iteration 14Q (1532.100080 sec): 3 clusters Score: Raw -55384.596217 + Penalty 1520.686919 = -53863.909297 nChanged 6 SP:Iteration 15Q (1532.202462 sec): 3 clusters Score: Raw -55389.366604 + Penalty 1520.686919 = -53868.679685 nChanged 3 SP:Iteration 16Q (1532.299392 sec): 3 clusters Score: Raw -55390.565490 + Penalty 1520.686919 = -53869.878570 nChanged 2 SP:Iteration 17Q (1532.402798 sec): 3 clusters Score: Raw -55391.194169 + Penalty 1520.686919 = -53870.507250 nChanged 0 SP:Iteration 18F (1532.518234 sec): 3 clusters Score: Raw -55391.194169 + Penalty 1520.686919 = -53870.507250 nChanged 0 Trying to split cluster 5 (4285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1532.579664 sec): 2 clusters Score: Raw -227651.562925 + Penalty 878.101962 = -226773.460963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1532.664775 sec): 3 clusters Score: Raw -225330.639982 + Penalty 1756.203925 = -223574.436058 nChanged 1800 SP:Iteration 1F (1532.778152 sec): 3 clusters Score: Raw -226473.699182 + Penalty 1756.203925 = -224717.495258 nChanged 330 SP:Iteration 2F (1532.897379 sec): 3 clusters Score: Raw -226671.523605 + Penalty 1756.203925 = -224915.319680 nChanged 260 SP:Iteration 3F (1532.982438 sec): 3 clusters Score: Raw -226824.519131 + Penalty 1756.203925 = -225068.315207 nChanged 208 SP:Iteration 4Q (1533.087256 sec): 3 clusters Score: Raw -226934.868867 + Penalty 1756.203925 = -225178.664943 nChanged 178 SP:Iteration 5Q (1533.230264 sec): 3 clusters Score: Raw -227022.123295 + Penalty 1756.203925 = -225265.919370 nChanged 151 SP:Iteration 6Q (1533.344552 sec): 3 clusters Score: Raw -227102.708561 + Penalty 1756.203925 = -225346.504637 nChanged 156 SP:Iteration 7Q (1533.497158 sec): 3 clusters Score: Raw -227184.650753 + Penalty 1756.203925 = -225428.446828 nChanged 148 SP:Iteration 8Q (1533.612288 sec): 3 clusters Score: Raw -227274.103818 + Penalty 1756.203925 = -225517.899893 nChanged 163 SP:Iteration 9Q (1533.745128 sec): 3 clusters Score: Raw -227390.609780 + Penalty 1756.203925 = -225634.405855 nChanged 157 SP:Iteration 10Q (1533.818821 sec): 3 clusters Score: Raw -227495.500100 + Penalty 1756.203925 = -225739.296175 nChanged 133 SP:Iteration 11Q (1533.934601 sec): 3 clusters Score: Raw -227572.245860 + Penalty 1756.203925 = -225816.041936 nChanged 137 SP:Iteration 12Q (1534.024147 sec): 3 clusters Score: Raw -227659.518806 + Penalty 1756.203925 = -225903.314882 nChanged 131 SP:Iteration 13Q (1534.146598 sec): 3 clusters Score: Raw -227754.422255 + Penalty 1756.203925 = -225998.218331 nChanged 130 SP:Iteration 14Q (1534.279418 sec): 3 clusters Score: Raw -227838.276846 + Penalty 1756.203925 = -226082.072922 nChanged 107 SP:Iteration 15Q (1534.370687 sec): 3 clusters Score: Raw -227903.069683 + Penalty 1756.203925 = -226146.865759 nChanged 91 SP:Iteration 16Q (1534.460343 sec): 3 clusters Score: Raw -227949.775854 + Penalty 1756.203925 = -226193.571929 nChanged 76 SP:Iteration 17Q (1534.575703 sec): 3 clusters Score: Raw -227988.091869 + Penalty 1756.203925 = -226231.887944 nChanged 60 SP:Iteration 18Q (1534.689424 sec): 3 clusters Score: Raw -228014.349000 + Penalty 1756.203925 = -226258.145076 nChanged 46 SP:Iteration 19Q (1534.789163 sec): 3 clusters Score: Raw -228035.570779 + Penalty 1756.203925 = -226279.366855 nChanged 35 SP:Iteration 20F (1534.902639 sec): 3 clusters Score: Raw -228046.083322 + Penalty 1756.203925 = -226289.879397 nChanged 23 SP:Iteration 21Q (1535.013784 sec): 3 clusters Score: Raw -228052.160827 + Penalty 1756.203925 = -226295.956902 nChanged 20 SP:Iteration 22Q (1535.143030 sec): 3 clusters Score: Raw -228059.102253 + Penalty 1756.203925 = -226302.898329 nChanged 13 SP:Iteration 23Q (1535.261344 sec): 3 clusters Score: Raw -228061.291627 + Penalty 1756.203925 = -226305.087702 nChanged 9 SP:Iteration 24Q (1535.349779 sec): 3 clusters Score: Raw -228062.754724 + Penalty 1756.203925 = -226306.550800 nChanged 6 SP:Iteration 25Q (1535.450824 sec): 3 clusters Score: Raw -228063.941933 + Penalty 1756.203925 = -226307.738009 nChanged 3 SP:Iteration 26Q (1535.566116 sec): 3 clusters Score: Raw -228064.592629 + Penalty 1756.203925 = -226308.388705 nChanged 5 SP:Iteration 27Q (1535.660018 sec): 3 clusters Score: Raw -228065.329351 + Penalty 1756.203925 = -226309.125427 nChanged 3 SP:Iteration 28Q (1535.761634 sec): 3 clusters Score: Raw -228065.798241 + Penalty 1756.203925 = -226309.594317 nChanged 1 SP:Iteration 29Q (1535.857702 sec): 3 clusters Score: Raw -228065.913157 + Penalty 1756.203925 = -226309.709233 nChanged 2 SP:Iteration 30Q (1535.967682 sec): 3 clusters Score: Raw -228066.217906 + Penalty 1756.203925 = -226310.013981 nChanged 2 SP:Iteration 31Q (1536.098745 sec): 3 clusters Score: Raw -228066.555256 + Penalty 1756.203925 = -226310.351331 nChanged 2 SP:Iteration 32Q (1536.205701 sec): 3 clusters Score: Raw -228066.916670 + Penalty 1756.203925 = -226310.712746 nChanged 0 SP:Iteration 33F (1536.300488 sec): 3 clusters Score: Raw -228066.916670 + Penalty 1756.203925 = -226310.712746 nChanged 0 Trying to split cluster 6 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1536.361454 sec): 2 clusters Score: Raw -31959.472777 + Penalty 695.944344 = -31263.528432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1536.518894 sec): 3 clusters Score: Raw -31715.354340 + Penalty 1391.888689 = -30323.465651 nChanged 247 SP:Iteration 1F (1536.603425 sec): 3 clusters Score: Raw -32040.822134 + Penalty 1391.888689 = -30648.933445 nChanged 98 SP:Iteration 2F (1536.719660 sec): 3 clusters Score: Raw -32291.319916 + Penalty 1391.888689 = -30899.431227 nChanged 59 SP:Iteration 3F (1536.794765 sec): 3 clusters Score: Raw -32448.222023 + Penalty 1391.888689 = -31056.333334 nChanged 42 SP:Iteration 4F (1536.905424 sec): 3 clusters Score: Raw -32518.308069 + Penalty 1391.888689 = -31126.419380 nChanged 16 SP:Iteration 5Q (1536.993464 sec): 3 clusters Score: Raw -32537.692176 + Penalty 1391.888689 = -31145.803487 nChanged 4 SP:Iteration 6Q (1537.107184 sec): 3 clusters Score: Raw -32541.874066 + Penalty 1391.888689 = -31149.985377 nChanged 5 SP:Iteration 7Q (1537.206152 sec): 3 clusters Score: Raw -32546.235429 + Penalty 1391.888689 = -31154.346740 nChanged 2 SP:Iteration 8Q (1537.276938 sec): 3 clusters Score: Raw -32548.325352 + Penalty 1391.888689 = -31156.436663 nChanged 1 SP:Iteration 9Q (1537.407918 sec): 3 clusters Score: Raw -32549.209747 + Penalty 1391.888689 = -31157.321058 nChanged 0 SP:Iteration 10F (1537.501207 sec): 3 clusters Score: Raw -32549.209747 + Penalty 1391.888689 = -31157.321058 nChanged 0 Trying to split cluster 7 (2855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1537.552219 sec): 2 clusters Score: Raw -138454.532974 + Penalty 835.466848 = -137619.066126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1537.673622 sec): 3 clusters Score: Raw -137007.402340 + Penalty 1670.933696 = -135336.468644 nChanged 1133 SP:Iteration 1F (1537.783785 sec): 3 clusters Score: Raw -137721.666885 + Penalty 1670.933696 = -136050.733190 nChanged 226 SP:Iteration 2F (1537.878878 sec): 3 clusters Score: Raw -137853.893391 + Penalty 1670.933696 = -136182.959696 nChanged 164 SP:Iteration 3F (1537.991757 sec): 3 clusters Score: Raw -137935.000720 + Penalty 1670.933696 = -136264.067025 nChanged 124 SP:Iteration 4Q (1538.093868 sec): 3 clusters Score: Raw -138011.615254 + Penalty 1670.933696 = -136340.681559 nChanged 110 SP:Iteration 5Q (1538.200781 sec): 3 clusters Score: Raw -138073.397397 + Penalty 1670.933696 = -136402.463701 nChanged 96 SP:Iteration 6Q (1538.295597 sec): 3 clusters Score: Raw -138136.234633 + Penalty 1670.933696 = -136465.300937 nChanged 86 SP:Iteration 7Q (1538.402254 sec): 3 clusters Score: Raw -138187.727149 + Penalty 1670.933696 = -136516.793453 nChanged 87 SP:Iteration 8Q (1538.518534 sec): 3 clusters Score: Raw -138251.983436 + Penalty 1670.933696 = -136581.049740 nChanged 90 SP:Iteration 9Q (1538.610796 sec): 3 clusters Score: Raw -138318.902911 + Penalty 1670.933696 = -136647.969215 nChanged 77 SP:Iteration 10Q (1538.701876 sec): 3 clusters Score: Raw -138372.608262 + Penalty 1670.933696 = -136701.674566 nChanged 79 SP:Iteration 11Q (1538.803628 sec): 3 clusters Score: Raw -138423.039667 + Penalty 1670.933696 = -136752.105971 nChanged 75 SP:Iteration 12Q (1538.897540 sec): 3 clusters Score: Raw -138460.715634 + Penalty 1670.933696 = -136789.781938 nChanged 57 SP:Iteration 13Q (1538.998012 sec): 3 clusters Score: Raw -138492.479718 + Penalty 1670.933696 = -136821.546022 nChanged 58 SP:Iteration 14Q (1539.101708 sec): 3 clusters Score: Raw -138533.029944 + Penalty 1670.933696 = -136862.096248 nChanged 67 SP:Iteration 15Q (1539.234599 sec): 3 clusters Score: Raw -138577.329671 + Penalty 1670.933696 = -136906.395975 nChanged 60 SP:Iteration 16Q (1539.333081 sec): 3 clusters Score: Raw -138614.643072 + Penalty 1670.933696 = -136943.709377 nChanged 54 SP:Iteration 17Q (1539.420282 sec): 3 clusters Score: Raw -138646.075119 + Penalty 1670.933696 = -136975.141423 nChanged 52 SP:Iteration 18Q (1539.529689 sec): 3 clusters Score: Raw -138682.553444 + Penalty 1670.933696 = -137011.619748 nChanged 57 SP:Iteration 19Q (1539.647164 sec): 3 clusters Score: Raw -138710.046872 + Penalty 1670.933696 = -137039.113177 nChanged 41 SP:Iteration 20F (1539.766417 sec): 3 clusters Score: Raw -138724.608959 + Penalty 1670.933696 = -137053.675263 nChanged 30 SP:Iteration 21Q (1539.863010 sec): 3 clusters Score: Raw -138736.180074 + Penalty 1670.933696 = -137065.246378 nChanged 27 SP:Iteration 22Q (1539.955704 sec): 3 clusters Score: Raw -138753.527058 + Penalty 1670.933696 = -137082.593363 nChanged 31 SP:Iteration 23Q (1540.039554 sec): 3 clusters Score: Raw -138769.267461 + Penalty 1670.933696 = -137098.333765 nChanged 28 SP:Iteration 24Q (1540.151472 sec): 3 clusters Score: Raw -138780.383867 + Penalty 1670.933696 = -137109.450172 nChanged 23 SP:Iteration 25Q (1540.260253 sec): 3 clusters Score: Raw -138786.884438 + Penalty 1670.933696 = -137115.950743 nChanged 16 SP:Iteration 26Q (1540.397714 sec): 3 clusters Score: Raw -138791.942175 + Penalty 1670.933696 = -137121.008480 nChanged 19 SP:Iteration 27Q (1540.486176 sec): 3 clusters Score: Raw -138798.508888 + Penalty 1670.933696 = -137127.575192 nChanged 23 SP:Iteration 28Q (1540.614746 sec): 3 clusters Score: Raw -138806.007318 + Penalty 1670.933696 = -137135.073622 nChanged 19 SP:Iteration 29Q (1540.706901 sec): 3 clusters Score: Raw -138812.729074 + Penalty 1670.933696 = -137141.795378 nChanged 20 SP:Iteration 30Q (1540.808471 sec): 3 clusters Score: Raw -138824.888110 + Penalty 1670.933696 = -137153.954414 nChanged 25 SP:Iteration 31Q (1540.908721 sec): 3 clusters Score: Raw -138836.096095 + Penalty 1670.933696 = -137165.162399 nChanged 25 SP:Iteration 32Q (1541.012914 sec): 3 clusters Score: Raw -138844.612849 + Penalty 1670.933696 = -137173.679154 nChanged 15 SP:Iteration 33Q (1541.119492 sec): 3 clusters Score: Raw -138847.628434 + Penalty 1670.933696 = -137176.694738 nChanged 11 SP:Iteration 34Q (1541.231723 sec): 3 clusters Score: Raw -138851.447612 + Penalty 1670.933696 = -137180.513916 nChanged 14 SP:Iteration 35Q (1541.316863 sec): 3 clusters Score: Raw -138857.370758 + Penalty 1670.933696 = -137186.437062 nChanged 15 SP:Iteration 36Q (1541.416762 sec): 3 clusters Score: Raw -138863.326541 + Penalty 1670.933696 = -137192.392846 nChanged 14 SP:Iteration 37Q (1541.514190 sec): 3 clusters Score: Raw -138867.804065 + Penalty 1670.933696 = -137196.870369 nChanged 13 SP:Iteration 38Q (1541.612652 sec): 3 clusters Score: Raw -138872.066355 + Penalty 1670.933696 = -137201.132659 nChanged 10 SP:Iteration 39Q (1541.747286 sec): 3 clusters Score: Raw -138875.384264 + Penalty 1670.933696 = -137204.450568 nChanged 11 SP:Iteration 40F (1541.833059 sec): 3 clusters Score: Raw -138881.103397 + Penalty 1670.933696 = -137210.169701 nChanged 18 SP:Iteration 41Q (1541.940212 sec): 3 clusters Score: Raw -138886.975270 + Penalty 1670.933696 = -137216.041574 nChanged 11 SP:Iteration 42Q (1542.049407 sec): 3 clusters Score: Raw -138889.973426 + Penalty 1670.933696 = -137219.039730 nChanged 9 SP:Iteration 43Q (1542.164292 sec): 3 clusters Score: Raw -138893.088010 + Penalty 1670.933696 = -137222.154314 nChanged 9 SP:Iteration 44Q (1542.261261 sec): 3 clusters Score: Raw -138895.874729 + Penalty 1670.933696 = -137224.941033 nChanged 9 SP:Iteration 45Q (1542.355526 sec): 3 clusters Score: Raw -138898.951104 + Penalty 1670.933696 = -137228.017409 nChanged 12 SP:Iteration 46Q (1542.468154 sec): 3 clusters Score: Raw -138903.221225 + Penalty 1670.933696 = -137232.287530 nChanged 12 SP:Iteration 47Q (1542.573739 sec): 3 clusters Score: Raw -138906.266204 + Penalty 1670.933696 = -137235.332508 nChanged 9 SP:Iteration 48Q (1542.683814 sec): 3 clusters Score: Raw -138908.621819 + Penalty 1670.933696 = -137237.688123 nChanged 5 SP:Iteration 49Q (1542.793877 sec): 3 clusters Score: Raw -138909.478469 + Penalty 1670.933696 = -137238.544773 nChanged 4 SP:Iteration 50Q (1542.902815 sec): 3 clusters Score: Raw -138910.871012 + Penalty 1670.933696 = -137239.937316 nChanged 5 SP:Iteration 51Q (1543.013943 sec): 3 clusters Score: Raw -138912.487685 + Penalty 1670.933696 = -137241.553990 nChanged 4 SP:Iteration 52Q (1543.138527 sec): 3 clusters Score: Raw -138912.828163 + Penalty 1670.933696 = -137241.894467 nChanged 2 SP:Iteration 53Q (1543.208282 sec): 3 clusters Score: Raw -138913.557550 + Penalty 1670.933696 = -137242.623855 nChanged 4 SP:Iteration 54Q (1543.318891 sec): 3 clusters Score: Raw -138914.972721 + Penalty 1670.933696 = -137244.039025 nChanged 2 SP:Iteration 55Q (1543.422945 sec): 3 clusters Score: Raw -138915.525919 + Penalty 1670.933696 = -137244.592224 nChanged 0 SP:Iteration 56F (1543.525210 sec): 3 clusters Score: Raw -138915.525919 + Penalty 1670.933696 = -137244.592224 nChanged 0 Trying to split cluster 8 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1543.578906 sec): 2 clusters Score: Raw -86344.290565 + Penalty 798.722876 = -85545.567689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1543.694377 sec): 3 clusters Score: Raw -85401.473101 + Penalty 1597.445752 = -83804.027350 nChanged 761 SP:Iteration 1F (1543.827386 sec): 3 clusters Score: Raw -85908.776243 + Penalty 1597.445752 = -84311.330491 nChanged 186 SP:Iteration 2F (1543.925959 sec): 3 clusters Score: Raw -86036.572665 + Penalty 1597.445752 = -84439.126913 nChanged 115 SP:Iteration 3F (1544.056610 sec): 3 clusters Score: Raw -86122.180633 + Penalty 1597.445752 = -84524.734881 nChanged 104 SP:Iteration 4F (1544.168986 sec): 3 clusters Score: Raw -86189.306272 + Penalty 1597.445752 = -84591.860520 nChanged 75 SP:Iteration 5Q (1544.277244 sec): 3 clusters Score: Raw -86236.249293 + Penalty 1597.445752 = -84638.803542 nChanged 59 SP:Iteration 6Q (1544.361874 sec): 3 clusters Score: Raw -86268.135468 + Penalty 1597.445752 = -84670.689716 nChanged 42 SP:Iteration 7Q (1544.473967 sec): 3 clusters Score: Raw -86289.324052 + Penalty 1597.445752 = -84691.878300 nChanged 43 SP:Iteration 8Q (1544.583391 sec): 3 clusters Score: Raw -86311.199886 + Penalty 1597.445752 = -84713.754135 nChanged 26 SP:Iteration 9Q (1544.700739 sec): 3 clusters Score: Raw -86321.509888 + Penalty 1597.445752 = -84724.064137 nChanged 24 SP:Iteration 10Q (1544.793148 sec): 3 clusters Score: Raw -86332.866603 + Penalty 1597.445752 = -84735.420852 nChanged 23 SP:Iteration 11Q (1544.902844 sec): 3 clusters Score: Raw -86342.669204 + Penalty 1597.445752 = -84745.223452 nChanged 17 SP:Iteration 12Q (1545.027728 sec): 3 clusters Score: Raw -86348.757453 + Penalty 1597.445752 = -84751.311702 nChanged 11 SP:Iteration 13Q (1545.113930 sec): 3 clusters Score: Raw -86354.167037 + Penalty 1597.445752 = -84756.721285 nChanged 8 SP:Iteration 14Q (1545.227340 sec): 3 clusters Score: Raw -86356.776169 + Penalty 1597.445752 = -84759.330418 nChanged 6 SP:Iteration 15Q (1545.333479 sec): 3 clusters Score: Raw -86358.943532 + Penalty 1597.445752 = -84761.497780 nChanged 8 SP:Iteration 16Q (1545.437969 sec): 3 clusters Score: Raw -86362.357472 + Penalty 1597.445752 = -84764.911720 nChanged 11 SP:Iteration 17Q (1545.549856 sec): 3 clusters Score: Raw -86367.068615 + Penalty 1597.445752 = -84769.622864 nChanged 16 SP:Iteration 18Q (1545.656708 sec): 3 clusters Score: Raw -86371.500108 + Penalty 1597.445752 = -84774.054356 nChanged 12 SP:Iteration 19Q (1545.773431 sec): 3 clusters Score: Raw -86375.748813 + Penalty 1597.445752 = -84778.303062 nChanged 10 SP:Iteration 20F (1545.848580 sec): 3 clusters Score: Raw -86379.768966 + Penalty 1597.445752 = -84782.323215 nChanged 8 SP:Iteration 21Q (1545.962394 sec): 3 clusters Score: Raw -86382.461307 + Penalty 1597.445752 = -84785.015556 nChanged 11 SP:Iteration 22Q (1546.053749 sec): 3 clusters Score: Raw -86385.646103 + Penalty 1597.445752 = -84788.200352 nChanged 5 SP:Iteration 23Q (1546.158332 sec): 3 clusters Score: Raw -86387.373560 + Penalty 1597.445752 = -84789.927809 nChanged 6 SP:Iteration 24Q (1546.275867 sec): 3 clusters Score: Raw -86389.571328 + Penalty 1597.445752 = -84792.125577 nChanged 5 SP:Iteration 25Q (1546.361033 sec): 3 clusters Score: Raw -86390.833202 + Penalty 1597.445752 = -84793.387450 nChanged 2 SP:Iteration 26Q (1546.461009 sec): 3 clusters Score: Raw -86391.502995 + Penalty 1597.445752 = -84794.057244 nChanged 5 SP:Iteration 27Q (1546.572674 sec): 3 clusters Score: Raw -86392.868125 + Penalty 1597.445752 = -84795.422374 nChanged 3 SP:Iteration 28Q (1546.673383 sec): 3 clusters Score: Raw -86393.817796 + Penalty 1597.445752 = -84796.372044 nChanged 5 SP:Iteration 29Q (1546.767092 sec): 3 clusters Score: Raw -86394.914930 + Penalty 1597.445752 = -84797.469179 nChanged 3 SP:Iteration 30Q (1546.844976 sec): 3 clusters Score: Raw -86395.968799 + Penalty 1597.445752 = -84798.523048 nChanged 4 SP:Iteration 31Q (1546.948161 sec): 3 clusters Score: Raw -86397.001716 + Penalty 1597.445752 = -84799.555965 nChanged 1 SP:Iteration 32Q (1547.079936 sec): 3 clusters Score: Raw -86397.274595 + Penalty 1597.445752 = -84799.828844 nChanged 0 SP:Iteration 33F (1547.153850 sec): 3 clusters Score: Raw -86397.274595 + Penalty 1597.445752 = -84799.828844 nChanged 0 Trying to split cluster 9 (1199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1547.209840 sec): 2 clusters Score: Raw -39516.222908 + Penalty 744.370531 = -38771.852377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1547.313960 sec): 3 clusters Score: Raw -39043.004442 + Penalty 1488.741063 = -37554.263379 nChanged 435 SP:Iteration 1F (1547.392694 sec): 3 clusters Score: Raw -39570.059047 + Penalty 1488.741063 = -38081.317984 nChanged 168 SP:Iteration 2F (1547.491367 sec): 3 clusters Score: Raw -39832.140413 + Penalty 1488.741063 = -38343.399351 nChanged 98 SP:Iteration 3F (1547.599785 sec): 3 clusters Score: Raw -40015.373645 + Penalty 1488.741063 = -38526.632583 nChanged 67 SP:Iteration 4F (1547.687942 sec): 3 clusters Score: Raw -40105.214008 + Penalty 1488.741063 = -38616.472946 nChanged 42 SP:Iteration 5Q (1547.782730 sec): 3 clusters Score: Raw -40152.438656 + Penalty 1488.741063 = -38663.697593 nChanged 21 SP:Iteration 6Q (1547.881661 sec): 3 clusters Score: Raw -40172.752412 + Penalty 1488.741063 = -38684.011349 nChanged 13 SP:Iteration 7Q (1547.988956 sec): 3 clusters Score: Raw -40181.910750 + Penalty 1488.741063 = -38693.169687 nChanged 12 SP:Iteration 8Q (1548.093666 sec): 3 clusters Score: Raw -40191.924148 + Penalty 1488.741063 = -38703.183085 nChanged 8 SP:Iteration 9Q (1548.210398 sec): 3 clusters Score: Raw -40195.889939 + Penalty 1488.741063 = -38707.148876 nChanged 4 SP:Iteration 10Q (1548.289872 sec): 3 clusters Score: Raw -40197.237770 + Penalty 1488.741063 = -38708.496707 nChanged 3 SP:Iteration 11Q (1548.389459 sec): 3 clusters Score: Raw -40198.597134 + Penalty 1488.741063 = -38709.856071 nChanged 2 SP:Iteration 12Q (1548.485967 sec): 3 clusters Score: Raw -40199.558137 + Penalty 1488.741063 = -38710.817074 nChanged 1 SP:Iteration 13Q (1548.591487 sec): 3 clusters Score: Raw -40200.013832 + Penalty 1488.741063 = -38711.272769 nChanged 0 SP:Iteration 14F (1548.682458 sec): 3 clusters Score: Raw -40200.013832 + Penalty 1488.741063 = -38711.272769 nChanged 0 Trying to split cluster 10 (11613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1548.749103 sec): 2 clusters Score: Raw -651144.458217 + Penalty 982.787446 = -650161.670771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1548.915274 sec): 3 clusters Score: Raw -644182.239705 + Penalty 1965.574892 = -642216.664812 nChanged 5179 SP:Iteration 1F (1549.046618 sec): 3 clusters Score: Raw -647391.186159 + Penalty 1965.574892 = -645425.611266 nChanged 982 SP:Iteration 2F (1549.167194 sec): 3 clusters Score: Raw -648136.800954 + Penalty 1965.574892 = -646171.226062 nChanged 968 SP:Iteration 3F (1549.341927 sec): 3 clusters Score: Raw -648855.407379 + Penalty 1965.574892 = -646889.832487 nChanged 858 SP:Iteration 4F (1549.456157 sec): 3 clusters Score: Raw -649439.073489 + Penalty 1965.574892 = -647473.498597 nChanged 694 SP:Iteration 5F (1549.590912 sec): 3 clusters Score: Raw -649829.688866 + Penalty 1965.574892 = -647864.113973 nChanged 520 SP:Iteration 6Q (1549.722604 sec): 3 clusters Score: Raw -650061.058325 + Penalty 1965.574892 = -648095.483433 nChanged 393 SP:Iteration 7Q (1549.829356 sec): 3 clusters Score: Raw -650218.270905 + Penalty 1965.574892 = -648252.696013 nChanged 324 SP:Iteration 8Q (1549.955924 sec): 3 clusters Score: Raw -650338.415542 + Penalty 1965.574892 = -648372.840650 nChanged 244 SP:Iteration 9Q (1550.106932 sec): 3 clusters Score: Raw -650431.609231 + Penalty 1965.574892 = -648466.034339 nChanged 228 SP:Iteration 10Q (1550.236457 sec): 3 clusters Score: Raw -650517.054588 + Penalty 1965.574892 = -648551.479696 nChanged 198 SP:Iteration 11Q (1550.393536 sec): 3 clusters Score: Raw -650593.496225 + Penalty 1965.574892 = -648627.921332 nChanged 168 SP:Iteration 12Q (1550.518103 sec): 3 clusters Score: Raw -650658.084848 + Penalty 1965.574892 = -648692.509955 nChanged 181 SP:Iteration 13Q (1550.638163 sec): 3 clusters Score: Raw -650717.123039 + Penalty 1965.574892 = -648751.548147 nChanged 175 SP:Iteration 14Q (1550.749445 sec): 3 clusters Score: Raw -650770.165421 + Penalty 1965.574892 = -648804.590529 nChanged 171 SP:Iteration 15Q (1550.880775 sec): 3 clusters Score: Raw -650833.657950 + Penalty 1965.574892 = -648868.083058 nChanged 160 SP:Iteration 16Q (1551.017040 sec): 3 clusters Score: Raw -650884.806318 + Penalty 1965.574892 = -648919.231426 nChanged 150 SP:Iteration 17Q (1551.154190 sec): 3 clusters Score: Raw -650939.621266 + Penalty 1965.574892 = -648974.046373 nChanged 134 SP:Iteration 18Q (1551.304319 sec): 3 clusters Score: Raw -650984.151767 + Penalty 1965.574892 = -649018.576875 nChanged 122 SP:Iteration 19Q (1551.391400 sec): 3 clusters Score: Raw -651022.098911 + Penalty 1965.574892 = -649056.524019 nChanged 117 SP:Iteration 20F (1551.501328 sec): 3 clusters Score: Raw -651051.724339 + Penalty 1965.574892 = -649086.149447 nChanged 104 SP:Iteration 21Q (1551.635151 sec): 3 clusters Score: Raw -651078.784179 + Penalty 1965.574892 = -649113.209287 nChanged 97 SP:Iteration 22Q (1551.768766 sec): 3 clusters Score: Raw -651105.241085 + Penalty 1965.574892 = -649139.666192 nChanged 104 SP:Iteration 23Q (1551.880102 sec): 3 clusters Score: Raw -651135.308428 + Penalty 1965.574892 = -649169.733536 nChanged 95 SP:Iteration 24Q (1552.027353 sec): 3 clusters Score: Raw -651161.316577 + Penalty 1965.574892 = -649195.741685 nChanged 77 SP:Iteration 25Q (1552.142414 sec): 3 clusters Score: Raw -651182.531269 + Penalty 1965.574892 = -649216.956377 nChanged 87 SP:Iteration 26Q (1552.273484 sec): 3 clusters Score: Raw -651203.280319 + Penalty 1965.574892 = -649237.705427 nChanged 74 SP:Iteration 27Q (1552.416528 sec): 3 clusters Score: Raw -651220.523199 + Penalty 1965.574892 = -649254.948306 nChanged 73 SP:Iteration 28Q (1552.542452 sec): 3 clusters Score: Raw -651236.538524 + Penalty 1965.574892 = -649270.963632 nChanged 67 SP:Iteration 29Q (1552.655086 sec): 3 clusters Score: Raw -651249.074087 + Penalty 1965.574892 = -649283.499195 nChanged 55 SP:Iteration 30Q (1552.799045 sec): 3 clusters Score: Raw -651258.070933 + Penalty 1965.574892 = -649292.496040 nChanged 44 SP:Iteration 31Q (1552.944820 sec): 3 clusters Score: Raw -651265.946619 + Penalty 1965.574892 = -649300.371726 nChanged 44 SP:Iteration 32Q (1553.088380 sec): 3 clusters Score: Raw -651275.704493 + Penalty 1965.574892 = -649310.129600 nChanged 50 SP:Iteration 33Q (1553.214475 sec): 3 clusters Score: Raw -651284.594900 + Penalty 1965.574892 = -649319.020008 nChanged 39 SP:Iteration 34Q (1553.346875 sec): 3 clusters Score: Raw -651291.215576 + Penalty 1965.574892 = -649325.640684 nChanged 37 SP:Iteration 35Q (1553.480344 sec): 3 clusters Score: Raw -651296.891816 + Penalty 1965.574892 = -649331.316924 nChanged 34 SP:Iteration 36Q (1553.599078 sec): 3 clusters Score: Raw -651303.157870 + Penalty 1965.574892 = -649337.582978 nChanged 36 SP:Iteration 37Q (1553.731502 sec): 3 clusters Score: Raw -651309.551520 + Penalty 1965.574892 = -649343.976628 nChanged 38 SP:Iteration 38Q (1553.884099 sec): 3 clusters Score: Raw -651315.359875 + Penalty 1965.574892 = -649349.784983 nChanged 30 SP:Iteration 39Q (1553.985895 sec): 3 clusters Score: Raw -651321.154871 + Penalty 1965.574892 = -649355.579979 nChanged 29 SP:Iteration 40F (1554.130671 sec): 3 clusters Score: Raw -651326.017343 + Penalty 1965.574892 = -649360.442450 nChanged 27 SP:Iteration 41Q (1554.279219 sec): 3 clusters Score: Raw -651330.471532 + Penalty 1965.574892 = -649364.896640 nChanged 27 SP:Iteration 42Q (1554.430211 sec): 3 clusters Score: Raw -651334.753752 + Penalty 1965.574892 = -649369.178859 nChanged 26 SP:Iteration 43Q (1554.528707 sec): 3 clusters Score: Raw -651338.021635 + Penalty 1965.574892 = -649372.446743 nChanged 14 SP:Iteration 44Q (1554.690085 sec): 3 clusters Score: Raw -651339.633777 + Penalty 1965.574892 = -649374.058885 nChanged 14 SP:Iteration 45Q (1554.800007 sec): 3 clusters Score: Raw -651341.557092 + Penalty 1965.574892 = -649375.982200 nChanged 12 SP:Iteration 46Q (1554.953956 sec): 3 clusters Score: Raw -651343.165713 + Penalty 1965.574892 = -649377.590821 nChanged 13 SP:Iteration 47Q (1555.071738 sec): 3 clusters Score: Raw -651344.753496 + Penalty 1965.574892 = -649379.178604 nChanged 13 SP:Iteration 48Q (1555.200083 sec): 3 clusters Score: Raw -651347.146632 + Penalty 1965.574892 = -649381.571739 nChanged 17 SP:Iteration 49Q (1555.342541 sec): 3 clusters Score: Raw -651349.842165 + Penalty 1965.574892 = -649384.267272 nChanged 11 SP:Iteration 50Q (1555.484657 sec): 3 clusters Score: Raw -651351.459467 + Penalty 1965.574892 = -649385.884575 nChanged 10 SP:Iteration 51Q (1555.619677 sec): 3 clusters Score: Raw -651352.858692 + Penalty 1965.574892 = -649387.283800 nChanged 8 SP:Iteration 52Q (1555.774445 sec): 3 clusters Score: Raw -651354.654581 + Penalty 1965.574892 = -649389.079689 nChanged 9 SP:Iteration 53Q (1555.885547 sec): 3 clusters Score: Raw -651355.976412 + Penalty 1965.574892 = -649390.401520 nChanged 6 SP:Iteration 54Q (1556.010190 sec): 3 clusters Score: Raw -651356.599362 + Penalty 1965.574892 = -649391.024470 nChanged 6 SP:Iteration 55Q (1556.122311 sec): 3 clusters Score: Raw -651357.656454 + Penalty 1965.574892 = -649392.081562 nChanged 5 SP:Iteration 56Q (1556.250003 sec): 3 clusters Score: Raw -651358.371334 + Penalty 1965.574892 = -649392.796442 nChanged 7 SP:Iteration 57Q (1556.394388 sec): 3 clusters Score: Raw -651359.202792 + Penalty 1965.574892 = -649393.627900 nChanged 8 SP:Iteration 58Q (1556.525539 sec): 3 clusters Score: Raw -651360.671744 + Penalty 1965.574892 = -649395.096852 nChanged 12 SP:Iteration 59Q (1556.633771 sec): 3 clusters Score: Raw -651363.171558 + Penalty 1965.574892 = -649397.596666 nChanged 14 SP:Iteration 60F (1556.776567 sec): 3 clusters Score: Raw -651366.391003 + Penalty 1965.574892 = -649400.816111 nChanged 15 SP:Iteration 61Q (1556.894765 sec): 3 clusters Score: Raw -651369.250053 + Penalty 1965.574892 = -649403.675161 nChanged 14 SP:Iteration 62Q (1557.031406 sec): 3 clusters Score: Raw -651371.034472 + Penalty 1965.574892 = -649405.459580 nChanged 14 SP:Iteration 63Q (1557.159743 sec): 3 clusters Score: Raw -651373.215988 + Penalty 1965.574892 = -649407.641096 nChanged 13 SP:Iteration 64Q (1557.287427 sec): 3 clusters Score: Raw -651374.795225 + Penalty 1965.574892 = -649409.220332 nChanged 12 SP:Iteration 65Q (1557.418167 sec): 3 clusters Score: Raw -651375.872491 + Penalty 1965.574892 = -649410.297599 nChanged 6 SP:Iteration 66Q (1557.533159 sec): 3 clusters Score: Raw -651376.470506 + Penalty 1965.574892 = -649410.895614 nChanged 7 SP:Iteration 67Q (1557.650063 sec): 3 clusters Score: Raw -651377.766802 + Penalty 1965.574892 = -649412.191909 nChanged 8 SP:Iteration 68Q (1557.774742 sec): 3 clusters Score: Raw -651378.863132 + Penalty 1965.574892 = -649413.288239 nChanged 9 SP:Iteration 69Q (1557.906302 sec): 3 clusters Score: Raw -651380.208879 + Penalty 1965.574892 = -649414.633986 nChanged 14 SP:Iteration 70Q (1558.040166 sec): 3 clusters Score: Raw -651382.562725 + Penalty 1965.574892 = -649416.987833 nChanged 8 SP:Iteration 71Q (1558.136438 sec): 3 clusters Score: Raw -651384.040742 + Penalty 1965.574892 = -649418.465850 nChanged 11 SP:Iteration 72Q (1558.277986 sec): 3 clusters Score: Raw -651385.635421 + Penalty 1965.574892 = -649420.060529 nChanged 7 SP:Iteration 73Q (1558.392707 sec): 3 clusters Score: Raw -651386.424100 + Penalty 1965.574892 = -649420.849208 nChanged 9 SP:Iteration 74Q (1558.503106 sec): 3 clusters Score: Raw -651387.385389 + Penalty 1965.574892 = -649421.810497 nChanged 7 SP:Iteration 75Q (1558.624761 sec): 3 clusters Score: Raw -651388.149554 + Penalty 1965.574892 = -649422.574662 nChanged 6 SP:Iteration 76Q (1558.744819 sec): 3 clusters Score: Raw -651388.871435 + Penalty 1965.574892 = -649423.296543 nChanged 4 SP:Iteration 77Q (1558.871826 sec): 3 clusters Score: Raw -651389.388838 + Penalty 1965.574892 = -649423.813946 nChanged 1 SP:Iteration 78Q (1559.010219 sec): 3 clusters Score: Raw -651389.472192 + Penalty 1965.574892 = -649423.897300 nChanged 0 SP:Iteration 79F (1559.121131 sec): 3 clusters Score: Raw -651389.472192 + Penalty 1965.574892 = -649423.897300 nChanged 0 Trying to split cluster 11 (2044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1559.182973 sec): 2 clusters Score: Raw -93018.833023 + Penalty 800.379715 = -92218.453308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1559.301797 sec): 3 clusters Score: Raw -92041.844785 + Penalty 1600.759430 = -90441.085356 nChanged 814 SP:Iteration 1F (1559.392586 sec): 3 clusters Score: Raw -92614.632795 + Penalty 1600.759430 = -91013.873365 nChanged 185 SP:Iteration 2F (1559.498566 sec): 3 clusters Score: Raw -92778.043209 + Penalty 1600.759430 = -91177.283779 nChanged 132 SP:Iteration 3F (1559.596857 sec): 3 clusters Score: Raw -92891.866728 + Penalty 1600.759430 = -91291.107298 nChanged 108 SP:Iteration 4F (1559.701505 sec): 3 clusters Score: Raw -92991.103191 + Penalty 1600.759430 = -91390.343761 nChanged 80 SP:Iteration 5Q (1559.796849 sec): 3 clusters Score: Raw -93049.317397 + Penalty 1600.759430 = -91448.557967 nChanged 69 SP:Iteration 6Q (1559.902883 sec): 3 clusters Score: Raw -93094.931761 + Penalty 1600.759430 = -91494.172331 nChanged 52 SP:Iteration 7Q (1560.006939 sec): 3 clusters Score: Raw -93123.925241 + Penalty 1600.759430 = -91523.165811 nChanged 36 SP:Iteration 8Q (1560.110303 sec): 3 clusters Score: Raw -93151.638114 + Penalty 1600.759430 = -91550.878684 nChanged 36 SP:Iteration 9Q (1560.232365 sec): 3 clusters Score: Raw -93177.823510 + Penalty 1600.759430 = -91577.064080 nChanged 22 SP:Iteration 10Q (1560.355166 sec): 3 clusters Score: Raw -93191.116006 + Penalty 1600.759430 = -91590.356576 nChanged 16 SP:Iteration 11Q (1560.437489 sec): 3 clusters Score: Raw -93200.824685 + Penalty 1600.759430 = -91600.065255 nChanged 15 SP:Iteration 12Q (1560.538453 sec): 3 clusters Score: Raw -93207.940454 + Penalty 1600.759430 = -91607.181025 nChanged 15 SP:Iteration 13Q (1560.623594 sec): 3 clusters Score: Raw -93213.802485 + Penalty 1600.759430 = -91613.043055 nChanged 14 SP:Iteration 14Q (1560.703860 sec): 3 clusters Score: Raw -93221.415950 + Penalty 1600.759430 = -91620.656520 nChanged 8 SP:Iteration 15Q (1560.811075 sec): 3 clusters Score: Raw -93226.742347 + Penalty 1600.759430 = -91625.982918 nChanged 9 SP:Iteration 16Q (1560.886341 sec): 3 clusters Score: Raw -93231.860973 + Penalty 1600.759430 = -91631.101543 nChanged 6 SP:Iteration 17Q (1560.990644 sec): 3 clusters Score: Raw -93235.205088 + Penalty 1600.759430 = -91634.445658 nChanged 8 SP:Iteration 18Q (1561.093209 sec): 3 clusters Score: Raw -93239.176535 + Penalty 1600.759430 = -91638.417105 nChanged 11 SP:Iteration 19Q (1561.198478 sec): 3 clusters Score: Raw -93244.989234 + Penalty 1600.759430 = -91644.229804 nChanged 11 SP:Iteration 20F (1561.282327 sec): 3 clusters Score: Raw -93250.575568 + Penalty 1600.759430 = -91649.816138 nChanged 10 SP:Iteration 21Q (1561.401401 sec): 3 clusters Score: Raw -93256.320633 + Penalty 1600.759430 = -91655.561203 nChanged 11 SP:Iteration 22Q (1561.501690 sec): 3 clusters Score: Raw -93262.666135 + Penalty 1600.759430 = -91661.906705 nChanged 6 SP:Iteration 23Q (1561.572107 sec): 3 clusters Score: Raw -93263.537495 + Penalty 1600.759430 = -91662.778065 nChanged 3 SP:Iteration 24Q (1561.664524 sec): 3 clusters Score: Raw -93264.312456 + Penalty 1600.759430 = -91663.553026 nChanged 3 SP:Iteration 25Q (1561.768604 sec): 3 clusters Score: Raw -93266.832808 + Penalty 1600.759430 = -91666.073379 nChanged 6 SP:Iteration 26Q (1561.866036 sec): 3 clusters Score: Raw -93268.791789 + Penalty 1600.759430 = -91668.032360 nChanged 11 SP:Iteration 27Q (1561.957691 sec): 3 clusters Score: Raw -93272.647280 + Penalty 1600.759430 = -91671.887850 nChanged 6 SP:Iteration 28Q (1562.062347 sec): 3 clusters Score: Raw -93274.773569 + Penalty 1600.759430 = -91674.014139 nChanged 4 SP:Iteration 29Q (1562.136709 sec): 3 clusters Score: Raw -93276.318935 + Penalty 1600.759430 = -91675.559505 nChanged 1 SP:Iteration 30Q (1562.226326 sec): 3 clusters Score: Raw -93276.868001 + Penalty 1600.759430 = -91676.108571 nChanged 3 SP:Iteration 31Q (1562.313684 sec): 3 clusters Score: Raw -93278.163624 + Penalty 1600.759430 = -91677.404194 nChanged 1 SP:Iteration 32Q (1562.436071 sec): 3 clusters Score: Raw -93278.381889 + Penalty 1600.759430 = -91677.622459 nChanged 1 SP:Iteration 33Q (1562.528949 sec): 3 clusters Score: Raw -93278.484805 + Penalty 1600.759430 = -91677.725375 nChanged 0 SP:Iteration 34F (1562.605832 sec): 3 clusters Score: Raw -93278.484805 + Penalty 1600.759430 = -91677.725375 nChanged 0 Trying to split cluster 12 (2641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1562.663135 sec): 2 clusters Score: Raw -141074.418515 + Penalty 827.285856 = -140247.132660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1562.756211 sec): 3 clusters Score: Raw -139766.483430 + Penalty 1654.571712 = -138111.911719 nChanged 1056 SP:Iteration 1F (1562.887502 sec): 3 clusters Score: Raw -140396.006802 + Penalty 1654.571712 = -138741.435090 nChanged 223 SP:Iteration 2F (1563.002207 sec): 3 clusters Score: Raw -140588.158299 + Penalty 1654.571712 = -138933.586588 nChanged 191 SP:Iteration 3F (1563.081299 sec): 3 clusters Score: Raw -140734.989411 + Penalty 1654.571712 = -139080.417699 nChanged 162 SP:Iteration 4F (1563.173079 sec): 3 clusters Score: Raw -140866.942997 + Penalty 1654.571712 = -139212.371285 nChanged 143 SP:Iteration 5F (1563.264843 sec): 3 clusters Score: Raw -140993.898921 + Penalty 1654.571712 = -139339.327209 nChanged 132 SP:Iteration 6Q (1563.365762 sec): 3 clusters Score: Raw -141113.452098 + Penalty 1654.571712 = -139458.880386 nChanged 125 SP:Iteration 7Q (1563.464584 sec): 3 clusters Score: Raw -141216.962083 + Penalty 1654.571712 = -139562.390371 nChanged 117 SP:Iteration 8Q (1563.563962 sec): 3 clusters Score: Raw -141294.940432 + Penalty 1654.571712 = -139640.368720 nChanged 97 SP:Iteration 9Q (1563.654707 sec): 3 clusters Score: Raw -141352.844140 + Penalty 1654.571712 = -139698.272428 nChanged 75 SP:Iteration 10Q (1563.771805 sec): 3 clusters Score: Raw -141401.724088 + Penalty 1654.571712 = -139747.152377 nChanged 69 SP:Iteration 11Q (1563.872005 sec): 3 clusters Score: Raw -141450.565118 + Penalty 1654.571712 = -139795.993406 nChanged 69 SP:Iteration 12Q (1563.956235 sec): 3 clusters Score: Raw -141504.934228 + Penalty 1654.571712 = -139850.362517 nChanged 55 SP:Iteration 13Q (1564.064619 sec): 3 clusters Score: Raw -141540.107776 + Penalty 1654.571712 = -139885.536064 nChanged 34 SP:Iteration 14Q (1564.185889 sec): 3 clusters Score: Raw -141558.296248 + Penalty 1654.571712 = -139903.724537 nChanged 28 SP:Iteration 15Q (1564.272090 sec): 3 clusters Score: Raw -141576.604129 + Penalty 1654.571712 = -139922.032417 nChanged 21 SP:Iteration 16Q (1564.368019 sec): 3 clusters Score: Raw -141586.561608 + Penalty 1654.571712 = -139931.989897 nChanged 13 SP:Iteration 17Q (1564.479377 sec): 3 clusters Score: Raw -141592.387130 + Penalty 1654.571712 = -139937.815419 nChanged 15 SP:Iteration 18Q (1564.579774 sec): 3 clusters Score: Raw -141600.057563 + Penalty 1654.571712 = -139945.485851 nChanged 9 SP:Iteration 19Q (1564.676164 sec): 3 clusters Score: Raw -141603.559257 + Penalty 1654.571712 = -139948.987545 nChanged 12 SP:Iteration 20F (1564.797339 sec): 3 clusters Score: Raw -141608.756509 + Penalty 1654.571712 = -139954.184797 nChanged 15 SP:Iteration 21Q (1564.897207 sec): 3 clusters Score: Raw -141614.623194 + Penalty 1654.571712 = -139960.051483 nChanged 14 SP:Iteration 22Q (1564.963081 sec): 3 clusters Score: Raw -141618.657474 + Penalty 1654.571712 = -139964.085762 nChanged 7 SP:Iteration 23Q (1565.062335 sec): 3 clusters Score: Raw -141620.331020 + Penalty 1654.571712 = -139965.759309 nChanged 3 SP:Iteration 24Q (1565.163545 sec): 3 clusters Score: Raw -141621.377630 + Penalty 1654.571712 = -139966.805919 nChanged 3 SP:Iteration 25Q (1565.265989 sec): 3 clusters Score: Raw -141623.170698 + Penalty 1654.571712 = -139968.598987 nChanged 3 SP:Iteration 26Q (1565.393898 sec): 3 clusters Score: Raw -141624.800144 + Penalty 1654.571712 = -139970.228432 nChanged 5 SP:Iteration 27Q (1565.470770 sec): 3 clusters Score: Raw -141626.397456 + Penalty 1654.571712 = -139971.825744 nChanged 5 SP:Iteration 28Q (1565.562090 sec): 3 clusters Score: Raw -141627.997359 + Penalty 1654.571712 = -139973.425647 nChanged 6 SP:Iteration 29Q (1565.650535 sec): 3 clusters Score: Raw -141629.563330 + Penalty 1654.571712 = -139974.991619 nChanged 4 SP:Iteration 30Q (1565.748705 sec): 3 clusters Score: Raw -141631.399730 + Penalty 1654.571712 = -139976.828019 nChanged 6 SP:Iteration 31Q (1565.860772 sec): 3 clusters Score: Raw -141633.157575 + Penalty 1654.571712 = -139978.585864 nChanged 6 SP:Iteration 32Q (1565.954759 sec): 3 clusters Score: Raw -141636.655061 + Penalty 1654.571712 = -139982.083349 nChanged 5 SP:Iteration 33Q (1566.092351 sec): 3 clusters Score: Raw -141638.714846 + Penalty 1654.571712 = -139984.143135 nChanged 5 SP:Iteration 34Q (1566.195180 sec): 3 clusters Score: Raw -141640.131885 + Penalty 1654.571712 = -139985.560174 nChanged 4 SP:Iteration 35Q (1566.308949 sec): 3 clusters Score: Raw -141640.966899 + Penalty 1654.571712 = -139986.395187 nChanged 2 SP:Iteration 36Q (1566.394581 sec): 3 clusters Score: Raw -141641.372627 + Penalty 1654.571712 = -139986.800916 nChanged 3 SP:Iteration 37Q (1566.499628 sec): 3 clusters Score: Raw -141642.338065 + Penalty 1654.571712 = -139987.766354 nChanged 4 SP:Iteration 38Q (1566.593938 sec): 3 clusters Score: Raw -141643.620455 + Penalty 1654.571712 = -139989.048744 nChanged 6 SP:Iteration 39Q (1566.672953 sec): 3 clusters Score: Raw -141645.787281 + Penalty 1654.571712 = -139991.215570 nChanged 11 SP:Iteration 40F (1566.762019 sec): 3 clusters Score: Raw -141648.722124 + Penalty 1654.571712 = -139994.150413 nChanged 10 SP:Iteration 41Q (1566.862277 sec): 3 clusters Score: Raw -141650.668329 + Penalty 1654.571712 = -139996.096618 nChanged 3 SP:Iteration 42Q (1566.947570 sec): 3 clusters Score: Raw -141652.344855 + Penalty 1654.571712 = -139997.773143 nChanged 4 SP:Iteration 43Q (1567.044818 sec): 3 clusters Score: Raw -141654.141127 + Penalty 1654.571712 = -139999.569415 nChanged 4 SP:Iteration 44Q (1567.168323 sec): 3 clusters Score: Raw -141656.421192 + Penalty 1654.571712 = -140001.849481 nChanged 4 SP:Iteration 45Q (1567.246762 sec): 3 clusters Score: Raw -141657.845609 + Penalty 1654.571712 = -140003.273897 nChanged 4 SP:Iteration 46Q (1567.347680 sec): 3 clusters Score: Raw -141660.036874 + Penalty 1654.571712 = -140005.465162 nChanged 4 SP:Iteration 47Q (1567.447310 sec): 3 clusters Score: Raw -141662.398406 + Penalty 1654.571712 = -140007.826694 nChanged 9 SP:Iteration 48Q (1567.544234 sec): 3 clusters Score: Raw -141666.554413 + Penalty 1654.571712 = -140011.982701 nChanged 5 SP:Iteration 49Q (1567.624124 sec): 3 clusters Score: Raw -141668.558840 + Penalty 1654.571712 = -140013.987129 nChanged 4 SP:Iteration 50Q (1567.731159 sec): 3 clusters Score: Raw -141669.920080 + Penalty 1654.571712 = -140015.348369 nChanged 1 SP:Iteration 51Q (1567.838252 sec): 3 clusters Score: Raw -141670.377096 + Penalty 1654.571712 = -140015.805385 nChanged 3 SP:Iteration 52Q (1567.932777 sec): 3 clusters Score: Raw -141671.008784 + Penalty 1654.571712 = -140016.437072 nChanged 2 SP:Iteration 53Q (1568.038449 sec): 3 clusters Score: Raw -141671.662457 + Penalty 1654.571712 = -140017.090746 nChanged 3 SP:Iteration 54Q (1568.140428 sec): 3 clusters Score: Raw -141672.737418 + Penalty 1654.571712 = -140018.165706 nChanged 1 SP:Iteration 55Q (1568.233214 sec): 3 clusters Score: Raw -141672.898002 + Penalty 1654.571712 = -140018.326291 nChanged 1 SP:Iteration 56Q (1568.329326 sec): 3 clusters Score: Raw -141673.107727 + Penalty 1654.571712 = -140018.536015 nChanged 0 SP:Iteration 57F (1568.456512 sec): 3 clusters Score: Raw -141673.107727 + Penalty 1654.571712 = -140018.536015 nChanged 0 Trying to split cluster 13 (4579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1568.503968 sec): 2 clusters Score: Raw -258957.329463 + Penalty 885.069771 = -258072.259692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1568.592821 sec): 3 clusters Score: Raw -256509.104397 + Penalty 1770.139542 = -254738.964856 nChanged 1942 SP:Iteration 1F (1568.694980 sec): 3 clusters Score: Raw -257641.589324 + Penalty 1770.139542 = -255871.449782 nChanged 385 SP:Iteration 2F (1568.805886 sec): 3 clusters Score: Raw -257901.800111 + Penalty 1770.139542 = -256131.660570 nChanged 327 SP:Iteration 3F (1568.905962 sec): 3 clusters Score: Raw -258084.071882 + Penalty 1770.139542 = -256313.932340 nChanged 224 SP:Iteration 4Q (1568.997061 sec): 3 clusters Score: Raw -258191.660935 + Penalty 1770.139542 = -256421.521393 nChanged 198 SP:Iteration 5Q (1569.108748 sec): 3 clusters Score: Raw -258289.559242 + Penalty 1770.139542 = -256519.419700 nChanged 157 SP:Iteration 6Q (1569.226404 sec): 3 clusters Score: Raw -258366.215552 + Penalty 1770.139542 = -256596.076011 nChanged 144 SP:Iteration 7Q (1569.344507 sec): 3 clusters Score: Raw -258432.251295 + Penalty 1770.139542 = -256662.111753 nChanged 131 SP:Iteration 8Q (1569.431703 sec): 3 clusters Score: Raw -258507.845671 + Penalty 1770.139542 = -256737.706130 nChanged 151 SP:Iteration 9Q (1569.530205 sec): 3 clusters Score: Raw -258615.986774 + Penalty 1770.139542 = -256845.847232 nChanged 130 SP:Iteration 10Q (1569.639362 sec): 3 clusters Score: Raw -258707.838051 + Penalty 1770.139542 = -256937.698510 nChanged 117 SP:Iteration 11Q (1569.756971 sec): 3 clusters Score: Raw -258788.111154 + Penalty 1770.139542 = -257017.971612 nChanged 90 SP:Iteration 12Q (1569.893028 sec): 3 clusters Score: Raw -258850.285280 + Penalty 1770.139542 = -257080.145738 nChanged 79 SP:Iteration 13Q (1569.960672 sec): 3 clusters Score: Raw -258898.972376 + Penalty 1770.139542 = -257128.832834 nChanged 65 SP:Iteration 14Q (1570.066171 sec): 3 clusters Score: Raw -258937.966808 + Penalty 1770.139542 = -257167.827266 nChanged 53 SP:Iteration 15Q (1570.156709 sec): 3 clusters Score: Raw -258972.983450 + Penalty 1770.139542 = -257202.843908 nChanged 44 SP:Iteration 16Q (1570.263199 sec): 3 clusters Score: Raw -258995.365556 + Penalty 1770.139542 = -257225.226014 nChanged 34 SP:Iteration 17Q (1570.365959 sec): 3 clusters Score: Raw -259012.172224 + Penalty 1770.139542 = -257242.032682 nChanged 29 SP:Iteration 18Q (1570.504497 sec): 3 clusters Score: Raw -259025.747579 + Penalty 1770.139542 = -257255.608038 nChanged 25 SP:Iteration 19Q (1570.621406 sec): 3 clusters Score: Raw -259039.134304 + Penalty 1770.139542 = -257268.994762 nChanged 20 SP:Iteration 20F (1570.721729 sec): 3 clusters Score: Raw -259046.836392 + Penalty 1770.139542 = -257276.696850 nChanged 12 SP:Iteration 21Q (1570.807646 sec): 3 clusters Score: Raw -259051.320315 + Penalty 1770.139542 = -257281.180773 nChanged 8 SP:Iteration 22Q (1570.910264 sec): 3 clusters Score: Raw -259054.004286 + Penalty 1770.139542 = -257283.864745 nChanged 7 SP:Iteration 23Q (1571.019186 sec): 3 clusters Score: Raw -259056.023804 + Penalty 1770.139542 = -257285.884262 nChanged 5 SP:Iteration 24Q (1571.111857 sec): 3 clusters Score: Raw -259057.285914 + Penalty 1770.139542 = -257287.146372 nChanged 6 SP:Iteration 25Q (1571.205891 sec): 3 clusters Score: Raw -259058.752941 + Penalty 1770.139542 = -257288.613399 nChanged 5 SP:Iteration 26Q (1571.307167 sec): 3 clusters Score: Raw -259061.425370 + Penalty 1770.139542 = -257291.285829 nChanged 8 SP:Iteration 27Q (1571.403396 sec): 3 clusters Score: Raw -259064.119014 + Penalty 1770.139542 = -257293.979473 nChanged 7 SP:Iteration 28Q (1571.480280 sec): 3 clusters Score: Raw -259066.142522 + Penalty 1770.139542 = -257296.002980 nChanged 5 SP:Iteration 29Q (1571.610861 sec): 3 clusters Score: Raw -259067.418920 + Penalty 1770.139542 = -257297.279378 nChanged 7 SP:Iteration 30Q (1571.712541 sec): 3 clusters Score: Raw -259069.035542 + Penalty 1770.139542 = -257298.896001 nChanged 5 SP:Iteration 31Q (1571.803897 sec): 3 clusters Score: Raw -259071.036292 + Penalty 1770.139542 = -257300.896750 nChanged 7 SP:Iteration 32Q (1571.910109 sec): 3 clusters Score: Raw -259075.545906 + Penalty 1770.139542 = -257305.406364 nChanged 6 SP:Iteration 33Q (1572.026014 sec): 3 clusters Score: Raw -259077.025140 + Penalty 1770.139542 = -257306.885599 nChanged 7 SP:Iteration 34Q (1572.129953 sec): 3 clusters Score: Raw -259079.151353 + Penalty 1770.139542 = -257309.011812 nChanged 10 SP:Iteration 35Q (1572.248078 sec): 3 clusters Score: Raw -259082.187021 + Penalty 1770.139542 = -257312.047479 nChanged 8 SP:Iteration 36Q (1572.360386 sec): 3 clusters Score: Raw -259085.602113 + Penalty 1770.139542 = -257315.462571 nChanged 7 SP:Iteration 37Q (1572.462302 sec): 3 clusters Score: Raw -259087.559555 + Penalty 1770.139542 = -257317.420013 nChanged 8 SP:Iteration 38Q (1572.565609 sec): 3 clusters Score: Raw -259089.771250 + Penalty 1770.139542 = -257319.631709 nChanged 10 SP:Iteration 39Q (1572.675471 sec): 3 clusters Score: Raw -259092.240286 + Penalty 1770.139542 = -257322.100745 nChanged 3 SP:Iteration 40F (1572.796014 sec): 3 clusters Score: Raw -259093.035812 + Penalty 1770.139542 = -257322.896271 nChanged 1 SP:Iteration 41Q (1572.916872 sec): 3 clusters Score: Raw -259093.275582 + Penalty 1770.139542 = -257323.136041 nChanged 1 SP:Iteration 42Q (1573.031406 sec): 3 clusters Score: Raw -259093.565663 + Penalty 1770.139542 = -257323.426121 nChanged 2 SP:Iteration 43Q (1573.126466 sec): 3 clusters Score: Raw -259093.921896 + Penalty 1770.139542 = -257323.782355 nChanged 0 SP:Iteration 44F (1573.267450 sec): 3 clusters Score: Raw -259093.921896 + Penalty 1770.139542 = -257323.782355 nChanged 0 Time taken for this iteration:337.752452 seconds. 6->14 Clusters: Score -1990373.659484, best is -1992393.325019 Starting from 7 clusters... ------ Clustering full data set of 41034 points ------ SP: Assigned 7 initial classes randomly. Deleting Class 5 (2331 points): Lose 917.431166 but Gain 1115.326408 Iteration 0F (1573.885711 sec): 6 clusters Score: Raw -1794359.853255 + Penalty 5576.632042 = -1788783.221213 nChanged 33866 Iteration 1F (1574.331222 sec): 6 clusters Score: Raw -1932770.694057 + Penalty 5576.632042 = -1927194.062015 nChanged 9464 Iteration 2F (1574.816932 sec): 6 clusters Score: Raw -1958818.607118 + Penalty 5576.632042 = -1953241.975076 nChanged 3534 Iteration 3F (1575.277967 sec): 6 clusters Score: Raw -1963587.589230 + Penalty 5576.632042 = -1958010.957188 nChanged 2088 Iteration 4F (1575.768530 sec): 6 clusters Score: Raw -1966378.801941 + Penalty 5576.632042 = -1960802.169899 nChanged 1719 Iteration 5Q (1576.172489 sec): 6 clusters Score: Raw -1968695.287530 + Penalty 5576.632042 = -1963118.655488 nChanged 1536 Iteration 6Q (1576.585236 sec): 6 clusters Score: Raw -1970608.275622 + Penalty 5576.632042 = -1965031.643581 nChanged 1318 Iteration 7Q (1576.972008 sec): 6 clusters Score: Raw -1972006.656257 + Penalty 5576.632042 = -1966430.024215 nChanged 1093 Iteration 8Q (1577.398923 sec): 6 clusters Score: Raw -1972974.633500 + Penalty 5576.632042 = -1967398.001458 nChanged 923 Iteration 9Q (1577.809699 sec): 6 clusters Score: Raw -1973721.387521 + Penalty 5576.632042 = -1968144.755479 nChanged 784 Iteration 10Q (1578.229172 sec): 6 clusters Score: Raw -1974261.161689 + Penalty 5576.632042 = -1968684.529647 nChanged 701 Iteration 11Q (1578.733999 sec): 6 clusters Score: Raw -1974701.741435 + Penalty 5576.632042 = -1969125.109394 nChanged 591 Iteration 12Q (1579.164180 sec): 6 clusters Score: Raw -1974974.783740 + Penalty 5576.632042 = -1969398.151698 nChanged 485 Iteration 13Q (1579.584646 sec): 6 clusters Score: Raw -1975142.501236 + Penalty 5576.632042 = -1969565.869194 nChanged 413 Iteration 14Q (1579.989049 sec): 6 clusters Score: Raw -1975295.396288 + Penalty 5576.632042 = -1969718.764246 nChanged 378 Iteration 15Q (1580.387666 sec): 6 clusters Score: Raw -1975430.278362 + Penalty 5576.632042 = -1969853.646320 nChanged 367 Iteration 16Q (1580.796151 sec): 6 clusters Score: Raw -1975569.899139 + Penalty 5576.632042 = -1969993.267098 nChanged 368 Iteration 17Q (1581.249430 sec): 6 clusters Score: Raw -1975739.018449 + Penalty 5576.632042 = -1970162.386407 nChanged 435 Iteration 18Q (1581.664512 sec): 6 clusters Score: Raw -1975986.924358 + Penalty 5576.632042 = -1970410.292316 nChanged 425 Iteration 19Q (1582.066607 sec): 6 clusters Score: Raw -1976288.802778 + Penalty 5576.632042 = -1970712.170736 nChanged 473 Writing temp clu file Because OldScore, -1970410.292316, is greater than current (better) Score,-1970712.170736 Compute initial score before splitting: Score: Raw -1976288.802778 + Penalty 5576.632042 = -1970712.170736 Trying to split cluster 1 (3712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1582.165071 sec): 2 clusters Score: Raw -131959.111268 + Penalty 863.029240 = -131096.082028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1582.256123 sec): 3 clusters Score: Raw -130097.228039 + Penalty 1726.058480 = -128371.169559 nChanged 1535 SP:Iteration 1F (1582.361734 sec): 3 clusters Score: Raw -131683.566339 + Penalty 1726.058480 = -129957.507859 nChanged 503 SP:Iteration 2F (1582.469173 sec): 3 clusters Score: Raw -132638.445073 + Penalty 1726.058480 = -130912.386593 nChanged 404 SP:Iteration 3F (1582.579068 sec): 3 clusters Score: Raw -133157.584243 + Penalty 1726.058480 = -131431.525763 nChanged 252 SP:Iteration 4F (1582.684676 sec): 3 clusters Score: Raw -133432.844437 + Penalty 1726.058480 = -131706.785957 nChanged 171 SP:Iteration 5Q (1582.786553 sec): 3 clusters Score: Raw -133628.603262 + Penalty 1726.058480 = -131902.544782 nChanged 127 SP:Iteration 6Q (1582.889379 sec): 3 clusters Score: Raw -133748.074028 + Penalty 1726.058480 = -132022.015549 nChanged 87 SP:Iteration 7Q (1582.979211 sec): 3 clusters Score: Raw -133820.518835 + Penalty 1726.058480 = -132094.460355 nChanged 72 SP:Iteration 8Q (1583.069910 sec): 3 clusters Score: Raw -133884.423798 + Penalty 1726.058480 = -132158.365318 nChanged 67 SP:Iteration 9Q (1583.169259 sec): 3 clusters Score: Raw -133931.928293 + Penalty 1726.058480 = -132205.869814 nChanged 72 SP:Iteration 10Q (1583.265267 sec): 3 clusters Score: Raw -133979.699001 + Penalty 1726.058480 = -132253.640521 nChanged 66 SP:Iteration 11Q (1583.364651 sec): 3 clusters Score: Raw -134029.232012 + Penalty 1726.058480 = -132303.173533 nChanged 69 SP:Iteration 12Q (1583.459853 sec): 3 clusters Score: Raw -134080.249882 + Penalty 1726.058480 = -132354.191403 nChanged 65 SP:Iteration 13Q (1583.562704 sec): 3 clusters Score: Raw -134134.391499 + Penalty 1726.058480 = -132408.333020 nChanged 57 SP:Iteration 14Q (1583.656774 sec): 3 clusters Score: Raw -134182.886265 + Penalty 1726.058480 = -132456.827785 nChanged 51 SP:Iteration 15Q (1583.774343 sec): 3 clusters Score: Raw -134211.598111 + Penalty 1726.058480 = -132485.539631 nChanged 50 SP:Iteration 16Q (1583.864084 sec): 3 clusters Score: Raw -134238.700233 + Penalty 1726.058480 = -132512.641753 nChanged 43 SP:Iteration 17Q (1583.989291 sec): 3 clusters Score: Raw -134259.716539 + Penalty 1726.058480 = -132533.658060 nChanged 32 SP:Iteration 18Q (1584.106431 sec): 3 clusters Score: Raw -134273.757295 + Penalty 1726.058480 = -132547.698815 nChanged 32 SP:Iteration 19Q (1584.206356 sec): 3 clusters Score: Raw -134287.260713 + Penalty 1726.058480 = -132561.202233 nChanged 28 SP:Iteration 20F (1584.331577 sec): 3 clusters Score: Raw -134303.098538 + Penalty 1726.058480 = -132577.040058 nChanged 24 SP:Iteration 21Q (1584.472307 sec): 3 clusters Score: Raw -134313.411219 + Penalty 1726.058480 = -132587.352740 nChanged 27 SP:Iteration 22Q (1584.563884 sec): 3 clusters Score: Raw -134325.526922 + Penalty 1726.058480 = -132599.468442 nChanged 25 SP:Iteration 23Q (1584.678365 sec): 3 clusters Score: Raw -134337.314534 + Penalty 1726.058480 = -132611.256055 nChanged 28 SP:Iteration 24Q (1584.793608 sec): 3 clusters Score: Raw -134351.647323 + Penalty 1726.058480 = -132625.588843 nChanged 32 SP:Iteration 25Q (1584.905925 sec): 3 clusters Score: Raw -134366.621374 + Penalty 1726.058480 = -132640.562895 nChanged 18 SP:Iteration 26Q (1585.011124 sec): 3 clusters Score: Raw -134372.293169 + Penalty 1726.058480 = -132646.234689 nChanged 10 SP:Iteration 27Q (1585.143595 sec): 3 clusters Score: Raw -134375.017403 + Penalty 1726.058480 = -132648.958924 nChanged 7 SP:Iteration 28Q (1585.233456 sec): 3 clusters Score: Raw -134376.673557 + Penalty 1726.058480 = -132650.615078 nChanged 4 SP:Iteration 29Q (1585.307722 sec): 3 clusters Score: Raw -134377.648894 + Penalty 1726.058480 = -132651.590414 nChanged 1 SP:Iteration 30Q (1585.402062 sec): 3 clusters Score: Raw -134378.178479 + Penalty 1726.058480 = -132652.119999 nChanged 1 SP:Iteration 31Q (1585.548734 sec): 3 clusters Score: Raw -134378.435966 + Penalty 1726.058480 = -132652.377486 nChanged 1 SP:Iteration 32Q (1585.626552 sec): 3 clusters Score: Raw -134378.522942 + Penalty 1726.058480 = -132652.464462 nChanged 0 SP:Iteration 33F (1585.749178 sec): 3 clusters Score: Raw -134378.522942 + Penalty 1726.058480 = -132652.464462 nChanged 0 Score: Raw -1978896.459410 + Penalty 6691.958450 = -1972204.500960 Splitting cluster 1 changes total score from -1970712.170736 to -1972204.500960 So it's getting split into cluster 5. Trying to split cluster 2 (3885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1586.306593 sec): 2 clusters Score: Raw -178005.206630 + Penalty 867.812218 = -177137.394413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1586.427881 sec): 3 clusters Score: Raw -175893.866002 + Penalty 1735.624435 = -174158.241567 nChanged 1655 SP:Iteration 1F (1586.541705 sec): 3 clusters Score: Raw -177035.391306 + Penalty 1735.624435 = -175299.766871 nChanged 402 SP:Iteration 2F (1586.646408 sec): 3 clusters Score: Raw -177440.567201 + Penalty 1735.624435 = -175704.942766 nChanged 333 SP:Iteration 3F (1586.737262 sec): 3 clusters Score: Raw -177768.867942 + Penalty 1735.624435 = -176033.243506 nChanged 301 SP:Iteration 4F (1586.832329 sec): 3 clusters Score: Raw -178035.092772 + Penalty 1735.624435 = -176299.468337 nChanged 235 SP:Iteration 5F (1586.941940 sec): 3 clusters Score: Raw -178222.198648 + Penalty 1735.624435 = -176486.574213 nChanged 177 SP:Iteration 6Q (1587.031648 sec): 3 clusters Score: Raw -178338.048247 + Penalty 1735.624435 = -176602.423812 nChanged 107 SP:Iteration 7Q (1587.109849 sec): 3 clusters Score: Raw -178407.497760 + Penalty 1735.624435 = -176671.873325 nChanged 101 SP:Iteration 8Q (1587.200987 sec): 3 clusters Score: Raw -178466.794763 + Penalty 1735.624435 = -176731.170328 nChanged 74 SP:Iteration 9Q (1587.315225 sec): 3 clusters Score: Raw -178507.729254 + Penalty 1735.624435 = -176772.104818 nChanged 52 SP:Iteration 10Q (1587.425199 sec): 3 clusters Score: Raw -178535.660118 + Penalty 1735.624435 = -176800.035683 nChanged 47 SP:Iteration 11Q (1587.546941 sec): 3 clusters Score: Raw -178562.196990 + Penalty 1735.624435 = -176826.572555 nChanged 41 SP:Iteration 12Q (1587.619767 sec): 3 clusters Score: Raw -178580.155599 + Penalty 1735.624435 = -176844.531164 nChanged 33 SP:Iteration 13Q (1587.740959 sec): 3 clusters Score: Raw -178595.541646 + Penalty 1735.624435 = -176859.917211 nChanged 25 SP:Iteration 14Q (1587.851609 sec): 3 clusters Score: Raw -178607.045362 + Penalty 1735.624435 = -176871.420927 nChanged 24 SP:Iteration 15Q (1587.987217 sec): 3 clusters Score: Raw -178619.454064 + Penalty 1735.624435 = -176883.829629 nChanged 32 SP:Iteration 16Q (1588.060508 sec): 3 clusters Score: Raw -178635.343176 + Penalty 1735.624435 = -176899.718741 nChanged 27 SP:Iteration 17Q (1588.180792 sec): 3 clusters Score: Raw -178653.984599 + Penalty 1735.624435 = -176918.360163 nChanged 32 SP:Iteration 18Q (1588.297534 sec): 3 clusters Score: Raw -178673.635221 + Penalty 1735.624435 = -176938.010786 nChanged 28 SP:Iteration 19Q (1588.419721 sec): 3 clusters Score: Raw -178688.490266 + Penalty 1735.624435 = -176952.865831 nChanged 25 SP:Iteration 20F (1588.544226 sec): 3 clusters Score: Raw -178710.490588 + Penalty 1735.624435 = -176974.866153 nChanged 27 SP:Iteration 21Q (1588.658724 sec): 3 clusters Score: Raw -178734.194070 + Penalty 1735.624435 = -176998.569635 nChanged 31 SP:Iteration 22Q (1588.773252 sec): 3 clusters Score: Raw -178749.542640 + Penalty 1735.624435 = -177013.918204 nChanged 29 SP:Iteration 23Q (1588.899164 sec): 3 clusters Score: Raw -178764.857760 + Penalty 1735.624435 = -177029.233325 nChanged 25 SP:Iteration 24Q (1589.000821 sec): 3 clusters Score: Raw -178772.087899 + Penalty 1735.624435 = -177036.463464 nChanged 25 SP:Iteration 25Q (1589.112501 sec): 3 clusters Score: Raw -178784.550554 + Penalty 1735.624435 = -177048.926119 nChanged 32 SP:Iteration 26Q (1589.224165 sec): 3 clusters Score: Raw -178796.850830 + Penalty 1735.624435 = -177061.226395 nChanged 19 SP:Iteration 27Q (1589.335712 sec): 3 clusters Score: Raw -178806.423017 + Penalty 1735.624435 = -177070.798582 nChanged 20 SP:Iteration 28Q (1589.446389 sec): 3 clusters Score: Raw -178813.804550 + Penalty 1735.624435 = -177078.180115 nChanged 21 SP:Iteration 29Q (1589.551980 sec): 3 clusters Score: Raw -178821.027800 + Penalty 1735.624435 = -177085.403365 nChanged 23 SP:Iteration 30Q (1589.660199 sec): 3 clusters Score: Raw -178827.981701 + Penalty 1735.624435 = -177092.357266 nChanged 28 SP:Iteration 31Q (1589.731778 sec): 3 clusters Score: Raw -178836.977895 + Penalty 1735.624435 = -177101.353460 nChanged 32 SP:Iteration 32Q (1589.842800 sec): 3 clusters Score: Raw -178850.442069 + Penalty 1735.624435 = -177114.817633 nChanged 46 SP:Iteration 33Q (1589.970003 sec): 3 clusters Score: Raw -178872.798415 + Penalty 1735.624435 = -177137.173980 nChanged 58 SP:Iteration 34Q (1590.087330 sec): 3 clusters Score: Raw -178907.417103 + Penalty 1735.624435 = -177171.792668 nChanged 58 SP:Iteration 35Q (1590.205585 sec): 3 clusters Score: Raw -178938.448553 + Penalty 1735.624435 = -177202.824117 nChanged 71 SP:Iteration 36Q (1590.324719 sec): 3 clusters Score: Raw -178976.777384 + Penalty 1735.624435 = -177241.152948 nChanged 59 SP:Iteration 37Q (1590.408808 sec): 3 clusters Score: Raw -179001.520078 + Penalty 1735.624435 = -177265.895643 nChanged 48 SP:Iteration 38Q (1590.518982 sec): 3 clusters Score: Raw -179016.954861 + Penalty 1735.624435 = -177281.330426 nChanged 31 SP:Iteration 39Q (1590.653269 sec): 3 clusters Score: Raw -179028.779624 + Penalty 1735.624435 = -177293.155189 nChanged 25 SP:Iteration 40F (1590.732127 sec): 3 clusters Score: Raw -179036.726617 + Penalty 1735.624435 = -177301.102181 nChanged 19 SP:Iteration 41Q (1590.860685 sec): 3 clusters Score: Raw -179045.434134 + Penalty 1735.624435 = -177309.809698 nChanged 24 SP:Iteration 42Q (1590.974501 sec): 3 clusters Score: Raw -179060.060010 + Penalty 1735.624435 = -177324.435574 nChanged 28 SP:Iteration 43Q (1591.063624 sec): 3 clusters Score: Raw -179075.553087 + Penalty 1735.624435 = -177339.928652 nChanged 27 SP:Iteration 44Q (1591.170194 sec): 3 clusters Score: Raw -179101.057421 + Penalty 1735.624435 = -177365.432986 nChanged 18 SP:Iteration 45Q (1591.291725 sec): 3 clusters Score: Raw -179109.776330 + Penalty 1735.624435 = -177374.151895 nChanged 21 SP:Iteration 46Q (1591.379554 sec): 3 clusters Score: Raw -179116.159864 + Penalty 1735.624435 = -177380.535429 nChanged 19 SP:Iteration 47Q (1591.498253 sec): 3 clusters Score: Raw -179121.340767 + Penalty 1735.624435 = -177385.716332 nChanged 10 SP:Iteration 48Q (1591.645591 sec): 3 clusters Score: Raw -179123.477624 + Penalty 1735.624435 = -177387.853189 nChanged 5 SP:Iteration 49Q (1591.721905 sec): 3 clusters Score: Raw -179124.575341 + Penalty 1735.624435 = -177388.950905 nChanged 3 SP:Iteration 50Q (1591.840330 sec): 3 clusters Score: Raw -179125.375058 + Penalty 1735.624435 = -177389.750623 nChanged 3 SP:Iteration 51Q (1591.961338 sec): 3 clusters Score: Raw -179125.859216 + Penalty 1735.624435 = -177390.234781 nChanged 0 SP:Iteration 52F (1592.063486 sec): 3 clusters Score: Raw -179126.019962 + Penalty 1735.624435 = -177390.395526 nChanged 1 SP:Iteration 53Q (1592.178649 sec): 3 clusters Score: Raw -179126.588956 + Penalty 1735.624435 = -177390.964521 nChanged 5 SP:Iteration 54Q (1592.268713 sec): 3 clusters Score: Raw -179127.609237 + Penalty 1735.624435 = -177391.984801 nChanged 8 SP:Iteration 55Q (1592.428615 sec): 3 clusters Score: Raw -179130.503269 + Penalty 1735.624435 = -177394.878834 nChanged 7 SP:Iteration 56Q (1592.526784 sec): 3 clusters Score: Raw -179132.133207 + Penalty 1735.624435 = -177396.508772 nChanged 5 SP:Iteration 57Q (1592.649071 sec): 3 clusters Score: Raw -179133.369293 + Penalty 1735.624435 = -177397.744858 nChanged 3 SP:Iteration 58Q (1592.728530 sec): 3 clusters Score: Raw -179133.945048 + Penalty 1735.624435 = -177398.320613 nChanged 4 SP:Iteration 59Q (1592.766065 sec): 3 clusters Score: Raw -179134.615500 + Penalty 1735.624435 = -177398.991065 nChanged 2 SP:Iteration 60F (1592.856883 sec): 3 clusters Score: Raw -179134.819448 + Penalty 1735.624435 = -177399.195013 nChanged 0 Score: Raw -1980026.072228 + Penalty 7807.284859 = -1972218.787370 Splitting cluster 2 changes total score from -1970712.170736 to -1972218.787370 So it's getting split into cluster 7. Trying to split cluster 3 (9955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1593.648557 sec): 2 clusters Score: Raw -480612.933355 + Penalty 966.612173 = -479646.321182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1593.792270 sec): 3 clusters Score: Raw -474788.848797 + Penalty 1933.224345 = -472855.624452 nChanged 4462 SP:Iteration 1F (1593.915792 sec): 3 clusters Score: Raw -478305.777826 + Penalty 1933.224345 = -476372.553481 nChanged 1153 SP:Iteration 2F (1594.054734 sec): 3 clusters Score: Raw -479893.082893 + Penalty 1933.224345 = -477959.858548 nChanged 1094 SP:Iteration 3F (1594.198226 sec): 3 clusters Score: Raw -481428.790075 + Penalty 1933.224345 = -479495.565729 nChanged 857 SP:Iteration 4F (1594.352783 sec): 3 clusters Score: Raw -482606.300678 + Penalty 1933.224345 = -480673.076333 nChanged 641 SP:Iteration 5F (1594.461931 sec): 3 clusters Score: Raw -483400.421863 + Penalty 1933.224345 = -481467.197517 nChanged 375 SP:Iteration 6Q (1594.582760 sec): 3 clusters Score: Raw -483727.361084 + Penalty 1933.224345 = -481794.136738 nChanged 226 SP:Iteration 7Q (1594.719588 sec): 3 clusters Score: Raw -483850.301112 + Penalty 1933.224345 = -481917.076766 nChanged 157 SP:Iteration 8Q (1594.864749 sec): 3 clusters Score: Raw -483921.967110 + Penalty 1933.224345 = -481988.742765 nChanged 124 SP:Iteration 9Q (1595.029461 sec): 3 clusters Score: Raw -483965.535616 + Penalty 1933.224345 = -482032.311271 nChanged 88 SP:Iteration 10Q (1595.115062 sec): 3 clusters Score: Raw -483990.524355 + Penalty 1933.224345 = -482057.300010 nChanged 60 SP:Iteration 11Q (1595.237075 sec): 3 clusters Score: Raw -484007.943505 + Penalty 1933.224345 = -482074.719160 nChanged 51 SP:Iteration 12Q (1595.373371 sec): 3 clusters Score: Raw -484019.068748 + Penalty 1933.224345 = -482085.844403 nChanged 30 SP:Iteration 13Q (1595.538435 sec): 3 clusters Score: Raw -484023.951599 + Penalty 1933.224345 = -482090.727254 nChanged 23 SP:Iteration 14Q (1595.666513 sec): 3 clusters Score: Raw -484029.834526 + Penalty 1933.224345 = -482096.610181 nChanged 25 SP:Iteration 15Q (1595.832652 sec): 3 clusters Score: Raw -484034.789887 + Penalty 1933.224345 = -482101.565542 nChanged 21 SP:Iteration 16Q (1595.938868 sec): 3 clusters Score: Raw -484040.256727 + Penalty 1933.224345 = -482107.032381 nChanged 19 SP:Iteration 17Q (1596.051074 sec): 3 clusters Score: Raw -484043.663566 + Penalty 1933.224345 = -482110.439221 nChanged 21 SP:Iteration 18Q (1596.183842 sec): 3 clusters Score: Raw -484046.541952 + Penalty 1933.224345 = -482113.317606 nChanged 16 SP:Iteration 19Q (1596.319629 sec): 3 clusters Score: Raw -484050.050637 + Penalty 1933.224345 = -482116.826291 nChanged 22 SP:Iteration 20F (1596.477631 sec): 3 clusters Score: Raw -484054.135112 + Penalty 1933.224345 = -482120.910766 nChanged 14 SP:Iteration 21Q (1596.569699 sec): 3 clusters Score: Raw -484055.863474 + Penalty 1933.224345 = -482122.639128 nChanged 7 SP:Iteration 22Q (1596.686407 sec): 3 clusters Score: Raw -484056.779946 + Penalty 1933.224345 = -482123.555601 nChanged 7 SP:Iteration 23Q (1596.832523 sec): 3 clusters Score: Raw -484057.431742 + Penalty 1933.224345 = -482124.207397 nChanged 2 SP:Iteration 24Q (1596.950074 sec): 3 clusters Score: Raw -484057.546516 + Penalty 1933.224345 = -482124.322171 nChanged 0 SP:Iteration 25F (1597.085181 sec): 3 clusters Score: Raw -484057.546516 + Penalty 1933.224345 = -482124.322171 nChanged 0 Score: Raw -1983470.685390 + Penalty 8922.611267 = -1974548.074123 Splitting cluster 3 changes total score from -1970712.170736 to -1974548.074123 So it's getting split into cluster 8. Trying to split cluster 4 (2623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1597.967405 sec): 2 clusters Score: Raw -113553.983629 + Penalty 826.567768 = -112727.415861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1598.085762 sec): 3 clusters Score: Raw -112278.199849 + Penalty 1653.135536 = -110625.064314 nChanged 1040 SP:Iteration 1F (1598.196028 sec): 3 clusters Score: Raw -113346.913030 + Penalty 1653.135536 = -111693.777494 nChanged 335 SP:Iteration 2F (1598.310561 sec): 3 clusters Score: Raw -114078.906385 + Penalty 1653.135536 = -112425.770850 nChanged 284 SP:Iteration 3F (1598.423464 sec): 3 clusters Score: Raw -114839.487807 + Penalty 1653.135536 = -113186.352271 nChanged 217 SP:Iteration 4F (1598.539184 sec): 3 clusters Score: Raw -115222.382443 + Penalty 1653.135536 = -113569.246908 nChanged 131 SP:Iteration 5Q (1598.643800 sec): 3 clusters Score: Raw -115417.809671 + Penalty 1653.135536 = -113764.674135 nChanged 79 SP:Iteration 6Q (1598.736546 sec): 3 clusters Score: Raw -115508.334050 + Penalty 1653.135536 = -113855.198514 nChanged 33 SP:Iteration 7Q (1598.850831 sec): 3 clusters Score: Raw -115554.764441 + Penalty 1653.135536 = -113901.628905 nChanged 23 SP:Iteration 8Q (1598.961148 sec): 3 clusters Score: Raw -115571.729803 + Penalty 1653.135536 = -113918.594267 nChanged 10 SP:Iteration 9Q (1599.081414 sec): 3 clusters Score: Raw -115577.323270 + Penalty 1653.135536 = -113924.187734 nChanged 8 SP:Iteration 10Q (1599.165876 sec): 3 clusters Score: Raw -115581.431341 + Penalty 1653.135536 = -113928.295805 nChanged 6 SP:Iteration 11Q (1599.271647 sec): 3 clusters Score: Raw -115583.942314 + Penalty 1653.135536 = -113930.806778 nChanged 6 SP:Iteration 12Q (1599.381206 sec): 3 clusters Score: Raw -115585.968138 + Penalty 1653.135536 = -113932.832602 nChanged 5 SP:Iteration 13Q (1599.491408 sec): 3 clusters Score: Raw -115587.809665 + Penalty 1653.135536 = -113934.674129 nChanged 2 SP:Iteration 14Q (1599.599473 sec): 3 clusters Score: Raw -115588.574686 + Penalty 1653.135536 = -113935.439150 nChanged 3 SP:Iteration 15Q (1599.730836 sec): 3 clusters Score: Raw -115589.788973 + Penalty 1653.135536 = -113936.653437 nChanged 2 SP:Iteration 16Q (1599.815565 sec): 3 clusters Score: Raw -115590.807102 + Penalty 1653.135536 = -113937.671566 nChanged 1 SP:Iteration 17Q (1599.922370 sec): 3 clusters Score: Raw -115591.152750 + Penalty 1653.135536 = -113938.017215 nChanged 3 SP:Iteration 18Q (1600.021695 sec): 3 clusters Score: Raw -115591.940841 + Penalty 1653.135536 = -113938.805306 nChanged 1 SP:Iteration 19Q (1600.121718 sec): 3 clusters Score: Raw -115592.044260 + Penalty 1653.135536 = -113938.908724 nChanged 2 SP:Iteration 20F (1600.223333 sec): 3 clusters Score: Raw -115592.616619 + Penalty 1653.135536 = -113939.481083 nChanged 2 SP:Iteration 21Q (1600.323647 sec): 3 clusters Score: Raw -115593.300624 + Penalty 1653.135536 = -113940.165088 nChanged 1 SP:Iteration 22Q (1600.431723 sec): 3 clusters Score: Raw -115594.016712 + Penalty 1653.135536 = -113940.881176 nChanged 2 SP:Iteration 23Q (1600.553352 sec): 3 clusters Score: Raw -115594.469593 + Penalty 1653.135536 = -113941.334057 nChanged 1 SP:Iteration 24Q (1600.648980 sec): 3 clusters Score: Raw -115594.804981 + Penalty 1653.135536 = -113941.669445 nChanged 1 SP:Iteration 25Q (1600.753559 sec): 3 clusters Score: Raw -115594.935609 + Penalty 1653.135536 = -113941.800073 nChanged 3 SP:Iteration 26Q (1600.850212 sec): 3 clusters Score: Raw -115596.045661 + Penalty 1653.135536 = -113942.910125 nChanged 3 SP:Iteration 27Q (1600.960611 sec): 3 clusters Score: Raw -115598.631810 + Penalty 1653.135536 = -113945.496275 nChanged 4 SP:Iteration 28Q (1601.073367 sec): 3 clusters Score: Raw -115601.333950 + Penalty 1653.135536 = -113948.198414 nChanged 4 SP:Iteration 29Q (1601.164299 sec): 3 clusters Score: Raw -115603.751668 + Penalty 1653.135536 = -113950.616132 nChanged 2 SP:Iteration 30Q (1601.266023 sec): 3 clusters Score: Raw -115604.852353 + Penalty 1653.135536 = -113951.716817 nChanged 4 SP:Iteration 31Q (1601.374598 sec): 3 clusters Score: Raw -115605.692488 + Penalty 1653.135536 = -113952.556953 nChanged 1 SP:Iteration 32Q (1601.502333 sec): 3 clusters Score: Raw -115606.129359 + Penalty 1653.135536 = -113952.993823 nChanged 1 SP:Iteration 33Q (1601.600496 sec): 3 clusters Score: Raw -115606.670993 + Penalty 1653.135536 = -113953.535457 nChanged 2 SP:Iteration 34Q (1601.693621 sec): 3 clusters Score: Raw -115607.540051 + Penalty 1653.135536 = -113954.404515 nChanged 2 SP:Iteration 35Q (1601.795658 sec): 3 clusters Score: Raw -115608.052162 + Penalty 1653.135536 = -113954.916627 nChanged 0 SP:Iteration 36F (1601.894270 sec): 3 clusters Score: Raw -115608.052162 + Penalty 1653.135536 = -113954.916627 nChanged 0 Score: Raw -1985524.753923 + Penalty 10037.937675 = -1975486.816248 Splitting cluster 4 changes total score from -1970712.170736 to -1975486.816248 So it's getting split into cluster 9. Trying to split cluster 6 (20781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1602.744400 sec): 2 clusters Score: Raw -1126358.447316 + Penalty 1043.888411 = -1125314.558905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1602.877366 sec): 3 clusters Score: Raw -1113465.132765 + Penalty 2087.776821 = -1111377.355944 nChanged 9655 SP:Iteration 1F (1603.017503 sec): 3 clusters Score: Raw -1119425.640298 + Penalty 2087.776821 = -1117337.863477 nChanged 1713 SP:Iteration 2F (1603.162533 sec): 3 clusters Score: Raw -1120686.150108 + Penalty 2087.776821 = -1118598.373287 nChanged 1677 SP:Iteration 3F (1603.300049 sec): 3 clusters Score: Raw -1121910.515663 + Penalty 2087.776821 = -1119822.738842 nChanged 1617 SP:Iteration 4F (1603.457020 sec): 3 clusters Score: Raw -1123083.644809 + Penalty 2087.776821 = -1120995.867987 nChanged 1372 SP:Iteration 5F (1603.598764 sec): 3 clusters Score: Raw -1124220.467851 + Penalty 2087.776821 = -1122132.691030 nChanged 1208 SP:Iteration 6F (1603.751948 sec): 3 clusters Score: Raw -1125351.626437 + Penalty 2087.776821 = -1123263.849616 nChanged 1103 SP:Iteration 7F (1603.887757 sec): 3 clusters Score: Raw -1126268.368622 + Penalty 2087.776821 = -1124180.591800 nChanged 940 SP:Iteration 8Q (1604.036710 sec): 3 clusters Score: Raw -1126943.988663 + Penalty 2087.776821 = -1124856.211841 nChanged 815 SP:Iteration 9Q (1604.193673 sec): 3 clusters Score: Raw -1127505.768436 + Penalty 2087.776821 = -1125417.991615 nChanged 746 SP:Iteration 10Q (1604.369249 sec): 3 clusters Score: Raw -1127964.880125 + Penalty 2087.776821 = -1125877.103304 nChanged 650 SP:Iteration 11Q (1604.540541 sec): 3 clusters Score: Raw -1128301.219447 + Penalty 2087.776821 = -1126213.442625 nChanged 556 SP:Iteration 12Q (1604.705337 sec): 3 clusters Score: Raw -1128592.891757 + Penalty 2087.776821 = -1126505.114936 nChanged 502 SP:Iteration 13Q (1604.848638 sec): 3 clusters Score: Raw -1128892.905130 + Penalty 2087.776821 = -1126805.128309 nChanged 493 SP:Iteration 14Q (1604.990674 sec): 3 clusters Score: Raw -1129192.695395 + Penalty 2087.776821 = -1127104.918574 nChanged 443 SP:Iteration 15Q (1605.112138 sec): 3 clusters Score: Raw -1129424.027455 + Penalty 2087.776821 = -1127336.250634 nChanged 336 SP:Iteration 16Q (1605.280643 sec): 3 clusters Score: Raw -1129570.053432 + Penalty 2087.776821 = -1127482.276610 nChanged 287 SP:Iteration 17Q (1605.396185 sec): 3 clusters Score: Raw -1129664.755005 + Penalty 2087.776821 = -1127576.978184 nChanged 251 SP:Iteration 18Q (1605.551225 sec): 3 clusters Score: Raw -1129746.640637 + Penalty 2087.776821 = -1127658.863816 nChanged 225 SP:Iteration 19Q (1605.699364 sec): 3 clusters Score: Raw -1129813.867759 + Penalty 2087.776821 = -1127726.090937 nChanged 200 SP:Iteration 20F (1605.839703 sec): 3 clusters Score: Raw -1129882.098030 + Penalty 2087.776821 = -1127794.321209 nChanged 207 SP:Iteration 21Q (1606.006890 sec): 3 clusters Score: Raw -1129950.801951 + Penalty 2087.776821 = -1127863.025130 nChanged 213 SP:Iteration 22Q (1606.154458 sec): 3 clusters Score: Raw -1130023.612077 + Penalty 2087.776821 = -1127935.835256 nChanged 191 SP:Iteration 23Q (1606.309730 sec): 3 clusters Score: Raw -1130098.096175 + Penalty 2087.776821 = -1128010.319354 nChanged 207 SP:Iteration 24Q (1606.478296 sec): 3 clusters Score: Raw -1130160.139111 + Penalty 2087.776821 = -1128072.362289 nChanged 180 SP:Iteration 25Q (1606.632430 sec): 3 clusters Score: Raw -1130210.030571 + Penalty 2087.776821 = -1128122.253749 nChanged 144 SP:Iteration 26Q (1606.789090 sec): 3 clusters Score: Raw -1130240.954391 + Penalty 2087.776821 = -1128153.177570 nChanged 114 SP:Iteration 27Q (1606.940025 sec): 3 clusters Score: Raw -1130263.141521 + Penalty 2087.776821 = -1128175.364700 nChanged 88 SP:Iteration 28Q (1607.106899 sec): 3 clusters Score: Raw -1130280.624500 + Penalty 2087.776821 = -1128192.847679 nChanged 78 SP:Iteration 29Q (1607.257465 sec): 3 clusters Score: Raw -1130295.962005 + Penalty 2087.776821 = -1128208.185184 nChanged 62 SP:Iteration 30Q (1607.421121 sec): 3 clusters Score: Raw -1130305.763597 + Penalty 2087.776821 = -1128217.986776 nChanged 49 SP:Iteration 31Q (1607.582284 sec): 3 clusters Score: Raw -1130313.083708 + Penalty 2087.776821 = -1128225.306887 nChanged 54 SP:Iteration 32Q (1607.725394 sec): 3 clusters Score: Raw -1130320.221331 + Penalty 2087.776821 = -1128232.444510 nChanged 39 SP:Iteration 33Q (1607.894573 sec): 3 clusters Score: Raw -1130325.101067 + Penalty 2087.776821 = -1128237.324246 nChanged 35 SP:Iteration 34Q (1608.041970 sec): 3 clusters Score: Raw -1130328.927472 + Penalty 2087.776821 = -1128241.150651 nChanged 27 SP:Iteration 35Q (1608.194253 sec): 3 clusters Score: Raw -1130331.272543 + Penalty 2087.776821 = -1128243.495722 nChanged 13 SP:Iteration 36Q (1608.292742 sec): 3 clusters Score: Raw -1130332.244739 + Penalty 2087.776821 = -1128244.467918 nChanged 12 SP:Iteration 37Q (1608.422494 sec): 3 clusters Score: Raw -1130332.770126 + Penalty 2087.776821 = -1128244.993305 nChanged 11 SP:Iteration 38Q (1608.591810 sec): 3 clusters Score: Raw -1130333.432159 + Penalty 2087.776821 = -1128245.655338 nChanged 9 SP:Iteration 39Q (1608.723467 sec): 3 clusters Score: Raw -1130333.978446 + Penalty 2087.776821 = -1128246.201624 nChanged 9 SP:Iteration 40F (1608.859432 sec): 3 clusters Score: Raw -1130334.538259 + Penalty 2087.776821 = -1128246.761437 nChanged 8 SP:Iteration 41Q (1609.012396 sec): 3 clusters Score: Raw -1130335.037947 + Penalty 2087.776821 = -1128247.261126 nChanged 11 SP:Iteration 42Q (1609.188321 sec): 3 clusters Score: Raw -1130335.577131 + Penalty 2087.776821 = -1128247.800309 nChanged 5 SP:Iteration 43Q (1609.322631 sec): 3 clusters Score: Raw -1130335.856181 + Penalty 2087.776821 = -1128248.079360 nChanged 3 SP:Iteration 44Q (1609.470676 sec): 3 clusters Score: Raw -1130336.056730 + Penalty 2087.776821 = -1128248.279909 nChanged 6 SP:Iteration 45Q (1609.625146 sec): 3 clusters Score: Raw -1130336.315435 + Penalty 2087.776821 = -1128248.538614 nChanged 4 SP:Iteration 46Q (1609.776072 sec): 3 clusters Score: Raw -1130336.472357 + Penalty 2087.776821 = -1128248.695536 nChanged 2 SP:Iteration 47Q (1609.911678 sec): 3 clusters Score: Raw -1130336.594397 + Penalty 2087.776821 = -1128248.817576 nChanged 4 SP:Iteration 48Q (1610.071290 sec): 3 clusters Score: Raw -1130336.806636 + Penalty 2087.776821 = -1128249.029814 nChanged 2 SP:Iteration 49Q (1610.222092 sec): 3 clusters Score: Raw -1130336.873837 + Penalty 2087.776821 = -1128249.097015 nChanged 0 SP:Iteration 50F (1610.391878 sec): 3 clusters Score: Raw -1130336.873837 + Penalty 2087.776821 = -1128249.097015 nChanged 0 Score: Raw -1989503.180444 + Penalty 11153.264084 = -1978349.916360 Splitting cluster 6 changes total score from -1970712.170736 to -1978349.916360 So it's getting split into cluster 10. Iteration 20F (1612.079080 sec): 11 clusters Score: Raw -1992002.783445 + Penalty 11153.264084 = -1980849.519361 nChanged 2444 Iteration 21F (1612.919471 sec): 11 clusters Score: Raw -1993321.313161 + Penalty 11153.264084 = -1982168.049077 nChanged 1117 Iteration 22Q (1613.678527 sec): 11 clusters Score: Raw -1993901.530569 + Penalty 11153.264084 = -1982748.266485 nChanged 792 Iteration 23Q (1614.343134 sec): 11 clusters Score: Raw -1994297.249752 + Penalty 11153.264084 = -1983143.985669 nChanged 608 Iteration 24Q (1615.102099 sec): 11 clusters Score: Raw -1994626.718770 + Penalty 11153.264084 = -1983473.454686 nChanged 595 Iteration 25Q (1615.842304 sec): 11 clusters Score: Raw -1994913.418819 + Penalty 11153.264084 = -1983760.154736 nChanged 503 Iteration 26Q (1616.591314 sec): 11 clusters Score: Raw -1995134.332062 + Penalty 11153.264084 = -1983981.067978 nChanged 466 Iteration 27Q (1617.441520 sec): 11 clusters Score: Raw -1995345.213498 + Penalty 11153.264084 = -1984191.949414 nChanged 416 Iteration 28Q (1618.291910 sec): 11 clusters Score: Raw -1995544.028860 + Penalty 11153.264084 = -1984390.764776 nChanged 421 Iteration 29Q (1619.110341 sec): 11 clusters Score: Raw -1995736.900565 + Penalty 11153.264084 = -1984583.636481 nChanged 427 Iteration 30Q (1619.934118 sec): 11 clusters Score: Raw -1995917.065543 + Penalty 11153.264084 = -1984763.801460 nChanged 362 Iteration 31Q (1620.728437 sec): 11 clusters Score: Raw -1996060.685454 + Penalty 11153.264084 = -1984907.421370 nChanged 361 Iteration 32Q (1621.540315 sec): 11 clusters Score: Raw -1996175.876416 + Penalty 11153.264084 = -1985022.612333 nChanged 296 Iteration 33Q (1622.220416 sec): 11 clusters Score: Raw -1996275.241651 + Penalty 11153.264084 = -1985121.977567 nChanged 304 Iteration 34Q (1622.859152 sec): 11 clusters Score: Raw -1996381.102865 + Penalty 11153.264084 = -1985227.838781 nChanged 288 Iteration 35Q (1623.511582 sec): 11 clusters Score: Raw -1996476.755121 + Penalty 11153.264084 = -1985323.491038 nChanged 258 Iteration 36Q (1624.083778 sec): 11 clusters Score: Raw -1996562.040851 + Penalty 11153.264084 = -1985408.776767 nChanged 249 Iteration 37Q (1624.651042 sec): 11 clusters Score: Raw -1996626.276675 + Penalty 11153.264084 = -1985473.012591 nChanged 191 Iteration 38Q (1625.200566 sec): 11 clusters Score: Raw -1996670.302903 + Penalty 11153.264084 = -1985517.038819 nChanged 167 Iteration 39Q (1625.688420 sec): 11 clusters Score: Raw -1996712.122754 + Penalty 11153.264084 = -1985558.858670 nChanged 152 Iteration 40F (1626.345318 sec): 11 clusters Score: Raw -1996757.782019 + Penalty 11153.264084 = -1985604.517935 nChanged 153 Iteration 41Q (1626.942650 sec): 11 clusters Score: Raw -1996793.264342 + Penalty 11153.264084 = -1985640.000258 nChanged 145 Iteration 42Q (1627.485381 sec): 11 clusters Score: Raw -1996825.489856 + Penalty 11153.264084 = -1985672.225772 nChanged 138 Iteration 43Q (1628.065010 sec): 11 clusters Score: Raw -1996858.871067 + Penalty 11153.264084 = -1985705.606983 nChanged 125 Iteration 44Q (1628.620880 sec): 11 clusters Score: Raw -1996887.935309 + Penalty 11153.264084 = -1985734.671225 nChanged 135 Iteration 45Q (1629.201903 sec): 11 clusters Score: Raw -1996918.138398 + Penalty 11153.264084 = -1985764.874314 nChanged 120 Iteration 46Q (1629.792604 sec): 11 clusters Score: Raw -1996943.270041 + Penalty 11153.264084 = -1985790.005957 nChanged 133 Iteration 47Q (1630.368108 sec): 11 clusters Score: Raw -1996973.793343 + Penalty 11153.264084 = -1985820.529259 nChanged 128 Iteration 48Q (1630.947285 sec): 11 clusters Score: Raw -1996997.999237 + Penalty 11153.264084 = -1985844.735154 nChanged 114 Iteration 49Q (1631.491197 sec): 11 clusters Score: Raw -1997015.849492 + Penalty 11153.264084 = -1985862.585408 nChanged 97 Iteration 50Q (1632.039102 sec): 11 clusters Score: Raw -1997031.931266 + Penalty 11153.264084 = -1985878.667183 nChanged 95 Iteration 51Q (1632.597682 sec): 11 clusters Score: Raw -1997050.706189 + Penalty 11153.264084 = -1985897.442106 nChanged 106 Iteration 52Q (1633.155632 sec): 11 clusters Score: Raw -1997073.782326 + Penalty 11153.264084 = -1985920.518242 nChanged 110 Iteration 53Q (1633.717501 sec): 11 clusters Score: Raw -1997098.509687 + Penalty 11153.264084 = -1985945.245603 nChanged 106 Iteration 54Q (1634.278128 sec): 11 clusters Score: Raw -1997118.319344 + Penalty 11153.264084 = -1985965.055261 nChanged 94 Iteration 55Q (1634.827678 sec): 11 clusters Score: Raw -1997135.938300 + Penalty 11153.264084 = -1985982.674216 nChanged 95 Iteration 56Q (1635.376955 sec): 11 clusters Score: Raw -1997151.216251 + Penalty 11153.264084 = -1985997.952167 nChanged 89 Iteration 57Q (1635.941759 sec): 11 clusters Score: Raw -1997164.981973 + Penalty 11153.264084 = -1986011.717890 nChanged 79 Iteration 58Q (1636.468581 sec): 11 clusters Score: Raw -1997179.512458 + Penalty 11153.264084 = -1986026.248374 nChanged 71 Writing temp clu file Because OldScore, -1986011.717890, is greater than current (better) Score,-1986026.248374 Compute initial score before splitting: Score: Raw -1997179.512458 + Penalty 11153.264084 = -1986026.248374 Trying to split cluster 1 (2131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1636.562373 sec): 2 clusters Score: Raw -71316.811657 + Penalty 804.756396 = -70512.055261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1636.632515 sec): 3 clusters Score: Raw -70347.045450 + Penalty 1609.512793 = -68737.532658 nChanged 841 SP:Iteration 1F (1636.720197 sec): 3 clusters Score: Raw -71374.871743 + Penalty 1609.512793 = -69765.358950 nChanged 266 SP:Iteration 2F (1636.769968 sec): 3 clusters Score: Raw -71826.545113 + Penalty 1609.512793 = -70217.032320 nChanged 182 SP:Iteration 3F (1636.846225 sec): 3 clusters Score: Raw -72081.573190 + Penalty 1609.512793 = -70472.060397 nChanged 116 SP:Iteration 4F (1636.923369 sec): 3 clusters Score: Raw -72213.954033 + Penalty 1609.512793 = -70604.441240 nChanged 88 SP:Iteration 5Q (1637.004416 sec): 3 clusters Score: Raw -72338.909031 + Penalty 1609.512793 = -70729.396238 nChanged 73 SP:Iteration 6Q (1637.093658 sec): 3 clusters Score: Raw -72416.783226 + Penalty 1609.512793 = -70807.270433 nChanged 47 SP:Iteration 7Q (1637.166689 sec): 3 clusters Score: Raw -72464.392800 + Penalty 1609.512793 = -70854.880007 nChanged 47 SP:Iteration 8Q (1637.235653 sec): 3 clusters Score: Raw -72495.179664 + Penalty 1609.512793 = -70885.666871 nChanged 27 SP:Iteration 9Q (1637.319849 sec): 3 clusters Score: Raw -72513.799371 + Penalty 1609.512793 = -70904.286578 nChanged 21 SP:Iteration 10Q (1637.404755 sec): 3 clusters Score: Raw -72525.336766 + Penalty 1609.512793 = -70915.823973 nChanged 19 SP:Iteration 11Q (1637.472229 sec): 3 clusters Score: Raw -72537.036069 + Penalty 1609.512793 = -70927.523276 nChanged 22 SP:Iteration 12Q (1637.559157 sec): 3 clusters Score: Raw -72548.782457 + Penalty 1609.512793 = -70939.269664 nChanged 20 SP:Iteration 13Q (1637.647933 sec): 3 clusters Score: Raw -72563.195620 + Penalty 1609.512793 = -70953.682827 nChanged 23 SP:Iteration 14Q (1637.721009 sec): 3 clusters Score: Raw -72577.548324 + Penalty 1609.512793 = -70968.035531 nChanged 14 SP:Iteration 15Q (1637.791141 sec): 3 clusters Score: Raw -72587.676559 + Penalty 1609.512793 = -70978.163766 nChanged 15 SP:Iteration 16Q (1637.881910 sec): 3 clusters Score: Raw -72596.974863 + Penalty 1609.512793 = -70987.462070 nChanged 10 SP:Iteration 17Q (1637.972262 sec): 3 clusters Score: Raw -72600.991097 + Penalty 1609.512793 = -70991.478305 nChanged 8 SP:Iteration 18Q (1638.057812 sec): 3 clusters Score: Raw -72605.655786 + Penalty 1609.512793 = -70996.142993 nChanged 9 SP:Iteration 19Q (1638.152005 sec): 3 clusters Score: Raw -72609.917179 + Penalty 1609.512793 = -71000.404386 nChanged 4 SP:Iteration 20F (1638.237032 sec): 3 clusters Score: Raw -72611.102775 + Penalty 1609.512793 = -71001.589982 nChanged 2 SP:Iteration 21Q (1638.305368 sec): 3 clusters Score: Raw -72611.637594 + Penalty 1609.512793 = -71002.124801 nChanged 0 SP:Iteration 22F (1638.404462 sec): 3 clusters Score: Raw -72611.637594 + Penalty 1609.512793 = -71002.124801 nChanged 0 Score: Raw -1998483.602681 + Penalty 12268.590492 = -1986215.012189 Splitting cluster 1 changes total score from -1986026.248374 to -1986215.012189 So it's getting split into cluster 11. Trying to split cluster 2 (1890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1639.230108 sec): 2 clusters Score: Raw -94153.264473 + Penalty 792.154871 = -93361.109602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1639.314353 sec): 3 clusters Score: Raw -93258.621008 + Penalty 1584.309743 = -91674.311265 nChanged 722 SP:Iteration 1F (1639.426334 sec): 3 clusters Score: Raw -93700.831135 + Penalty 1584.309743 = -92116.521393 nChanged 164 SP:Iteration 2F (1639.499596 sec): 3 clusters Score: Raw -93844.583599 + Penalty 1584.309743 = -92260.273856 nChanged 127 SP:Iteration 3F (1639.592371 sec): 3 clusters Score: Raw -93979.357663 + Penalty 1584.309743 = -92395.047920 nChanged 119 SP:Iteration 4F (1639.650504 sec): 3 clusters Score: Raw -94140.621206 + Penalty 1584.309743 = -92556.311463 nChanged 127 SP:Iteration 5F (1639.734781 sec): 3 clusters Score: Raw -94299.200831 + Penalty 1584.309743 = -92714.891089 nChanged 114 SP:Iteration 6F (1639.811522 sec): 3 clusters Score: Raw -94415.861282 + Penalty 1584.309743 = -92831.551539 nChanged 88 SP:Iteration 7Q (1639.894810 sec): 3 clusters Score: Raw -94507.075796 + Penalty 1584.309743 = -92922.766053 nChanged 80 SP:Iteration 8Q (1639.991354 sec): 3 clusters Score: Raw -94583.995172 + Penalty 1584.309743 = -92999.685429 nChanged 67 SP:Iteration 9Q (1640.061928 sec): 3 clusters Score: Raw -94637.014355 + Penalty 1584.309743 = -93052.704612 nChanged 36 SP:Iteration 10Q (1640.151429 sec): 3 clusters Score: Raw -94658.725124 + Penalty 1584.309743 = -93074.415382 nChanged 26 SP:Iteration 11Q (1640.230082 sec): 3 clusters Score: Raw -94673.206808 + Penalty 1584.309743 = -93088.897065 nChanged 23 SP:Iteration 12Q (1640.316974 sec): 3 clusters Score: Raw -94684.177590 + Penalty 1584.309743 = -93099.867847 nChanged 22 SP:Iteration 13Q (1640.424566 sec): 3 clusters Score: Raw -94692.970982 + Penalty 1584.309743 = -93108.661240 nChanged 11 SP:Iteration 14Q (1640.499394 sec): 3 clusters Score: Raw -94697.421769 + Penalty 1584.309743 = -93113.112026 nChanged 6 SP:Iteration 15Q (1640.605180 sec): 3 clusters Score: Raw -94699.619764 + Penalty 1584.309743 = -93115.310022 nChanged 4 SP:Iteration 16Q (1640.659977 sec): 3 clusters Score: Raw -94702.204246 + Penalty 1584.309743 = -93117.894503 nChanged 1 SP:Iteration 17Q (1640.762257 sec): 3 clusters Score: Raw -94702.407220 + Penalty 1584.309743 = -93118.097478 nChanged 0 SP:Iteration 18F (1640.828046 sec): 3 clusters Score: Raw -94702.407220 + Penalty 1584.309743 = -93118.097478 nChanged 0 Trying to split cluster 3 (5571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1640.892320 sec): 2 clusters Score: Raw -278111.830461 + Penalty 905.659634 = -277206.170827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1640.979215 sec): 3 clusters Score: Raw -275098.833976 + Penalty 1811.319269 = -273287.514707 nChanged 2378 SP:Iteration 1F (1641.070940 sec): 3 clusters Score: Raw -276521.203033 + Penalty 1811.319269 = -274709.883765 nChanged 415 SP:Iteration 2F (1641.162616 sec): 3 clusters Score: Raw -276787.075322 + Penalty 1811.319269 = -274975.756053 nChanged 349 SP:Iteration 3F (1641.268562 sec): 3 clusters Score: Raw -277022.694985 + Penalty 1811.319269 = -275211.375717 nChanged 328 SP:Iteration 4F (1641.365565 sec): 3 clusters Score: Raw -277252.659671 + Penalty 1811.319269 = -275441.340402 nChanged 323 SP:Iteration 5F (1641.439688 sec): 3 clusters Score: Raw -277459.611985 + Penalty 1811.319269 = -275648.292716 nChanged 269 SP:Iteration 6Q (1641.539394 sec): 3 clusters Score: Raw -277642.597683 + Penalty 1811.319269 = -275831.278414 nChanged 252 SP:Iteration 7Q (1641.629393 sec): 3 clusters Score: Raw -277814.027863 + Penalty 1811.319269 = -276002.708595 nChanged 225 SP:Iteration 8Q (1641.740986 sec): 3 clusters Score: Raw -277962.707025 + Penalty 1811.319269 = -276151.387756 nChanged 204 SP:Iteration 9Q (1641.864544 sec): 3 clusters Score: Raw -278074.524749 + Penalty 1811.319269 = -276263.205480 nChanged 150 SP:Iteration 10Q (1641.964606 sec): 3 clusters Score: Raw -278156.483519 + Penalty 1811.319269 = -276345.164251 nChanged 121 SP:Iteration 11Q (1642.057274 sec): 3 clusters Score: Raw -278214.243752 + Penalty 1811.319269 = -276402.924483 nChanged 105 SP:Iteration 12Q (1642.160659 sec): 3 clusters Score: Raw -278255.215952 + Penalty 1811.319269 = -276443.896683 nChanged 104 SP:Iteration 13Q (1642.247053 sec): 3 clusters Score: Raw -278307.874037 + Penalty 1811.319269 = -276496.554769 nChanged 114 SP:Iteration 14Q (1642.353769 sec): 3 clusters Score: Raw -278367.382747 + Penalty 1811.319269 = -276556.063478 nChanged 101 SP:Iteration 15Q (1642.439032 sec): 3 clusters Score: Raw -278410.360813 + Penalty 1811.319269 = -276599.041544 nChanged 86 SP:Iteration 16Q (1642.517058 sec): 3 clusters Score: Raw -278448.547134 + Penalty 1811.319269 = -276637.227866 nChanged 80 SP:Iteration 17Q (1642.602729 sec): 3 clusters Score: Raw -278487.293482 + Penalty 1811.319269 = -276675.974213 nChanged 80 SP:Iteration 18Q (1642.694478 sec): 3 clusters Score: Raw -278521.444335 + Penalty 1811.319269 = -276710.125066 nChanged 74 SP:Iteration 19Q (1642.781574 sec): 3 clusters Score: Raw -278552.271721 + Penalty 1811.319269 = -276740.952453 nChanged 68 SP:Iteration 20F (1642.891437 sec): 3 clusters Score: Raw -278582.749489 + Penalty 1811.319269 = -276771.430220 nChanged 50 SP:Iteration 21Q (1642.996592 sec): 3 clusters Score: Raw -278608.872081 + Penalty 1811.319269 = -276797.552813 nChanged 70 SP:Iteration 22Q (1643.091478 sec): 3 clusters Score: Raw -278638.295308 + Penalty 1811.319269 = -276826.976039 nChanged 72 SP:Iteration 23Q (1643.185313 sec): 3 clusters Score: Raw -278664.898730 + Penalty 1811.319269 = -276853.579461 nChanged 68 SP:Iteration 24Q (1643.278551 sec): 3 clusters Score: Raw -278694.540010 + Penalty 1811.319269 = -276883.220741 nChanged 69 SP:Iteration 25Q (1643.373578 sec): 3 clusters Score: Raw -278721.997500 + Penalty 1811.319269 = -276910.678232 nChanged 63 SP:Iteration 26Q (1643.460310 sec): 3 clusters Score: Raw -278744.427975 + Penalty 1811.319269 = -276933.108706 nChanged 64 SP:Iteration 27Q (1643.541721 sec): 3 clusters Score: Raw -278773.897011 + Penalty 1811.319269 = -276962.577742 nChanged 60 SP:Iteration 28Q (1643.650711 sec): 3 clusters Score: Raw -278801.137169 + Penalty 1811.319269 = -276989.817901 nChanged 61 SP:Iteration 29Q (1643.754734 sec): 3 clusters Score: Raw -278824.337130 + Penalty 1811.319269 = -277013.017861 nChanged 64 SP:Iteration 30Q (1643.811870 sec): 3 clusters Score: Raw -278850.140109 + Penalty 1811.319269 = -277038.820841 nChanged 73 SP:Iteration 31Q (1643.906515 sec): 3 clusters Score: Raw -278886.588171 + Penalty 1811.319269 = -277075.268902 nChanged 69 SP:Iteration 32Q (1643.997980 sec): 3 clusters Score: Raw -278922.017271 + Penalty 1811.319269 = -277110.698003 nChanged 75 SP:Iteration 33Q (1644.078731 sec): 3 clusters Score: Raw -278957.621240 + Penalty 1811.319269 = -277146.301972 nChanged 67 SP:Iteration 34Q (1644.164611 sec): 3 clusters Score: Raw -278989.616426 + Penalty 1811.319269 = -277178.297158 nChanged 60 SP:Iteration 35Q (1644.250158 sec): 3 clusters Score: Raw -279024.355114 + Penalty 1811.319269 = -277213.035845 nChanged 62 SP:Iteration 36Q (1644.316385 sec): 3 clusters Score: Raw -279058.115479 + Penalty 1811.319269 = -277246.796210 nChanged 62 SP:Iteration 37Q (1644.425487 sec): 3 clusters Score: Raw -279092.428691 + Penalty 1811.319269 = -277281.109423 nChanged 61 SP:Iteration 38Q (1644.514109 sec): 3 clusters Score: Raw -279129.442628 + Penalty 1811.319269 = -277318.123359 nChanged 58 SP:Iteration 39Q (1644.601961 sec): 3 clusters Score: Raw -279166.676115 + Penalty 1811.319269 = -277355.356846 nChanged 45 SP:Iteration 40F (1644.714020 sec): 3 clusters Score: Raw -279194.220210 + Penalty 1811.319269 = -277382.900942 nChanged 43 SP:Iteration 41Q (1644.796299 sec): 3 clusters Score: Raw -279221.109125 + Penalty 1811.319269 = -277409.789857 nChanged 46 SP:Iteration 42Q (1644.899698 sec): 3 clusters Score: Raw -279239.539649 + Penalty 1811.319269 = -277428.220381 nChanged 38 SP:Iteration 43Q (1644.987447 sec): 3 clusters Score: Raw -279255.489408 + Penalty 1811.319269 = -277444.170139 nChanged 42 SP:Iteration 44Q (1645.089437 sec): 3 clusters Score: Raw -279276.690100 + Penalty 1811.319269 = -277465.370832 nChanged 37 SP:Iteration 45Q (1645.155696 sec): 3 clusters Score: Raw -279293.644317 + Penalty 1811.319269 = -277482.325048 nChanged 41 SP:Iteration 46Q (1645.258591 sec): 3 clusters Score: Raw -279305.021168 + Penalty 1811.319269 = -277493.701900 nChanged 20 SP:Iteration 47Q (1645.348741 sec): 3 clusters Score: Raw -279310.150281 + Penalty 1811.319269 = -277498.831013 nChanged 16 SP:Iteration 48Q (1645.444860 sec): 3 clusters Score: Raw -279314.409449 + Penalty 1811.319269 = -277503.090180 nChanged 14 SP:Iteration 49Q (1645.547612 sec): 3 clusters Score: Raw -279318.929735 + Penalty 1811.319269 = -277507.610467 nChanged 15 SP:Iteration 50Q (1645.628307 sec): 3 clusters Score: Raw -279322.004442 + Penalty 1811.319269 = -277510.685174 nChanged 5 SP:Iteration 51Q (1645.737230 sec): 3 clusters Score: Raw -279323.656289 + Penalty 1811.319269 = -277512.337021 nChanged 11 SP:Iteration 52Q (1645.814859 sec): 3 clusters Score: Raw -279326.431333 + Penalty 1811.319269 = -277515.112065 nChanged 20 SP:Iteration 53Q (1645.921175 sec): 3 clusters Score: Raw -279331.549571 + Penalty 1811.319269 = -277520.230302 nChanged 14 SP:Iteration 54Q (1646.010324 sec): 3 clusters Score: Raw -279335.199379 + Penalty 1811.319269 = -277523.880111 nChanged 12 SP:Iteration 55Q (1646.113065 sec): 3 clusters Score: Raw -279337.527603 + Penalty 1811.319269 = -277526.208334 nChanged 12 SP:Iteration 56Q (1646.208571 sec): 3 clusters Score: Raw -279340.622748 + Penalty 1811.319269 = -277529.303480 nChanged 14 SP:Iteration 57Q (1646.361892 sec): 3 clusters Score: Raw -279345.532719 + Penalty 1811.319269 = -277534.213451 nChanged 19 SP:Iteration 58Q (1646.474668 sec): 3 clusters Score: Raw -279352.283261 + Penalty 1811.319269 = -277540.963993 nChanged 21 SP:Iteration 59Q (1646.556749 sec): 3 clusters Score: Raw -279358.340546 + Penalty 1811.319269 = -277547.021277 nChanged 15 SP:Iteration 60F (1646.681026 sec): 3 clusters Score: Raw -279362.775449 + Penalty 1811.319269 = -277551.456180 nChanged 15 SP:Iteration 61Q (1646.775248 sec): 3 clusters Score: Raw -279366.379325 + Penalty 1811.319269 = -277555.060056 nChanged 13 SP:Iteration 62Q (1646.890876 sec): 3 clusters Score: Raw -279369.389638 + Penalty 1811.319269 = -277558.070370 nChanged 11 SP:Iteration 63Q (1646.992743 sec): 3 clusters Score: Raw -279371.277517 + Penalty 1811.319269 = -277559.958248 nChanged 7 SP:Iteration 64Q (1647.078681 sec): 3 clusters Score: Raw -279372.110275 + Penalty 1811.319269 = -277560.791007 nChanged 6 SP:Iteration 65Q (1647.191445 sec): 3 clusters Score: Raw -279373.646978 + Penalty 1811.319269 = -277562.327709 nChanged 10 SP:Iteration 66Q (1647.282445 sec): 3 clusters Score: Raw -279375.550496 + Penalty 1811.319269 = -277564.231228 nChanged 5 SP:Iteration 67Q (1647.399364 sec): 3 clusters Score: Raw -279376.148532 + Penalty 1811.319269 = -277564.829264 nChanged 3 SP:Iteration 68Q (1647.509333 sec): 3 clusters Score: Raw -279376.542875 + Penalty 1811.319269 = -277565.223606 nChanged 2 SP:Iteration 69Q (1647.602577 sec): 3 clusters Score: Raw -279376.742674 + Penalty 1811.319269 = -277565.423406 nChanged 0 SP:Iteration 70F (1647.717214 sec): 3 clusters Score: Raw -279376.742674 + Penalty 1811.319269 = -277565.423406 nChanged 0 Score: Raw -1999748.514894 + Penalty 13383.916901 = -1986364.597994 Splitting cluster 3 changes total score from -1986026.248374 to -1986364.597994 So it's getting split into cluster 12. Trying to split cluster 4 (2715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1648.778952 sec): 2 clusters Score: Raw -118315.938618 + Penalty 830.187459 = -117485.751159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1648.862041 sec): 3 clusters Score: Raw -116927.410129 + Penalty 1660.374919 = -115267.035210 nChanged 1095 SP:Iteration 1F (1648.972415 sec): 3 clusters Score: Raw -117620.053070 + Penalty 1660.374919 = -115959.678151 nChanged 247 SP:Iteration 2F (1649.078326 sec): 3 clusters Score: Raw -117822.371494 + Penalty 1660.374919 = -116161.996575 nChanged 192 SP:Iteration 3F (1649.158391 sec): 3 clusters Score: Raw -117992.813745 + Penalty 1660.374919 = -116332.438826 nChanged 172 SP:Iteration 4F (1649.263737 sec): 3 clusters Score: Raw -118121.746322 + Penalty 1660.374919 = -116461.371403 nChanged 115 SP:Iteration 5Q (1649.385022 sec): 3 clusters Score: Raw -118221.563161 + Penalty 1660.374919 = -116561.188243 nChanged 80 SP:Iteration 6Q (1649.478578 sec): 3 clusters Score: Raw -118287.649418 + Penalty 1660.374919 = -116627.274499 nChanged 94 SP:Iteration 7Q (1649.573890 sec): 3 clusters Score: Raw -118382.081120 + Penalty 1660.374919 = -116721.706201 nChanged 93 SP:Iteration 8Q (1649.672390 sec): 3 clusters Score: Raw -118462.889005 + Penalty 1660.374919 = -116802.514087 nChanged 99 SP:Iteration 9Q (1649.779389 sec): 3 clusters Score: Raw -118568.689249 + Penalty 1660.374919 = -116908.314330 nChanged 107 SP:Iteration 10Q (1649.882814 sec): 3 clusters Score: Raw -118704.763953 + Penalty 1660.374919 = -117044.389034 nChanged 115 SP:Iteration 11Q (1650.003114 sec): 3 clusters Score: Raw -118854.699417 + Penalty 1660.374919 = -117194.324498 nChanged 117 SP:Iteration 12Q (1650.084468 sec): 3 clusters Score: Raw -119004.013325 + Penalty 1660.374919 = -117343.638406 nChanged 100 SP:Iteration 13Q (1650.193260 sec): 3 clusters Score: Raw -119111.245030 + Penalty 1660.374919 = -117450.870111 nChanged 81 SP:Iteration 14Q (1650.286839 sec): 3 clusters Score: Raw -119207.202890 + Penalty 1660.374919 = -117546.827971 nChanged 75 SP:Iteration 15Q (1650.381640 sec): 3 clusters Score: Raw -119303.260816 + Penalty 1660.374919 = -117642.885897 nChanged 84 SP:Iteration 16Q (1650.495063 sec): 3 clusters Score: Raw -119425.074155 + Penalty 1660.374919 = -117764.699236 nChanged 86 SP:Iteration 17Q (1650.592780 sec): 3 clusters Score: Raw -119537.041718 + Penalty 1660.374919 = -117876.666799 nChanged 72 SP:Iteration 18Q (1650.675224 sec): 3 clusters Score: Raw -119617.289237 + Penalty 1660.374919 = -117956.914319 nChanged 55 SP:Iteration 19Q (1650.776635 sec): 3 clusters Score: Raw -119671.812837 + Penalty 1660.374919 = -118011.437918 nChanged 41 SP:Iteration 20F (1650.894765 sec): 3 clusters Score: Raw -119713.725220 + Penalty 1660.374919 = -118053.350301 nChanged 32 SP:Iteration 21Q (1650.981239 sec): 3 clusters Score: Raw -119735.889538 + Penalty 1660.374919 = -118075.514619 nChanged 20 SP:Iteration 22Q (1651.069172 sec): 3 clusters Score: Raw -119751.822252 + Penalty 1660.374919 = -118091.447334 nChanged 24 SP:Iteration 23Q (1651.156641 sec): 3 clusters Score: Raw -119766.888336 + Penalty 1660.374919 = -118106.513417 nChanged 10 SP:Iteration 24Q (1651.254687 sec): 3 clusters Score: Raw -119780.486999 + Penalty 1660.374919 = -118120.112081 nChanged 11 SP:Iteration 25Q (1651.365596 sec): 3 clusters Score: Raw -119790.496114 + Penalty 1660.374919 = -118130.121195 nChanged 10 SP:Iteration 26Q (1651.473548 sec): 3 clusters Score: Raw -119796.679772 + Penalty 1660.374919 = -118136.304853 nChanged 5 SP:Iteration 27Q (1651.572386 sec): 3 clusters Score: Raw -119798.668667 + Penalty 1660.374919 = -118138.293748 nChanged 3 SP:Iteration 28Q (1651.692084 sec): 3 clusters Score: Raw -119800.086297 + Penalty 1660.374919 = -118139.711378 nChanged 0 SP:Iteration 29F (1651.767146 sec): 3 clusters Score: Raw -119800.086297 + Penalty 1660.374919 = -118139.711378 nChanged 0 Score: Raw -2001232.662573 + Penalty 14499.243309 = -1986733.419264 Splitting cluster 4 changes total score from -1986026.248374 to -1986733.419264 So it's getting split into cluster 13. Trying to split cluster 5 (2547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1652.986627 sec): 2 clusters Score: Raw -113977.052922 + Penalty 823.480505 = -113153.572417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1653.096192 sec): 3 clusters Score: Raw -112726.264351 + Penalty 1646.961010 = -111079.303341 nChanged 958 SP:Iteration 1F (1653.199775 sec): 3 clusters Score: Raw -113373.408450 + Penalty 1646.961010 = -111726.447440 nChanged 252 SP:Iteration 2F (1653.309379 sec): 3 clusters Score: Raw -113590.832714 + Penalty 1646.961010 = -111943.871705 nChanged 151 SP:Iteration 3F (1653.406768 sec): 3 clusters Score: Raw -113736.288288 + Penalty 1646.961010 = -112089.327278 nChanged 146 SP:Iteration 4F (1653.516352 sec): 3 clusters Score: Raw -113878.936593 + Penalty 1646.961010 = -112231.975584 nChanged 127 SP:Iteration 5Q (1653.632733 sec): 3 clusters Score: Raw -114017.946237 + Penalty 1646.961010 = -112370.985228 nChanged 145 SP:Iteration 6F (1653.707441 sec): 3 clusters Score: Raw -114214.284962 + Penalty 1646.961010 = -112567.323952 nChanged 152 SP:Iteration 7F (1653.816936 sec): 3 clusters Score: Raw -114423.486316 + Penalty 1646.961010 = -112776.525306 nChanged 151 SP:Iteration 8F (1653.946289 sec): 3 clusters Score: Raw -114615.002698 + Penalty 1646.961010 = -112968.041689 nChanged 130 SP:Iteration 9F (1654.051886 sec): 3 clusters Score: Raw -114776.056547 + Penalty 1646.961010 = -113129.095537 nChanged 114 SP:Iteration 10Q (1654.135431 sec): 3 clusters Score: Raw -114900.543932 + Penalty 1646.961010 = -113253.582923 nChanged 89 SP:Iteration 11Q (1654.237839 sec): 3 clusters Score: Raw -114991.286726 + Penalty 1646.961010 = -113344.325716 nChanged 78 SP:Iteration 12Q (1654.345777 sec): 3 clusters Score: Raw -115072.840787 + Penalty 1646.961010 = -113425.879777 nChanged 60 SP:Iteration 13Q (1654.460254 sec): 3 clusters Score: Raw -115114.709093 + Penalty 1646.961010 = -113467.748084 nChanged 40 SP:Iteration 14Q (1654.545297 sec): 3 clusters Score: Raw -115134.395273 + Penalty 1646.961010 = -113487.434264 nChanged 26 SP:Iteration 15Q (1654.667800 sec): 3 clusters Score: Raw -115148.226018 + Penalty 1646.961010 = -113501.265008 nChanged 19 SP:Iteration 16Q (1654.749095 sec): 3 clusters Score: Raw -115156.050133 + Penalty 1646.961010 = -113509.089123 nChanged 14 SP:Iteration 17Q (1654.866994 sec): 3 clusters Score: Raw -115164.315797 + Penalty 1646.961010 = -113517.354787 nChanged 11 SP:Iteration 18Q (1654.978659 sec): 3 clusters Score: Raw -115169.325934 + Penalty 1646.961010 = -113522.364924 nChanged 14 SP:Iteration 19Q (1655.055545 sec): 3 clusters Score: Raw -115175.376020 + Penalty 1646.961010 = -113528.415010 nChanged 10 SP:Iteration 20F (1655.155427 sec): 3 clusters Score: Raw -115178.371769 + Penalty 1646.961010 = -113531.410759 nChanged 8 SP:Iteration 21Q (1655.236088 sec): 3 clusters Score: Raw -115180.716190 + Penalty 1646.961010 = -113533.755181 nChanged 8 SP:Iteration 22Q (1655.361531 sec): 3 clusters Score: Raw -115182.949573 + Penalty 1646.961010 = -113535.988563 nChanged 5 SP:Iteration 23Q (1655.440299 sec): 3 clusters Score: Raw -115184.217208 + Penalty 1646.961010 = -113537.256198 nChanged 2 SP:Iteration 24Q (1655.538577 sec): 3 clusters Score: Raw -115184.851287 + Penalty 1646.961010 = -113537.890277 nChanged 2 SP:Iteration 25Q (1655.642655 sec): 3 clusters Score: Raw -115185.744282 + Penalty 1646.961010 = -113538.783273 nChanged 3 SP:Iteration 26Q (1655.743901 sec): 3 clusters Score: Raw -115186.812191 + Penalty 1646.961010 = -113539.851181 nChanged 1 SP:Iteration 27Q (1655.866495 sec): 3 clusters Score: Raw -115187.129257 + Penalty 1646.961010 = -113540.168247 nChanged 2 SP:Iteration 28Q (1655.958887 sec): 3 clusters Score: Raw -115187.554494 + Penalty 1646.961010 = -113540.593484 nChanged 1 SP:Iteration 29Q (1656.058750 sec): 3 clusters Score: Raw -115187.932537 + Penalty 1646.961010 = -113540.971528 nChanged 1 SP:Iteration 30Q (1656.161609 sec): 3 clusters Score: Raw -115188.358917 + Penalty 1646.961010 = -113541.397907 nChanged 0 SP:Iteration 31F (1656.270958 sec): 3 clusters Score: Raw -115188.358917 + Penalty 1646.961010 = -113541.397907 nChanged 0 Score: Raw -2002443.968568 + Penalty 15614.569717 = -1986829.398850 Splitting cluster 5 changes total score from -1986026.248374 to -1986829.398850 So it's getting split into cluster 14. Trying to split cluster 6 (13989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1657.537476 sec): 2 clusters Score: Raw -782013.911914 + Penalty 1002.332791 = -781011.579122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1657.646515 sec): 3 clusters Score: Raw -773421.599523 + Penalty 2004.665583 = -771416.933940 nChanged 6406 SP:Iteration 1F (1657.790597 sec): 3 clusters Score: Raw -777082.890941 + Penalty 2004.665583 = -775078.225358 nChanged 858 SP:Iteration 2F (1657.910901 sec): 3 clusters Score: Raw -777584.265937 + Penalty 2004.665583 = -775579.600354 nChanged 921 SP:Iteration 3F (1658.084651 sec): 3 clusters Score: Raw -778146.172839 + Penalty 2004.665583 = -776141.507256 nChanged 859 SP:Iteration 4F (1658.220120 sec): 3 clusters Score: Raw -778633.854567 + Penalty 2004.665583 = -776629.188984 nChanged 795 SP:Iteration 5F (1658.340652 sec): 3 clusters Score: Raw -779018.450010 + Penalty 2004.665583 = -777013.784427 nChanged 732 SP:Iteration 6F (1658.428872 sec): 3 clusters Score: Raw -779339.474397 + Penalty 2004.665583 = -777334.808814 nChanged 556 SP:Iteration 7Q (1658.545673 sec): 3 clusters Score: Raw -779545.315161 + Penalty 2004.665583 = -777540.649578 nChanged 465 SP:Iteration 8Q (1658.670257 sec): 3 clusters Score: Raw -779695.185185 + Penalty 2004.665583 = -777690.519602 nChanged 362 SP:Iteration 9Q (1658.816251 sec): 3 clusters Score: Raw -779794.564328 + Penalty 2004.665583 = -777789.898745 nChanged 295 SP:Iteration 10Q (1658.924882 sec): 3 clusters Score: Raw -779866.146708 + Penalty 2004.665583 = -777861.481125 nChanged 256 SP:Iteration 11Q (1659.015187 sec): 3 clusters Score: Raw -779926.460439 + Penalty 2004.665583 = -777921.794856 nChanged 208 SP:Iteration 12Q (1659.135718 sec): 3 clusters Score: Raw -779977.873400 + Penalty 2004.665583 = -777973.207817 nChanged 226 SP:Iteration 13Q (1659.255727 sec): 3 clusters Score: Raw -780043.566190 + Penalty 2004.665583 = -778038.900607 nChanged 215 SP:Iteration 14Q (1659.390165 sec): 3 clusters Score: Raw -780096.880559 + Penalty 2004.665583 = -778092.214976 nChanged 183 SP:Iteration 15Q (1659.534734 sec): 3 clusters Score: Raw -780136.287533 + Penalty 2004.665583 = -778131.621950 nChanged 177 SP:Iteration 16Q (1659.654082 sec): 3 clusters Score: Raw -780172.619331 + Penalty 2004.665583 = -778167.953748 nChanged 164 SP:Iteration 17Q (1659.780063 sec): 3 clusters Score: Raw -780208.352006 + Penalty 2004.665583 = -778203.686423 nChanged 178 SP:Iteration 18Q (1659.894302 sec): 3 clusters Score: Raw -780249.614002 + Penalty 2004.665583 = -778244.948419 nChanged 195 SP:Iteration 19Q (1660.022908 sec): 3 clusters Score: Raw -780306.387699 + Penalty 2004.665583 = -778301.722116 nChanged 195 SP:Iteration 20F (1660.151992 sec): 3 clusters Score: Raw -780361.603188 + Penalty 2004.665583 = -778356.937605 nChanged 192 SP:Iteration 21Q (1660.277131 sec): 3 clusters Score: Raw -780412.642463 + Penalty 2004.665583 = -778407.976880 nChanged 186 SP:Iteration 22Q (1660.432533 sec): 3 clusters Score: Raw -780472.628938 + Penalty 2004.665583 = -778467.963355 nChanged 208 SP:Iteration 23Q (1660.554301 sec): 3 clusters Score: Raw -780535.345077 + Penalty 2004.665583 = -778530.679495 nChanged 176 SP:Iteration 24Q (1660.710097 sec): 3 clusters Score: Raw -780580.187741 + Penalty 2004.665583 = -778575.522159 nChanged 152 SP:Iteration 25Q (1660.845953 sec): 3 clusters Score: Raw -780622.203353 + Penalty 2004.665583 = -778617.537770 nChanged 160 SP:Iteration 26Q (1660.987636 sec): 3 clusters Score: Raw -780665.441683 + Penalty 2004.665583 = -778660.776100 nChanged 163 SP:Iteration 27Q (1661.100076 sec): 3 clusters Score: Raw -780711.477742 + Penalty 2004.665583 = -778706.812159 nChanged 178 SP:Iteration 28Q (1661.244163 sec): 3 clusters Score: Raw -780764.396106 + Penalty 2004.665583 = -778759.730523 nChanged 203 SP:Iteration 29Q (1661.386216 sec): 3 clusters Score: Raw -780840.545943 + Penalty 2004.665583 = -778835.880360 nChanged 196 SP:Iteration 30Q (1661.526276 sec): 3 clusters Score: Raw -780898.011673 + Penalty 2004.665583 = -778893.346090 nChanged 180 SP:Iteration 31Q (1661.662927 sec): 3 clusters Score: Raw -780951.396760 + Penalty 2004.665583 = -778946.731177 nChanged 193 SP:Iteration 32Q (1661.763826 sec): 3 clusters Score: Raw -781014.400201 + Penalty 2004.665583 = -779009.734618 nChanged 226 SP:Iteration 33Q (1661.893306 sec): 3 clusters Score: Raw -781098.467906 + Penalty 2004.665583 = -779093.802323 nChanged 232 SP:Iteration 34Q (1662.025110 sec): 3 clusters Score: Raw -781185.499740 + Penalty 2004.665583 = -779180.834157 nChanged 210 SP:Iteration 35Q (1662.170243 sec): 3 clusters Score: Raw -781264.021599 + Penalty 2004.665583 = -779259.356016 nChanged 196 SP:Iteration 36Q (1662.302612 sec): 3 clusters Score: Raw -781340.218625 + Penalty 2004.665583 = -779335.553042 nChanged 197 SP:Iteration 37Q (1662.434584 sec): 3 clusters Score: Raw -781424.994029 + Penalty 2004.665583 = -779420.328446 nChanged 212 SP:Iteration 38Q (1662.571194 sec): 3 clusters Score: Raw -781519.423087 + Penalty 2004.665583 = -779514.757505 nChanged 205 SP:Iteration 39Q (1662.700120 sec): 3 clusters Score: Raw -781622.740400 + Penalty 2004.665583 = -779618.074818 nChanged 211 SP:Iteration 40F (1662.828508 sec): 3 clusters Score: Raw -781725.473498 + Penalty 2004.665583 = -779720.807915 nChanged 188 SP:Iteration 41Q (1662.989301 sec): 3 clusters Score: Raw -781812.206100 + Penalty 2004.665583 = -779807.540517 nChanged 173 SP:Iteration 42Q (1663.121685 sec): 3 clusters Score: Raw -781900.370917 + Penalty 2004.665583 = -779895.705334 nChanged 162 SP:Iteration 43Q (1663.243236 sec): 3 clusters Score: Raw -781991.399375 + Penalty 2004.665583 = -779986.733792 nChanged 145 SP:Iteration 44Q (1663.360639 sec): 3 clusters Score: Raw -782076.129220 + Penalty 2004.665583 = -780071.463637 nChanged 114 SP:Iteration 45Q (1663.496155 sec): 3 clusters Score: Raw -782154.731919 + Penalty 2004.665583 = -780150.066336 nChanged 95 SP:Iteration 46Q (1663.635208 sec): 3 clusters Score: Raw -782230.485195 + Penalty 2004.665583 = -780225.819612 nChanged 100 SP:Iteration 47Q (1663.760228 sec): 3 clusters Score: Raw -782336.582639 + Penalty 2004.665583 = -780331.917056 nChanged 80 SP:Iteration 48Q (1663.897202 sec): 3 clusters Score: Raw -782402.389067 + Penalty 2004.665583 = -780397.723484 nChanged 63 SP:Iteration 49Q (1664.005076 sec): 3 clusters Score: Raw -782459.459537 + Penalty 2004.665583 = -780454.793954 nChanged 55 SP:Iteration 50Q (1664.161835 sec): 3 clusters Score: Raw -782527.885546 + Penalty 2004.665583 = -780523.219963 nChanged 68 SP:Iteration 51Q (1664.196513 sec): 3 clusters Score: Raw -782578.644206 + Penalty 2004.665583 = -780573.978623 nChanged 48 SP:Iteration 52Q (1664.266748 sec): 3 clusters Score: Raw -782602.619133 + Penalty 2004.665583 = -780597.953550 nChanged 38 SP:Iteration 53Q (1664.407253 sec): 3 clusters Score: Raw -782619.156857 + Penalty 2004.665583 = -780614.491274 nChanged 31 SP:Iteration 54Q (1664.540136 sec): 3 clusters Score: Raw -782630.425842 + Penalty 2004.665583 = -780625.760259 nChanged 36 SP:Iteration 55Q (1664.681294 sec): 3 clusters Score: Raw -782641.310142 + Penalty 2004.665583 = -780636.644559 nChanged 23 SP:Iteration 56Q (1664.815764 sec): 3 clusters Score: Raw -782649.250620 + Penalty 2004.665583 = -780644.585037 nChanged 12 SP:Iteration 57Q (1664.948675 sec): 3 clusters Score: Raw -782653.490494 + Penalty 2004.665583 = -780648.824911 nChanged 15 SP:Iteration 58Q (1665.081600 sec): 3 clusters Score: Raw -782657.187057 + Penalty 2004.665583 = -780652.521474 nChanged 14 SP:Iteration 59Q (1665.186789 sec): 3 clusters Score: Raw -782660.157654 + Penalty 2004.665583 = -780655.492071 nChanged 10 SP:Iteration 60F (1665.317629 sec): 3 clusters Score: Raw -782664.816142 + Penalty 2004.665583 = -780660.150559 nChanged 12 SP:Iteration 61Q (1665.441828 sec): 3 clusters Score: Raw -782667.953354 + Penalty 2004.665583 = -780663.287771 nChanged 11 SP:Iteration 62Q (1665.585405 sec): 3 clusters Score: Raw -782671.784932 + Penalty 2004.665583 = -780667.119349 nChanged 10 SP:Iteration 63Q (1665.712446 sec): 3 clusters Score: Raw -782673.669202 + Penalty 2004.665583 = -780669.003619 nChanged 6 SP:Iteration 64Q (1665.861485 sec): 3 clusters Score: Raw -782674.691872 + Penalty 2004.665583 = -780670.026289 nChanged 2 SP:Iteration 65Q (1665.961375 sec): 3 clusters Score: Raw -782674.852711 + Penalty 2004.665583 = -780670.187128 nChanged 0 SP:Iteration 66F (1666.087556 sec): 3 clusters Score: Raw -782674.852711 + Penalty 2004.665583 = -780670.187128 nChanged 0 Trying to split cluster 7 (2291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1666.159393 sec): 2 clusters Score: Raw -103056.295371 + Penalty 812.358087 = -102243.937285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1666.249878 sec): 3 clusters Score: Raw -101954.393423 + Penalty 1624.716173 = -100329.677249 nChanged 884 SP:Iteration 1F (1666.368368 sec): 3 clusters Score: Raw -102570.245099 + Penalty 1624.716173 = -100945.528925 nChanged 206 SP:Iteration 2F (1666.453444 sec): 3 clusters Score: Raw -102737.486059 + Penalty 1624.716173 = -101112.769886 nChanged 135 SP:Iteration 3F (1666.548843 sec): 3 clusters Score: Raw -102822.398780 + Penalty 1624.716173 = -101197.682607 nChanged 84 SP:Iteration 4Q (1666.649630 sec): 3 clusters Score: Raw -102872.973588 + Penalty 1624.716173 = -101248.257415 nChanged 69 SP:Iteration 5Q (1666.741189 sec): 3 clusters Score: Raw -102911.413901 + Penalty 1624.716173 = -101286.697727 nChanged 53 SP:Iteration 6Q (1666.846932 sec): 3 clusters Score: Raw -102935.353681 + Penalty 1624.716173 = -101310.637508 nChanged 43 SP:Iteration 7Q (1666.957477 sec): 3 clusters Score: Raw -102952.383029 + Penalty 1624.716173 = -101327.666855 nChanged 33 SP:Iteration 8Q (1667.046258 sec): 3 clusters Score: Raw -102965.520526 + Penalty 1624.716173 = -101340.804352 nChanged 25 SP:Iteration 9Q (1667.154147 sec): 3 clusters Score: Raw -102979.859983 + Penalty 1624.716173 = -101355.143810 nChanged 27 SP:Iteration 10Q (1667.250334 sec): 3 clusters Score: Raw -102995.948978 + Penalty 1624.716173 = -101371.232805 nChanged 31 SP:Iteration 11Q (1667.364028 sec): 3 clusters Score: Raw -103009.168084 + Penalty 1624.716173 = -101384.451910 nChanged 39 SP:Iteration 12Q (1667.447463 sec): 3 clusters Score: Raw -103024.465777 + Penalty 1624.716173 = -101399.749604 nChanged 35 SP:Iteration 13Q (1667.551124 sec): 3 clusters Score: Raw -103039.663911 + Penalty 1624.716173 = -101414.947738 nChanged 31 SP:Iteration 14Q (1667.651746 sec): 3 clusters Score: Raw -103052.167468 + Penalty 1624.716173 = -101427.451294 nChanged 22 SP:Iteration 15Q (1667.742588 sec): 3 clusters Score: Raw -103059.985613 + Penalty 1624.716173 = -101435.269439 nChanged 19 SP:Iteration 16Q (1667.858691 sec): 3 clusters Score: Raw -103070.633244 + Penalty 1624.716173 = -101445.917070 nChanged 22 SP:Iteration 17Q (1667.958034 sec): 3 clusters Score: Raw -103079.259067 + Penalty 1624.716173 = -101454.542894 nChanged 17 SP:Iteration 18Q (1668.053023 sec): 3 clusters Score: Raw -103087.126512 + Penalty 1624.716173 = -101462.410339 nChanged 24 SP:Iteration 19Q (1668.174171 sec): 3 clusters Score: Raw -103097.992638 + Penalty 1624.716173 = -101473.276464 nChanged 25 SP:Iteration 20F (1668.271462 sec): 3 clusters Score: Raw -103110.336188 + Penalty 1624.716173 = -101485.620015 nChanged 21 SP:Iteration 21Q (1668.366580 sec): 3 clusters Score: Raw -103120.606278 + Penalty 1624.716173 = -101495.890104 nChanged 21 SP:Iteration 22Q (1668.476762 sec): 3 clusters Score: Raw -103133.017868 + Penalty 1624.716173 = -101508.301695 nChanged 18 SP:Iteration 23Q (1668.579617 sec): 3 clusters Score: Raw -103149.015106 + Penalty 1624.716173 = -101524.298933 nChanged 22 SP:Iteration 24Q (1668.661346 sec): 3 clusters Score: Raw -103171.988682 + Penalty 1624.716173 = -101547.272509 nChanged 31 SP:Iteration 25Q (1668.774938 sec): 3 clusters Score: Raw -103194.646524 + Penalty 1624.716173 = -101569.930351 nChanged 27 SP:Iteration 26Q (1668.875828 sec): 3 clusters Score: Raw -103213.553057 + Penalty 1624.716173 = -101588.836884 nChanged 24 SP:Iteration 27Q (1668.959249 sec): 3 clusters Score: Raw -103227.055985 + Penalty 1624.716173 = -101602.339812 nChanged 26 SP:Iteration 28Q (1669.068915 sec): 3 clusters Score: Raw -103243.655686 + Penalty 1624.716173 = -101618.939512 nChanged 30 SP:Iteration 29Q (1669.176686 sec): 3 clusters Score: Raw -103260.944634 + Penalty 1624.716173 = -101636.228461 nChanged 24 SP:Iteration 30Q (1669.291928 sec): 3 clusters Score: Raw -103272.723343 + Penalty 1624.716173 = -101648.007170 nChanged 20 SP:Iteration 31Q (1669.409194 sec): 3 clusters Score: Raw -103281.345510 + Penalty 1624.716173 = -101656.629336 nChanged 17 SP:Iteration 32Q (1669.492166 sec): 3 clusters Score: Raw -103294.052896 + Penalty 1624.716173 = -101669.336723 nChanged 20 SP:Iteration 33Q (1669.620312 sec): 3 clusters Score: Raw -103304.274174 + Penalty 1624.716173 = -101679.558000 nChanged 20 SP:Iteration 34Q (1669.702784 sec): 3 clusters Score: Raw -103316.664315 + Penalty 1624.716173 = -101691.948142 nChanged 26 SP:Iteration 35Q (1669.811790 sec): 3 clusters Score: Raw -103334.506373 + Penalty 1624.716173 = -101709.790200 nChanged 30 SP:Iteration 36Q (1669.933016 sec): 3 clusters Score: Raw -103355.948672 + Penalty 1624.716173 = -101731.232498 nChanged 35 SP:Iteration 37Q (1670.011175 sec): 3 clusters Score: Raw -103375.585312 + Penalty 1624.716173 = -101750.869139 nChanged 31 SP:Iteration 38Q (1670.107097 sec): 3 clusters Score: Raw -103389.781305 + Penalty 1624.716173 = -101765.065132 nChanged 24 SP:Iteration 39Q (1670.207206 sec): 3 clusters Score: Raw -103403.244958 + Penalty 1624.716173 = -101778.528785 nChanged 27 SP:Iteration 40F (1670.310315 sec): 3 clusters Score: Raw -103419.939447 + Penalty 1624.716173 = -101795.223274 nChanged 19 SP:Iteration 41Q (1670.403406 sec): 3 clusters Score: Raw -103431.580306 + Penalty 1624.716173 = -101806.864132 nChanged 15 SP:Iteration 42Q (1670.499088 sec): 3 clusters Score: Raw -103439.139533 + Penalty 1624.716173 = -101814.423359 nChanged 22 SP:Iteration 43Q (1670.597834 sec): 3 clusters Score: Raw -103449.963027 + Penalty 1624.716173 = -101825.246853 nChanged 20 SP:Iteration 44Q (1670.691876 sec): 3 clusters Score: Raw -103463.248021 + Penalty 1624.716173 = -101838.531847 nChanged 15 SP:Iteration 45Q (1670.805506 sec): 3 clusters Score: Raw -103471.721362 + Penalty 1624.716173 = -101847.005188 nChanged 18 SP:Iteration 46Q (1670.935551 sec): 3 clusters Score: Raw -103480.717171 + Penalty 1624.716173 = -101856.000998 nChanged 19 SP:Iteration 47Q (1671.036943 sec): 3 clusters Score: Raw -103489.436366 + Penalty 1624.716173 = -101864.720193 nChanged 11 SP:Iteration 48Q (1671.130810 sec): 3 clusters Score: Raw -103494.128308 + Penalty 1624.716173 = -101869.412134 nChanged 7 SP:Iteration 49Q (1671.220989 sec): 3 clusters Score: Raw -103496.803458 + Penalty 1624.716173 = -101872.087284 nChanged 6 SP:Iteration 50Q (1671.345134 sec): 3 clusters Score: Raw -103499.053149 + Penalty 1624.716173 = -101874.336976 nChanged 6 SP:Iteration 51Q (1671.417697 sec): 3 clusters Score: Raw -103501.779193 + Penalty 1624.716173 = -101877.063019 nChanged 2 SP:Iteration 52Q (1671.511806 sec): 3 clusters Score: Raw -103502.881045 + Penalty 1624.716173 = -101878.164871 nChanged 3 SP:Iteration 53Q (1671.644673 sec): 3 clusters Score: Raw -103503.748965 + Penalty 1624.716173 = -101879.032791 nChanged 4 SP:Iteration 54Q (1671.749261 sec): 3 clusters Score: Raw -103506.364640 + Penalty 1624.716173 = -101881.648467 nChanged 5 SP:Iteration 55Q (1671.826920 sec): 3 clusters Score: Raw -103509.560806 + Penalty 1624.716173 = -101884.844632 nChanged 7 SP:Iteration 56Q (1671.973401 sec): 3 clusters Score: Raw -103513.482364 + Penalty 1624.716173 = -101888.766191 nChanged 3 SP:Iteration 57Q (1672.048049 sec): 3 clusters Score: Raw -103515.028164 + Penalty 1624.716173 = -101890.311991 nChanged 4 SP:Iteration 58Q (1672.162648 sec): 3 clusters Score: Raw -103516.992817 + Penalty 1624.716173 = -101892.276644 nChanged 4 SP:Iteration 59Q (1672.280108 sec): 3 clusters Score: Raw -103518.753606 + Penalty 1624.716173 = -101894.037432 nChanged 5 SP:Iteration 60F (1672.378936 sec): 3 clusters Score: Raw -103520.460261 + Penalty 1624.716173 = -101895.744088 nChanged 4 SP:Iteration 61Q (1672.469517 sec): 3 clusters Score: Raw -103521.479081 + Penalty 1624.716173 = -101896.762908 nChanged 3 SP:Iteration 62Q (1672.588964 sec): 3 clusters Score: Raw -103522.352091 + Penalty 1624.716173 = -101897.635917 nChanged 2 SP:Iteration 63Q (1672.674905 sec): 3 clusters Score: Raw -103523.690275 + Penalty 1624.716173 = -101898.974102 nChanged 3 SP:Iteration 64Q (1672.775326 sec): 3 clusters Score: Raw -103524.379583 + Penalty 1624.716173 = -101899.663409 nChanged 0 SP:Iteration 65F (1672.871245 sec): 3 clusters Score: Raw -103524.379583 + Penalty 1624.716173 = -101899.663409 nChanged 0 Trying to split cluster 8 (5126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1672.929896 sec): 2 clusters Score: Raw -268826.591085 + Penalty 896.918495 = -267929.672590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1673.033184 sec): 3 clusters Score: Raw -265974.757809 + Penalty 1793.836990 = -264180.920818 nChanged 2173 SP:Iteration 1F (1673.152674 sec): 3 clusters Score: Raw -267177.382385 + Penalty 1793.836990 = -265383.545395 nChanged 418 SP:Iteration 2F (1673.250097 sec): 3 clusters Score: Raw -267470.684003 + Penalty 1793.836990 = -265676.847013 nChanged 373 SP:Iteration 3F (1673.379935 sec): 3 clusters Score: Raw -267716.512206 + Penalty 1793.836990 = -265922.675216 nChanged 319 SP:Iteration 4F (1673.478518 sec): 3 clusters Score: Raw -267930.919898 + Penalty 1793.836990 = -266137.082907 nChanged 283 SP:Iteration 5F (1673.573448 sec): 3 clusters Score: Raw -268133.582290 + Penalty 1793.836990 = -266339.745299 nChanged 278 SP:Iteration 6F (1673.692342 sec): 3 clusters Score: Raw -268334.926317 + Penalty 1793.836990 = -266541.089326 nChanged 239 SP:Iteration 7Q (1673.828978 sec): 3 clusters Score: Raw -268496.060120 + Penalty 1793.836990 = -266702.223130 nChanged 184 SP:Iteration 8Q (1673.919623 sec): 3 clusters Score: Raw -268615.967634 + Penalty 1793.836990 = -266822.130644 nChanged 149 SP:Iteration 9Q (1674.016553 sec): 3 clusters Score: Raw -268704.574064 + Penalty 1793.836990 = -266910.737073 nChanged 119 SP:Iteration 10Q (1674.127949 sec): 3 clusters Score: Raw -268766.116705 + Penalty 1793.836990 = -266972.279714 nChanged 95 SP:Iteration 11Q (1674.237729 sec): 3 clusters Score: Raw -268809.838427 + Penalty 1793.836990 = -267016.001436 nChanged 73 SP:Iteration 12Q (1674.347940 sec): 3 clusters Score: Raw -268841.424036 + Penalty 1793.836990 = -267047.587046 nChanged 59 SP:Iteration 13Q (1674.460703 sec): 3 clusters Score: Raw -268870.257218 + Penalty 1793.836990 = -267076.420227 nChanged 44 SP:Iteration 14Q (1674.570933 sec): 3 clusters Score: Raw -268890.153079 + Penalty 1793.836990 = -267096.316088 nChanged 47 SP:Iteration 15Q (1674.679769 sec): 3 clusters Score: Raw -268914.006949 + Penalty 1793.836990 = -267120.169959 nChanged 42 SP:Iteration 16Q (1674.791913 sec): 3 clusters Score: Raw -268929.002475 + Penalty 1793.836990 = -267135.165484 nChanged 37 SP:Iteration 17Q (1674.911482 sec): 3 clusters Score: Raw -268939.905441 + Penalty 1793.836990 = -267146.068450 nChanged 28 SP:Iteration 18Q (1675.052430 sec): 3 clusters Score: Raw -268949.593508 + Penalty 1793.836990 = -267155.756518 nChanged 25 SP:Iteration 19Q (1675.150982 sec): 3 clusters Score: Raw -268956.507108 + Penalty 1793.836990 = -267162.670117 nChanged 21 SP:Iteration 20F (1675.266148 sec): 3 clusters Score: Raw -268962.679716 + Penalty 1793.836990 = -267168.842725 nChanged 18 SP:Iteration 21Q (1675.384225 sec): 3 clusters Score: Raw -268967.104161 + Penalty 1793.836990 = -267173.267170 nChanged 15 SP:Iteration 22Q (1675.470586 sec): 3 clusters Score: Raw -268973.634509 + Penalty 1793.836990 = -267179.797518 nChanged 16 SP:Iteration 23Q (1675.584594 sec): 3 clusters Score: Raw -268979.284480 + Penalty 1793.836990 = -267185.447490 nChanged 20 SP:Iteration 24Q (1675.698088 sec): 3 clusters Score: Raw -268984.721235 + Penalty 1793.836990 = -267190.884245 nChanged 9 SP:Iteration 25Q (1675.816480 sec): 3 clusters Score: Raw -268987.299613 + Penalty 1793.836990 = -267193.462622 nChanged 15 SP:Iteration 26Q (1675.936960 sec): 3 clusters Score: Raw -268990.734663 + Penalty 1793.836990 = -267196.897672 nChanged 12 SP:Iteration 27Q (1676.051817 sec): 3 clusters Score: Raw -268992.914664 + Penalty 1793.836990 = -267199.077674 nChanged 8 SP:Iteration 28Q (1676.141153 sec): 3 clusters Score: Raw -268994.116845 + Penalty 1793.836990 = -267200.279854 nChanged 8 SP:Iteration 29Q (1676.247594 sec): 3 clusters Score: Raw -268995.847754 + Penalty 1793.836990 = -267202.010764 nChanged 14 SP:Iteration 30Q (1676.369950 sec): 3 clusters Score: Raw -269000.451966 + Penalty 1793.836990 = -267206.614976 nChanged 12 SP:Iteration 31Q (1676.485416 sec): 3 clusters Score: Raw -269004.539676 + Penalty 1793.836990 = -267210.702686 nChanged 15 SP:Iteration 32Q (1676.583144 sec): 3 clusters Score: Raw -269008.386065 + Penalty 1793.836990 = -267214.549074 nChanged 15 SP:Iteration 33Q (1676.702226 sec): 3 clusters Score: Raw -269012.318951 + Penalty 1793.836990 = -267218.481961 nChanged 13 SP:Iteration 34Q (1676.808594 sec): 3 clusters Score: Raw -269017.289021 + Penalty 1793.836990 = -267223.452031 nChanged 19 SP:Iteration 35Q (1676.923082 sec): 3 clusters Score: Raw -269022.794120 + Penalty 1793.836990 = -267228.957129 nChanged 20 SP:Iteration 36Q (1677.058937 sec): 3 clusters Score: Raw -269031.446885 + Penalty 1793.836990 = -267237.609894 nChanged 19 SP:Iteration 37Q (1677.157766 sec): 3 clusters Score: Raw -269038.812036 + Penalty 1793.836990 = -267244.975046 nChanged 22 SP:Iteration 38Q (1677.264004 sec): 3 clusters Score: Raw -269045.510942 + Penalty 1793.836990 = -267251.673952 nChanged 23 SP:Iteration 39Q (1677.375509 sec): 3 clusters Score: Raw -269053.414274 + Penalty 1793.836990 = -267259.577284 nChanged 26 SP:Iteration 40F (1677.484795 sec): 3 clusters Score: Raw -269062.777364 + Penalty 1793.836990 = -267268.940374 nChanged 19 SP:Iteration 41Q (1677.593123 sec): 3 clusters Score: Raw -269069.210401 + Penalty 1793.836990 = -267275.373411 nChanged 20 SP:Iteration 42Q (1677.700831 sec): 3 clusters Score: Raw -269076.317482 + Penalty 1793.836990 = -267282.480492 nChanged 16 SP:Iteration 43Q (1677.814744 sec): 3 clusters Score: Raw -269083.824810 + Penalty 1793.836990 = -267289.987820 nChanged 15 SP:Iteration 44Q (1677.941988 sec): 3 clusters Score: Raw -269094.685374 + Penalty 1793.836990 = -267300.848384 nChanged 19 SP:Iteration 45Q (1678.045119 sec): 3 clusters Score: Raw -269107.980062 + Penalty 1793.836990 = -267314.143072 nChanged 21 SP:Iteration 46Q (1678.144915 sec): 3 clusters Score: Raw -269122.917426 + Penalty 1793.836990 = -267329.080435 nChanged 20 SP:Iteration 47Q (1678.252919 sec): 3 clusters Score: Raw -269131.887147 + Penalty 1793.836990 = -267338.050157 nChanged 12 SP:Iteration 48Q (1678.360393 sec): 3 clusters Score: Raw -269138.123809 + Penalty 1793.836990 = -267344.286819 nChanged 9 SP:Iteration 49Q (1678.438239 sec): 3 clusters Score: Raw -269140.893022 + Penalty 1793.836990 = -267347.056032 nChanged 5 SP:Iteration 50Q (1678.536117 sec): 3 clusters Score: Raw -269142.993994 + Penalty 1793.836990 = -267349.157004 nChanged 5 SP:Iteration 51Q (1678.644989 sec): 3 clusters Score: Raw -269144.759794 + Penalty 1793.836990 = -267350.922804 nChanged 2 SP:Iteration 52Q (1678.730128 sec): 3 clusters Score: Raw -269144.975211 + Penalty 1793.836990 = -267351.138220 nChanged 1 SP:Iteration 53Q (1678.829362 sec): 3 clusters Score: Raw -269145.337920 + Penalty 1793.836990 = -267351.500929 nChanged 0 SP:Iteration 54F (1678.927991 sec): 3 clusters Score: Raw -269145.337920 + Penalty 1793.836990 = -267351.500929 nChanged 0 Trying to split cluster 9 (662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1678.985336 sec): 2 clusters Score: Raw -29055.148285 + Penalty 682.002883 = -28373.145401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1679.080058 sec): 3 clusters Score: Raw -28846.056868 + Penalty 1364.005767 = -27482.051102 nChanged 208 SP:Iteration 1F (1679.177057 sec): 3 clusters Score: Raw -29100.925553 + Penalty 1364.005767 = -27736.919786 nChanged 68 SP:Iteration 2F (1679.275533 sec): 3 clusters Score: Raw -29189.799456 + Penalty 1364.005767 = -27825.793690 nChanged 42 SP:Iteration 3F (1679.353765 sec): 3 clusters Score: Raw -29252.266725 + Penalty 1364.005767 = -27888.260958 nChanged 23 SP:Iteration 4Q (1679.448265 sec): 3 clusters Score: Raw -29288.900488 + Penalty 1364.005767 = -27924.894721 nChanged 23 SP:Iteration 5Q (1679.565528 sec): 3 clusters Score: Raw -29322.838145 + Penalty 1364.005767 = -27958.832379 nChanged 13 SP:Iteration 6Q (1679.658200 sec): 3 clusters Score: Raw -29342.447758 + Penalty 1364.005767 = -27978.441992 nChanged 8 SP:Iteration 7Q (1679.762100 sec): 3 clusters Score: Raw -29351.520640 + Penalty 1364.005767 = -27987.514873 nChanged 5 SP:Iteration 8Q (1679.867286 sec): 3 clusters Score: Raw -29354.472527 + Penalty 1364.005767 = -27990.466760 nChanged 5 SP:Iteration 9Q (1679.969302 sec): 3 clusters Score: Raw -29358.517578 + Penalty 1364.005767 = -27994.511811 nChanged 2 SP:Iteration 10Q (1680.073630 sec): 3 clusters Score: Raw -29360.356024 + Penalty 1364.005767 = -27996.350257 nChanged 1 SP:Iteration 11Q (1680.178982 sec): 3 clusters Score: Raw -29360.822459 + Penalty 1364.005767 = -27996.816692 nChanged 1 SP:Iteration 12Q (1680.305245 sec): 3 clusters Score: Raw -29361.267295 + Penalty 1364.005767 = -27997.261528 nChanged 0 SP:Iteration 13F (1680.388832 sec): 3 clusters Score: Raw -29361.267295 + Penalty 1364.005767 = -27997.261528 nChanged 0 Trying to split cluster 10 (4053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1680.476393 sec): 2 clusters Score: Raw -220876.194280 + Penalty 872.257326 = -220003.936954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1680.562943 sec): 3 clusters Score: Raw -218755.672545 + Penalty 1744.514652 = -217011.157894 nChanged 1594 SP:Iteration 1F (1680.695098 sec): 3 clusters Score: Raw -219766.273494 + Penalty 1744.514652 = -218021.758843 nChanged 337 SP:Iteration 2F (1680.798689 sec): 3 clusters Score: Raw -219988.525326 + Penalty 1744.514652 = -218244.010674 nChanged 254 SP:Iteration 3F (1680.907242 sec): 3 clusters Score: Raw -220157.286022 + Penalty 1744.514652 = -218412.771371 nChanged 194 SP:Iteration 4Q (1681.012187 sec): 3 clusters Score: Raw -220273.312886 + Penalty 1744.514652 = -218528.798235 nChanged 163 SP:Iteration 5Q (1681.094490 sec): 3 clusters Score: Raw -220382.749968 + Penalty 1744.514652 = -218638.235316 nChanged 145 SP:Iteration 6Q (1681.177002 sec): 3 clusters Score: Raw -220491.813936 + Penalty 1744.514652 = -218747.299285 nChanged 126 SP:Iteration 7Q (1681.287698 sec): 3 clusters Score: Raw -220613.820658 + Penalty 1744.514652 = -218869.306007 nChanged 133 SP:Iteration 8Q (1681.400130 sec): 3 clusters Score: Raw -220733.904787 + Penalty 1744.514652 = -218989.390136 nChanged 135 SP:Iteration 9Q (1681.503682 sec): 3 clusters Score: Raw -220849.334435 + Penalty 1744.514652 = -219104.819784 nChanged 120 SP:Iteration 10Q (1681.592546 sec): 3 clusters Score: Raw -220964.903086 + Penalty 1744.514652 = -219220.388434 nChanged 101 SP:Iteration 11Q (1681.715054 sec): 3 clusters Score: Raw -221056.842920 + Penalty 1744.514652 = -219312.328269 nChanged 90 SP:Iteration 12Q (1681.780175 sec): 3 clusters Score: Raw -221124.785055 + Penalty 1744.514652 = -219380.270403 nChanged 75 SP:Iteration 13Q (1681.899540 sec): 3 clusters Score: Raw -221182.046067 + Penalty 1744.514652 = -219437.531415 nChanged 64 SP:Iteration 14Q (1681.999710 sec): 3 clusters Score: Raw -221239.236843 + Penalty 1744.514652 = -219494.722191 nChanged 54 SP:Iteration 15Q (1682.104105 sec): 3 clusters Score: Raw -221280.117159 + Penalty 1744.514652 = -219535.602508 nChanged 44 SP:Iteration 16Q (1682.212868 sec): 3 clusters Score: Raw -221309.614488 + Penalty 1744.514652 = -219565.099836 nChanged 36 SP:Iteration 17Q (1682.310469 sec): 3 clusters Score: Raw -221342.363850 + Penalty 1744.514652 = -219597.849198 nChanged 44 SP:Iteration 18Q (1682.417904 sec): 3 clusters Score: Raw -221373.596619 + Penalty 1744.514652 = -219629.081967 nChanged 36 SP:Iteration 19Q (1682.514807 sec): 3 clusters Score: Raw -221405.567861 + Penalty 1744.514652 = -219661.053209 nChanged 36 SP:Iteration 20F (1682.608335 sec): 3 clusters Score: Raw -221434.166314 + Penalty 1744.514652 = -219689.651662 nChanged 26 SP:Iteration 21Q (1682.702295 sec): 3 clusters Score: Raw -221453.243830 + Penalty 1744.514652 = -219708.729179 nChanged 24 SP:Iteration 22Q (1682.800134 sec): 3 clusters Score: Raw -221469.984931 + Penalty 1744.514652 = -219725.470280 nChanged 22 SP:Iteration 23Q (1682.912163 sec): 3 clusters Score: Raw -221482.843995 + Penalty 1744.514652 = -219738.329343 nChanged 18 SP:Iteration 24Q (1683.024711 sec): 3 clusters Score: Raw -221490.426407 + Penalty 1744.514652 = -219745.911756 nChanged 9 SP:Iteration 25Q (1683.121940 sec): 3 clusters Score: Raw -221494.610278 + Penalty 1744.514652 = -219750.095627 nChanged 12 SP:Iteration 26Q (1683.223621 sec): 3 clusters Score: Raw -221500.763467 + Penalty 1744.514652 = -219756.248816 nChanged 9 SP:Iteration 27Q (1683.323854 sec): 3 clusters Score: Raw -221505.555051 + Penalty 1744.514652 = -219761.040399 nChanged 9 SP:Iteration 28Q (1683.447830 sec): 3 clusters Score: Raw -221510.268960 + Penalty 1744.514652 = -219765.754308 nChanged 3 SP:Iteration 29Q (1683.530870 sec): 3 clusters Score: Raw -221512.055357 + Penalty 1744.514652 = -219767.540706 nChanged 1 SP:Iteration 30Q (1683.645340 sec): 3 clusters Score: Raw -221512.226942 + Penalty 1744.514652 = -219767.712290 nChanged 1 SP:Iteration 31Q (1683.750008 sec): 3 clusters Score: Raw -221512.949966 + Penalty 1744.514652 = -219768.435315 nChanged 1 SP:Iteration 32Q (1683.853616 sec): 3 clusters Score: Raw -221513.278301 + Penalty 1744.514652 = -219768.763649 nChanged 1 SP:Iteration 33Q (1683.946933 sec): 3 clusters Score: Raw -221514.020157 + Penalty 1744.514652 = -219769.505506 nChanged 3 SP:Iteration 34Q (1684.060151 sec): 3 clusters Score: Raw -221515.270170 + Penalty 1744.514652 = -219770.755518 nChanged 2 SP:Iteration 35Q (1684.179148 sec): 3 clusters Score: Raw -221516.115887 + Penalty 1744.514652 = -219771.601235 nChanged 0 SP:Iteration 36F (1684.300135 sec): 3 clusters Score: Raw -221516.115887 + Penalty 1744.514652 = -219771.601235 nChanged 0 Iteration 59Q (1685.360877 sec): 15 clusters Score: Raw -2003152.394686 + Penalty 15614.569717 = -1987537.824968 nChanged 992 Iteration 60F (1686.516033 sec): 15 clusters Score: Raw -2003930.506286 + Penalty 15614.569717 = -1988315.936568 nChanged 870 Iteration 61Q (1687.515944 sec): 15 clusters Score: Raw -2004358.377145 + Penalty 15614.569717 = -1988743.807428 nChanged 601 Iteration 62Q (1688.572855 sec): 15 clusters Score: Raw -2004602.169727 + Penalty 15614.569717 = -1988987.600010 nChanged 494 Iteration 63Q (1689.702091 sec): 15 clusters Score: Raw -2004792.198627 + Penalty 15614.569717 = -1989177.628909 nChanged 432 Iteration 64Q (1690.780112 sec): 15 clusters Score: Raw -2004952.807134 + Penalty 15614.569717 = -1989338.237416 nChanged 377 Iteration 65Q (1691.927709 sec): 15 clusters Score: Raw -2005077.555943 + Penalty 15614.569717 = -1989462.986226 nChanged 360 Iteration 66Q (1693.024708 sec): 15 clusters Score: Raw -2005185.899176 + Penalty 15614.569717 = -1989571.329459 nChanged 307 Iteration 67Q (1694.078935 sec): 15 clusters Score: Raw -2005265.876486 + Penalty 15614.569717 = -1989651.306768 nChanged 261 Iteration 68Q (1695.104025 sec): 15 clusters Score: Raw -2005329.012233 + Penalty 15614.569717 = -1989714.442516 nChanged 218 Iteration 69Q (1696.075960 sec): 15 clusters Score: Raw -2005380.892466 + Penalty 15614.569717 = -1989766.322748 nChanged 197 Iteration 70Q (1697.072377 sec): 15 clusters Score: Raw -2005430.600481 + Penalty 15614.569717 = -1989816.030763 nChanged 189 Iteration 71Q (1698.082866 sec): 15 clusters Score: Raw -2005474.486661 + Penalty 15614.569717 = -1989859.916943 nChanged 159 Iteration 72Q (1699.122568 sec): 15 clusters Score: Raw -2005506.313036 + Penalty 15614.569717 = -1989891.743319 nChanged 137 Iteration 73Q (1700.109819 sec): 15 clusters Score: Raw -2005530.371250 + Penalty 15614.569717 = -1989915.801533 nChanged 137 Iteration 74Q (1701.156198 sec): 15 clusters Score: Raw -2005557.043046 + Penalty 15614.569717 = -1989942.473329 nChanged 127 Iteration 75Q (1702.134134 sec): 15 clusters Score: Raw -2005578.323037 + Penalty 15614.569717 = -1989963.753320 nChanged 114 Iteration 76Q (1703.111195 sec): 15 clusters Score: Raw -2005597.611715 + Penalty 15614.569717 = -1989983.041997 nChanged 104 Iteration 77Q (1704.077617 sec): 15 clusters Score: Raw -2005616.344576 + Penalty 15614.569717 = -1990001.774858 nChanged 90 Iteration 78Q (1705.081905 sec): 15 clusters Score: Raw -2005633.734599 + Penalty 15614.569717 = -1990019.164881 nChanged 99 Iteration 79Q (1706.072531 sec): 15 clusters Score: Raw -2005659.136016 + Penalty 15614.569717 = -1990044.566299 nChanged 96 Iteration 80F (1707.213720 sec): 15 clusters Score: Raw -2005680.444275 + Penalty 15614.569717 = -1990065.874558 nChanged 77 Iteration 81Q (1708.230581 sec): 15 clusters Score: Raw -2005695.145908 + Penalty 15614.569717 = -1990080.576191 nChanged 63 Iteration 82Q (1709.249795 sec): 15 clusters Score: Raw -2005705.213444 + Penalty 15614.569717 = -1990090.643726 nChanged 56 Iteration 83Q (1710.311351 sec): 15 clusters Score: Raw -2005716.313533 + Penalty 15614.569717 = -1990101.743815 nChanged 54 Iteration 84Q (1711.319327 sec): 15 clusters Score: Raw -2005726.288053 + Penalty 15614.569717 = -1990111.718336 nChanged 48 Iteration 85Q (1712.306621 sec): 15 clusters Score: Raw -2005733.980609 + Penalty 15614.569717 = -1990119.410892 nChanged 47 Iteration 86Q (1713.254488 sec): 15 clusters Score: Raw -2005740.148286 + Penalty 15614.569717 = -1990125.578569 nChanged 32 Iteration 87Q (1714.240627 sec): 15 clusters Score: Raw -2005746.166045 + Penalty 15614.569717 = -1990131.596327 nChanged 42 Iteration 88Q (1715.205091 sec): 15 clusters Score: Raw -2005752.167560 + Penalty 15614.569717 = -1990137.597842 nChanged 35 Iteration 89Q (1716.165077 sec): 15 clusters Score: Raw -2005756.076747 + Penalty 15614.569717 = -1990141.507030 nChanged 27 Iteration 90Q (1717.158936 sec): 15 clusters Score: Raw -2005758.762876 + Penalty 15614.569717 = -1990144.193158 nChanged 26 Iteration 91Q (1718.221416 sec): 15 clusters Score: Raw -2005761.469651 + Penalty 15614.569717 = -1990146.899933 nChanged 22 Iteration 92Q (1719.214965 sec): 15 clusters Score: Raw -2005764.186745 + Penalty 15614.569717 = -1990149.617028 nChanged 21 Iteration 93Q (1720.227085 sec): 15 clusters Score: Raw -2005767.508819 + Penalty 15614.569717 = -1990152.939102 nChanged 22 Iteration 94Q (1721.199374 sec): 15 clusters Score: Raw -2005770.811926 + Penalty 15614.569717 = -1990156.242209 nChanged 16 Iteration 95Q (1722.169629 sec): 15 clusters Score: Raw -2005773.572651 + Penalty 15614.569717 = -1990159.002933 nChanged 13 Iteration 96Q (1723.148564 sec): 15 clusters Score: Raw -2005774.864566 + Penalty 15614.569717 = -1990160.294849 nChanged 9 Iteration 97Q (1724.129646 sec): 15 clusters Score: Raw -2005776.373330 + Penalty 15614.569717 = -1990161.803613 nChanged 13 Iteration 98Q (1725.171710 sec): 15 clusters Score: Raw -2005779.279035 + Penalty 15614.569717 = -1990164.709318 nChanged 10 Writing temp clu file Because OldScore, -1990161.803613, is greater than current (better) Score,-1990164.709318 Compute initial score before splitting: Score: Raw -2005779.279035 + Penalty 15614.569717 = -1990164.709318 Trying to split cluster 1 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.262591 sec): 2 clusters Score: Raw -18120.044066 + Penalty 665.922749 = -17454.121317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.319070 sec): 3 clusters Score: Raw -18006.833260 + Penalty 1331.845498 = -16674.987762 nChanged 177 SP:Iteration 1F (1725.403920 sec): 3 clusters Score: Raw -18264.323088 + Penalty 1331.845498 = -16932.477590 nChanged 53 SP:Iteration 2F (1725.507930 sec): 3 clusters Score: Raw -18400.122483 + Penalty 1331.845498 = -17068.276985 nChanged 37 SP:Iteration 3F (1725.588040 sec): 3 clusters Score: Raw -18465.006349 + Penalty 1331.845498 = -17133.160851 nChanged 22 SP:Iteration 4Q (1725.691965 sec): 3 clusters Score: Raw -18509.418466 + Penalty 1331.845498 = -17177.572968 nChanged 13 SP:Iteration 5Q (1725.791883 sec): 3 clusters Score: Raw -18529.209143 + Penalty 1331.845498 = -17197.363645 nChanged 14 SP:Iteration 6Q (1725.896830 sec): 3 clusters Score: Raw -18558.292283 + Penalty 1331.845498 = -17226.446785 nChanged 10 SP:Iteration 7Q (1725.970810 sec): 3 clusters Score: Raw -18576.522316 + Penalty 1331.845498 = -17244.676818 nChanged 9 SP:Iteration 8Q (1726.091710 sec): 3 clusters Score: Raw -18587.185931 + Penalty 1331.845498 = -17255.340433 nChanged 7 SP:Iteration 9Q (1726.186211 sec): 3 clusters Score: Raw -18596.272580 + Penalty 1331.845498 = -17264.427082 nChanged 7 SP:Iteration 10Q (1726.293038 sec): 3 clusters Score: Raw -18606.735834 + Penalty 1331.845498 = -17274.890336 nChanged 5 SP:Iteration 11Q (1726.395577 sec): 3 clusters Score: Raw -18616.907060 + Penalty 1331.845498 = -17285.061562 nChanged 7 SP:Iteration 12Q (1726.489214 sec): 3 clusters Score: Raw -18641.316026 + Penalty 1331.845498 = -17309.470528 nChanged 7 SP:Iteration 13Q (1726.569427 sec): 3 clusters Score: Raw -18657.425127 + Penalty 1331.845498 = -17325.579629 nChanged 8 SP:Iteration 14Q (1726.675057 sec): 3 clusters Score: Raw -18671.126692 + Penalty 1331.845498 = -17339.281194 nChanged 5 SP:Iteration 15Q (1726.756779 sec): 3 clusters Score: Raw -18677.101823 + Penalty 1331.845498 = -17345.256325 nChanged 4 SP:Iteration 16Q (1726.851255 sec): 3 clusters Score: Raw -18681.456408 + Penalty 1331.845498 = -17349.610910 nChanged 5 SP:Iteration 17Q (1726.932055 sec): 3 clusters Score: Raw -18686.493983 + Penalty 1331.845498 = -17354.648485 nChanged 3 SP:Iteration 18Q (1727.022763 sec): 3 clusters Score: Raw -18689.035540 + Penalty 1331.845498 = -17357.190043 nChanged 0 SP:Iteration 19F (1727.120057 sec): 3 clusters Score: Raw -18689.035540 + Penalty 1331.845498 = -17357.190043 nChanged 0 Trying to split cluster 2 (1785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1727.184148 sec): 2 clusters Score: Raw -90552.395740 + Penalty 786.153238 = -89766.242502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1727.277301 sec): 3 clusters Score: Raw -89707.064081 + Penalty 1572.306476 = -88134.757606 nChanged 696 SP:Iteration 1F (1727.385023 sec): 3 clusters Score: Raw -90221.716191 + Penalty 1572.306476 = -88649.409715 nChanged 166 SP:Iteration 2F (1727.466226 sec): 3 clusters Score: Raw -90384.849987 + Penalty 1572.306476 = -88812.543512 nChanged 119 SP:Iteration 3F (1727.559639 sec): 3 clusters Score: Raw -90496.237347 + Penalty 1572.306476 = -88923.930871 nChanged 95 SP:Iteration 4F (1727.658147 sec): 3 clusters Score: Raw -90588.923493 + Penalty 1572.306476 = -89016.617017 nChanged 74 SP:Iteration 5Q (1727.753892 sec): 3 clusters Score: Raw -90660.807173 + Penalty 1572.306476 = -89088.500697 nChanged 56 SP:Iteration 6Q (1727.858489 sec): 3 clusters Score: Raw -90702.326358 + Penalty 1572.306476 = -89130.019882 nChanged 45 SP:Iteration 7Q (1727.963480 sec): 3 clusters Score: Raw -90735.617658 + Penalty 1572.306476 = -89163.311182 nChanged 36 SP:Iteration 8Q (1728.059454 sec): 3 clusters Score: Raw -90761.641445 + Penalty 1572.306476 = -89189.334969 nChanged 28 SP:Iteration 9Q (1728.163385 sec): 3 clusters Score: Raw -90780.860929 + Penalty 1572.306476 = -89208.554453 nChanged 23 SP:Iteration 10Q (1728.245825 sec): 3 clusters Score: Raw -90791.804439 + Penalty 1572.306476 = -89219.497963 nChanged 18 SP:Iteration 11Q (1728.353904 sec): 3 clusters Score: Raw -90799.589973 + Penalty 1572.306476 = -89227.283497 nChanged 9 SP:Iteration 12Q (1728.437011 sec): 3 clusters Score: Raw -90803.233814 + Penalty 1572.306476 = -89230.927338 nChanged 10 SP:Iteration 13Q (1728.558713 sec): 3 clusters Score: Raw -90809.457283 + Penalty 1572.306476 = -89237.150808 nChanged 7 SP:Iteration 14Q (1728.639617 sec): 3 clusters Score: Raw -90812.744336 + Penalty 1572.306476 = -89240.437860 nChanged 5 SP:Iteration 15Q (1728.752470 sec): 3 clusters Score: Raw -90814.684252 + Penalty 1572.306476 = -89242.377776 nChanged 7 SP:Iteration 16Q (1728.834173 sec): 3 clusters Score: Raw -90818.597868 + Penalty 1572.306476 = -89246.291392 nChanged 5 SP:Iteration 17Q (1728.936440 sec): 3 clusters Score: Raw -90820.253599 + Penalty 1572.306476 = -89247.947123 nChanged 3 SP:Iteration 18Q (1729.034616 sec): 3 clusters Score: Raw -90821.181200 + Penalty 1572.306476 = -89248.874724 nChanged 0 SP:Iteration 19F (1729.158614 sec): 3 clusters Score: Raw -90821.181200 + Penalty 1572.306476 = -89248.874724 nChanged 0 Trying to split cluster 3 (2036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1729.238014 sec): 2 clusters Score: Raw -97954.391266 + Penalty 799.967950 = -97154.423316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1729.342526 sec): 3 clusters Score: Raw -97026.985658 + Penalty 1599.935899 = -95427.049759 nChanged 764 SP:Iteration 1F (1729.445408 sec): 3 clusters Score: Raw -97612.239615 + Penalty 1599.935899 = -96012.303715 nChanged 200 SP:Iteration 2F (1729.518331 sec): 3 clusters Score: Raw -97785.743657 + Penalty 1599.935899 = -96185.807758 nChanged 144 SP:Iteration 3F (1729.628931 sec): 3 clusters Score: Raw -97921.481972 + Penalty 1599.935899 = -96321.546073 nChanged 113 SP:Iteration 4F (1729.721750 sec): 3 clusters Score: Raw -98029.741929 + Penalty 1599.935899 = -96429.806029 nChanged 91 SP:Iteration 5Q (1729.838129 sec): 3 clusters Score: Raw -98103.609621 + Penalty 1599.935899 = -96503.673722 nChanged 58 SP:Iteration 6Q (1729.926952 sec): 3 clusters Score: Raw -98146.815892 + Penalty 1599.935899 = -96546.879993 nChanged 47 SP:Iteration 7Q (1730.012134 sec): 3 clusters Score: Raw -98173.933729 + Penalty 1599.935899 = -96573.997830 nChanged 32 SP:Iteration 8Q (1730.104114 sec): 3 clusters Score: Raw -98190.619133 + Penalty 1599.935899 = -96590.683233 nChanged 25 SP:Iteration 9Q (1730.191577 sec): 3 clusters Score: Raw -98200.788991 + Penalty 1599.935899 = -96600.853092 nChanged 13 SP:Iteration 10Q (1730.282113 sec): 3 clusters Score: Raw -98205.007099 + Penalty 1599.935899 = -96605.071200 nChanged 7 SP:Iteration 11Q (1730.411170 sec): 3 clusters Score: Raw -98207.516269 + Penalty 1599.935899 = -96607.580370 nChanged 8 SP:Iteration 12Q (1730.492655 sec): 3 clusters Score: Raw -98210.372818 + Penalty 1599.935899 = -96610.436918 nChanged 5 SP:Iteration 13Q (1730.567276 sec): 3 clusters Score: Raw -98211.480433 + Penalty 1599.935899 = -96611.544534 nChanged 1 SP:Iteration 14Q (1730.647659 sec): 3 clusters Score: Raw -98211.718414 + Penalty 1599.935899 = -96611.782515 nChanged 1 SP:Iteration 15Q (1730.741830 sec): 3 clusters Score: Raw -98211.779875 + Penalty 1599.935899 = -96611.843976 nChanged 0 SP:Iteration 16F (1730.857965 sec): 3 clusters Score: Raw -98211.779875 + Penalty 1599.935899 = -96611.843976 nChanged 0 Trying to split cluster 4 (1220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1730.896526 sec): 2 clusters Score: Raw -54053.972603 + Penalty 746.193644 = -53307.778959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1730.990888 sec): 3 clusters Score: Raw -53561.015475 + Penalty 1492.387289 = -52068.628186 nChanged 450 SP:Iteration 1F (1731.105007 sec): 3 clusters Score: Raw -53856.639768 + Penalty 1492.387289 = -52364.252479 nChanged 120 SP:Iteration 2F (1731.186446 sec): 3 clusters Score: Raw -53953.112851 + Penalty 1492.387289 = -52460.725562 nChanged 60 SP:Iteration 3Q (1731.286066 sec): 3 clusters Score: Raw -53994.468640 + Penalty 1492.387289 = -52502.081351 nChanged 44 SP:Iteration 4Q (1731.383932 sec): 3 clusters Score: Raw -54039.540588 + Penalty 1492.387289 = -52547.153299 nChanged 44 SP:Iteration 5Q (1731.472877 sec): 3 clusters Score: Raw -54082.971409 + Penalty 1492.387289 = -52590.584120 nChanged 47 SP:Iteration 6Q (1731.559304 sec): 3 clusters Score: Raw -54127.465314 + Penalty 1492.387289 = -52635.078025 nChanged 38 SP:Iteration 7Q (1731.632574 sec): 3 clusters Score: Raw -54167.580044 + Penalty 1492.387289 = -52675.192755 nChanged 37 SP:Iteration 8Q (1731.730188 sec): 3 clusters Score: Raw -54199.187841 + Penalty 1492.387289 = -52706.800552 nChanged 27 SP:Iteration 9Q (1731.829659 sec): 3 clusters Score: Raw -54228.167907 + Penalty 1492.387289 = -52735.780618 nChanged 24 SP:Iteration 10Q (1731.924092 sec): 3 clusters Score: Raw -54250.163115 + Penalty 1492.387289 = -52757.775826 nChanged 28 SP:Iteration 11Q (1732.019687 sec): 3 clusters Score: Raw -54270.211925 + Penalty 1492.387289 = -52777.824636 nChanged 27 SP:Iteration 12Q (1732.121781 sec): 3 clusters Score: Raw -54291.980806 + Penalty 1492.387289 = -52799.593517 nChanged 27 SP:Iteration 13Q (1732.213678 sec): 3 clusters Score: Raw -54315.495649 + Penalty 1492.387289 = -52823.108360 nChanged 24 SP:Iteration 14Q (1732.317082 sec): 3 clusters Score: Raw -54334.453405 + Penalty 1492.387289 = -52842.066116 nChanged 20 SP:Iteration 15Q (1732.413276 sec): 3 clusters Score: Raw -54345.949928 + Penalty 1492.387289 = -52853.562639 nChanged 9 SP:Iteration 16Q (1732.535817 sec): 3 clusters Score: Raw -54352.794525 + Penalty 1492.387289 = -52860.407236 nChanged 5 SP:Iteration 17Q (1732.605744 sec): 3 clusters Score: Raw -54356.600292 + Penalty 1492.387289 = -52864.213003 nChanged 5 SP:Iteration 18Q (1732.697065 sec): 3 clusters Score: Raw -54359.697709 + Penalty 1492.387289 = -52867.310420 nChanged 7 SP:Iteration 19Q (1732.813930 sec): 3 clusters Score: Raw -54363.380424 + Penalty 1492.387289 = -52870.993135 nChanged 3 SP:Iteration 20F (1732.901597 sec): 3 clusters Score: Raw -54365.906936 + Penalty 1492.387289 = -52873.519647 nChanged 4 SP:Iteration 21Q (1732.983009 sec): 3 clusters Score: Raw -54367.407065 + Penalty 1492.387289 = -52875.019776 nChanged 4 SP:Iteration 22Q (1733.081905 sec): 3 clusters Score: Raw -54368.652667 + Penalty 1492.387289 = -52876.265378 nChanged 3 SP:Iteration 23Q (1733.176792 sec): 3 clusters Score: Raw -54369.884358 + Penalty 1492.387289 = -52877.497069 nChanged 0 SP:Iteration 24F (1733.236109 sec): 3 clusters Score: Raw -54369.884358 + Penalty 1492.387289 = -52877.497069 nChanged 0 Trying to split cluster 5 (2795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1733.296809 sec): 2 clusters Score: Raw -131762.043001 + Penalty 833.236675 = -130928.806326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1733.404396 sec): 3 clusters Score: Raw -130360.097362 + Penalty 1666.473351 = -128693.624011 nChanged 1122 SP:Iteration 1F (1733.507846 sec): 3 clusters Score: Raw -131080.830402 + Penalty 1666.473351 = -129414.357051 nChanged 213 SP:Iteration 2F (1733.621881 sec): 3 clusters Score: Raw -131238.726932 + Penalty 1666.473351 = -129572.253581 nChanged 160 SP:Iteration 3F (1733.718202 sec): 3 clusters Score: Raw -131345.325281 + Penalty 1666.473351 = -129678.851930 nChanged 142 SP:Iteration 4F (1733.813033 sec): 3 clusters Score: Raw -131433.164582 + Penalty 1666.473351 = -129766.691231 nChanged 114 SP:Iteration 5Q (1733.910034 sec): 3 clusters Score: Raw -131509.443313 + Penalty 1666.473351 = -129842.969962 nChanged 102 SP:Iteration 6Q (1734.034946 sec): 3 clusters Score: Raw -131571.320272 + Penalty 1666.473351 = -129904.846922 nChanged 79 SP:Iteration 7Q (1734.105598 sec): 3 clusters Score: Raw -131612.666011 + Penalty 1666.473351 = -129946.192660 nChanged 73 SP:Iteration 8Q (1734.214069 sec): 3 clusters Score: Raw -131648.029404 + Penalty 1666.473351 = -129981.556053 nChanged 56 SP:Iteration 9Q (1734.332096 sec): 3 clusters Score: Raw -131672.585373 + Penalty 1666.473351 = -130006.112022 nChanged 42 SP:Iteration 10Q (1734.409405 sec): 3 clusters Score: Raw -131689.891190 + Penalty 1666.473351 = -130023.417839 nChanged 29 SP:Iteration 11Q (1734.500369 sec): 3 clusters Score: Raw -131698.945755 + Penalty 1666.473351 = -130032.472404 nChanged 26 SP:Iteration 12Q (1734.583526 sec): 3 clusters Score: Raw -131713.646937 + Penalty 1666.473351 = -130047.173586 nChanged 32 SP:Iteration 13Q (1734.687789 sec): 3 clusters Score: Raw -131729.488178 + Penalty 1666.473351 = -130063.014827 nChanged 38 SP:Iteration 14Q (1734.795088 sec): 3 clusters Score: Raw -131742.710864 + Penalty 1666.473351 = -130076.237513 nChanged 28 SP:Iteration 15Q (1734.914457 sec): 3 clusters Score: Raw -131753.161396 + Penalty 1666.473351 = -130086.688045 nChanged 34 SP:Iteration 16Q (1735.010484 sec): 3 clusters Score: Raw -131766.911544 + Penalty 1666.473351 = -130100.438193 nChanged 26 SP:Iteration 17Q (1735.101053 sec): 3 clusters Score: Raw -131775.852943 + Penalty 1666.473351 = -130109.379592 nChanged 18 SP:Iteration 18Q (1735.227095 sec): 3 clusters Score: Raw -131782.087518 + Penalty 1666.473351 = -130115.614167 nChanged 22 SP:Iteration 19Q (1735.303331 sec): 3 clusters Score: Raw -131790.695473 + Penalty 1666.473351 = -130124.222122 nChanged 25 SP:Iteration 20F (1735.403846 sec): 3 clusters Score: Raw -131800.641767 + Penalty 1666.473351 = -130134.168416 nChanged 20 SP:Iteration 21Q (1735.512517 sec): 3 clusters Score: Raw -131809.928569 + Penalty 1666.473351 = -130143.455218 nChanged 30 SP:Iteration 22Q (1735.588004 sec): 3 clusters Score: Raw -131826.112039 + Penalty 1666.473351 = -130159.638688 nChanged 25 SP:Iteration 23Q (1735.710962 sec): 3 clusters Score: Raw -131841.874907 + Penalty 1666.473351 = -130175.401556 nChanged 30 SP:Iteration 24Q (1735.791419 sec): 3 clusters Score: Raw -131856.748540 + Penalty 1666.473351 = -130190.275189 nChanged 32 SP:Iteration 25Q (1735.887736 sec): 3 clusters Score: Raw -131871.229649 + Penalty 1666.473351 = -130204.756298 nChanged 26 SP:Iteration 26Q (1735.995940 sec): 3 clusters Score: Raw -131879.539490 + Penalty 1666.473351 = -130213.066139 nChanged 20 SP:Iteration 27Q (1736.080894 sec): 3 clusters Score: Raw -131887.758548 + Penalty 1666.473351 = -130221.285197 nChanged 22 SP:Iteration 28Q (1736.191719 sec): 3 clusters Score: Raw -131895.087125 + Penalty 1666.473351 = -130228.613774 nChanged 16 SP:Iteration 29Q (1736.299429 sec): 3 clusters Score: Raw -131901.077864 + Penalty 1666.473351 = -130234.604513 nChanged 12 SP:Iteration 30Q (1736.408839 sec): 3 clusters Score: Raw -131906.097400 + Penalty 1666.473351 = -130239.624050 nChanged 13 SP:Iteration 31Q (1736.532264 sec): 3 clusters Score: Raw -131911.782741 + Penalty 1666.473351 = -130245.309390 nChanged 14 SP:Iteration 32Q (1736.624050 sec): 3 clusters Score: Raw -131917.295215 + Penalty 1666.473351 = -130250.821864 nChanged 22 SP:Iteration 33Q (1736.720273 sec): 3 clusters Score: Raw -131924.755054 + Penalty 1666.473351 = -130258.281703 nChanged 18 SP:Iteration 34Q (1736.828614 sec): 3 clusters Score: Raw -131931.423567 + Penalty 1666.473351 = -130264.950216 nChanged 12 SP:Iteration 35Q (1736.934912 sec): 3 clusters Score: Raw -131936.512083 + Penalty 1666.473351 = -130270.038732 nChanged 13 SP:Iteration 36Q (1737.048555 sec): 3 clusters Score: Raw -131940.528989 + Penalty 1666.473351 = -130274.055638 nChanged 13 SP:Iteration 37Q (1737.132146 sec): 3 clusters Score: Raw -131943.914697 + Penalty 1666.473351 = -130277.441347 nChanged 5 SP:Iteration 38Q (1737.254173 sec): 3 clusters Score: Raw -131944.994405 + Penalty 1666.473351 = -130278.521054 nChanged 5 SP:Iteration 39Q (1737.353639 sec): 3 clusters Score: Raw -131945.850357 + Penalty 1666.473351 = -130279.377006 nChanged 2 SP:Iteration 40F (1737.462550 sec): 3 clusters Score: Raw -131946.234351 + Penalty 1666.473351 = -130279.761000 nChanged 2 SP:Iteration 41Q (1737.574654 sec): 3 clusters Score: Raw -131946.967341 + Penalty 1666.473351 = -130280.493990 nChanged 3 SP:Iteration 42Q (1737.705088 sec): 3 clusters Score: Raw -131947.618950 + Penalty 1666.473351 = -130281.145599 nChanged 2 SP:Iteration 43Q (1737.802020 sec): 3 clusters Score: Raw -131948.234343 + Penalty 1666.473351 = -130281.760992 nChanged 0 SP:Iteration 44F (1737.878788 sec): 3 clusters Score: Raw -131948.234343 + Penalty 1666.473351 = -130281.760992 nChanged 0 Trying to split cluster 6 (12751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1737.971538 sec): 2 clusters Score: Raw -719073.946743 + Penalty 992.603323 = -718081.343421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1738.122508 sec): 3 clusters Score: Raw -711362.707449 + Penalty 1985.206646 = -709377.500804 nChanged 5760 SP:Iteration 1F (1738.206268 sec): 3 clusters Score: Raw -714651.774155 + Penalty 1985.206646 = -712666.567509 nChanged 862 SP:Iteration 2F (1738.336402 sec): 3 clusters Score: Raw -715127.430896 + Penalty 1985.206646 = -713142.224250 nChanged 940 SP:Iteration 3F (1738.459691 sec): 3 clusters Score: Raw -715765.876652 + Penalty 1985.206646 = -713780.670007 nChanged 986 SP:Iteration 4F (1738.585646 sec): 3 clusters Score: Raw -716516.709033 + Penalty 1985.206646 = -714531.502388 nChanged 918 SP:Iteration 5F (1738.714769 sec): 3 clusters Score: Raw -717278.159988 + Penalty 1985.206646 = -715292.953343 nChanged 734 SP:Iteration 6F (1738.834396 sec): 3 clusters Score: Raw -717909.769597 + Penalty 1985.206646 = -715924.562952 nChanged 506 SP:Iteration 7Q (1738.955076 sec): 3 clusters Score: Raw -718355.351095 + Penalty 1985.206646 = -716370.144450 nChanged 357 SP:Iteration 8Q (1739.069934 sec): 3 clusters Score: Raw -718680.270317 + Penalty 1985.206646 = -716695.063671 nChanged 238 SP:Iteration 9Q (1739.183114 sec): 3 clusters Score: Raw -718881.613306 + Penalty 1985.206646 = -716896.406661 nChanged 138 SP:Iteration 10Q (1739.306725 sec): 3 clusters Score: Raw -718976.500098 + Penalty 1985.206646 = -716991.293452 nChanged 98 SP:Iteration 11Q (1739.436029 sec): 3 clusters Score: Raw -719041.907871 + Penalty 1985.206646 = -717056.701226 nChanged 68 SP:Iteration 12Q (1739.580831 sec): 3 clusters Score: Raw -719083.398167 + Penalty 1985.206646 = -717098.191522 nChanged 47 SP:Iteration 13Q (1739.685707 sec): 3 clusters Score: Raw -719114.817485 + Penalty 1985.206646 = -717129.610840 nChanged 35 SP:Iteration 14Q (1739.821306 sec): 3 clusters Score: Raw -719138.566808 + Penalty 1985.206646 = -717153.360162 nChanged 24 SP:Iteration 15Q (1739.925009 sec): 3 clusters Score: Raw -719150.788360 + Penalty 1985.206646 = -717165.581715 nChanged 17 SP:Iteration 16Q (1740.046934 sec): 3 clusters Score: Raw -719161.215166 + Penalty 1985.206646 = -717176.008520 nChanged 13 SP:Iteration 17Q (1740.180427 sec): 3 clusters Score: Raw -719165.732540 + Penalty 1985.206646 = -717180.525894 nChanged 13 SP:Iteration 18Q (1740.299340 sec): 3 clusters Score: Raw -719171.034170 + Penalty 1985.206646 = -717185.827525 nChanged 12 SP:Iteration 19Q (1740.423648 sec): 3 clusters Score: Raw -719175.880720 + Penalty 1985.206646 = -717190.674075 nChanged 6 SP:Iteration 20F (1740.534299 sec): 3 clusters Score: Raw -719179.328317 + Penalty 1985.206646 = -717194.121671 nChanged 7 SP:Iteration 21Q (1740.641102 sec): 3 clusters Score: Raw -719183.253631 + Penalty 1985.206646 = -717198.046985 nChanged 9 SP:Iteration 22Q (1740.742979 sec): 3 clusters Score: Raw -719189.471671 + Penalty 1985.206646 = -717204.265025 nChanged 10 SP:Iteration 23Q (1740.883278 sec): 3 clusters Score: Raw -719197.566822 + Penalty 1985.206646 = -717212.360177 nChanged 8 SP:Iteration 24Q (1740.995787 sec): 3 clusters Score: Raw -719202.267120 + Penalty 1985.206646 = -717217.060474 nChanged 8 SP:Iteration 25Q (1741.133209 sec): 3 clusters Score: Raw -719207.613862 + Penalty 1985.206646 = -717222.407217 nChanged 7 SP:Iteration 26Q (1741.258034 sec): 3 clusters Score: Raw -719212.095895 + Penalty 1985.206646 = -717226.889249 nChanged 9 SP:Iteration 27Q (1741.389214 sec): 3 clusters Score: Raw -719217.994999 + Penalty 1985.206646 = -717232.788353 nChanged 9 SP:Iteration 28Q (1741.511868 sec): 3 clusters Score: Raw -719222.801919 + Penalty 1985.206646 = -717237.595274 nChanged 9 SP:Iteration 29Q (1741.632563 sec): 3 clusters Score: Raw -719227.731098 + Penalty 1985.206646 = -717242.524452 nChanged 7 SP:Iteration 30Q (1741.755734 sec): 3 clusters Score: Raw -719231.694024 + Penalty 1985.206646 = -717246.487378 nChanged 3 SP:Iteration 31Q (1741.860309 sec): 3 clusters Score: Raw -719234.278621 + Penalty 1985.206646 = -717249.071975 nChanged 7 SP:Iteration 32Q (1742.004403 sec): 3 clusters Score: Raw -719238.375616 + Penalty 1985.206646 = -717253.168970 nChanged 4 SP:Iteration 33Q (1742.107995 sec): 3 clusters Score: Raw -719239.900597 + Penalty 1985.206646 = -717254.693952 nChanged 4 SP:Iteration 34Q (1742.233509 sec): 3 clusters Score: Raw -719242.731661 + Penalty 1985.206646 = -717257.525015 nChanged 3 SP:Iteration 35Q (1742.385188 sec): 3 clusters Score: Raw -719244.871394 + Penalty 1985.206646 = -717259.664749 nChanged 2 SP:Iteration 36Q (1742.483625 sec): 3 clusters Score: Raw -719246.840539 + Penalty 1985.206646 = -717261.633893 nChanged 3 SP:Iteration 37Q (1742.620080 sec): 3 clusters Score: Raw -719248.153107 + Penalty 1985.206646 = -717262.946461 nChanged 2 SP:Iteration 38Q (1742.740146 sec): 3 clusters Score: Raw -719249.165283 + Penalty 1985.206646 = -717263.958638 nChanged 2 SP:Iteration 39Q (1742.859836 sec): 3 clusters Score: Raw -719250.585482 + Penalty 1985.206646 = -717265.378837 nChanged 2 SP:Iteration 40F (1742.986110 sec): 3 clusters Score: Raw -719251.888836 + Penalty 1985.206646 = -717266.682190 nChanged 1 SP:Iteration 41Q (1743.101341 sec): 3 clusters Score: Raw -719252.443543 + Penalty 1985.206646 = -717267.236898 nChanged 0 SP:Iteration 42F (1743.227735 sec): 3 clusters Score: Raw -719252.443543 + Penalty 1985.206646 = -717267.236898 nChanged 0 Trying to split cluster 7 (2069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1743.285011 sec): 2 clusters Score: Raw -94775.379644 + Penalty 801.656171 = -93973.723472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1743.406373 sec): 3 clusters Score: Raw -93807.667297 + Penalty 1603.312342 = -92204.354955 nChanged 777 SP:Iteration 1F (1743.488666 sec): 3 clusters Score: Raw -94347.441104 + Penalty 1603.312342 = -92744.128762 nChanged 171 SP:Iteration 2F (1743.590578 sec): 3 clusters Score: Raw -94470.030448 + Penalty 1603.312342 = -92866.718106 nChanged 112 SP:Iteration 3F (1743.716755 sec): 3 clusters Score: Raw -94544.282534 + Penalty 1603.312342 = -92940.970192 nChanged 78 SP:Iteration 4Q (1743.816990 sec): 3 clusters Score: Raw -94605.417536 + Penalty 1603.312342 = -93002.105194 nChanged 67 SP:Iteration 5Q (1743.914635 sec): 3 clusters Score: Raw -94673.858181 + Penalty 1603.312342 = -93070.545839 nChanged 81 SP:Iteration 6Q (1743.987427 sec): 3 clusters Score: Raw -94768.047158 + Penalty 1603.312342 = -93164.734815 nChanged 78 SP:Iteration 7Q (1744.107369 sec): 3 clusters Score: Raw -94852.559878 + Penalty 1603.312342 = -93249.247536 nChanged 78 SP:Iteration 8Q (1744.192908 sec): 3 clusters Score: Raw -94915.187070 + Penalty 1603.312342 = -93311.874727 nChanged 53 SP:Iteration 9Q (1744.284487 sec): 3 clusters Score: Raw -94951.601922 + Penalty 1603.312342 = -93348.289580 nChanged 40 SP:Iteration 10Q (1744.408809 sec): 3 clusters Score: Raw -94978.149630 + Penalty 1603.312342 = -93374.837287 nChanged 36 SP:Iteration 11Q (1744.526436 sec): 3 clusters Score: Raw -95003.741661 + Penalty 1603.312342 = -93400.429319 nChanged 33 SP:Iteration 12Q (1744.629943 sec): 3 clusters Score: Raw -95018.859272 + Penalty 1603.312342 = -93415.546929 nChanged 17 SP:Iteration 13Q (1744.718173 sec): 3 clusters Score: Raw -95024.464277 + Penalty 1603.312342 = -93421.151934 nChanged 7 SP:Iteration 14Q (1744.805882 sec): 3 clusters Score: Raw -95027.246390 + Penalty 1603.312342 = -93423.934048 nChanged 4 SP:Iteration 15Q (1744.905603 sec): 3 clusters Score: Raw -95029.483079 + Penalty 1603.312342 = -93426.170737 nChanged 8 SP:Iteration 16Q (1745.019076 sec): 3 clusters Score: Raw -95033.790034 + Penalty 1603.312342 = -93430.477692 nChanged 7 SP:Iteration 17Q (1745.114330 sec): 3 clusters Score: Raw -95038.972008 + Penalty 1603.312342 = -93435.659665 nChanged 8 SP:Iteration 18Q (1745.212728 sec): 3 clusters Score: Raw -95041.683121 + Penalty 1603.312342 = -93438.370779 nChanged 6 SP:Iteration 19Q (1745.330359 sec): 3 clusters Score: Raw -95045.339978 + Penalty 1603.312342 = -93442.027635 nChanged 5 SP:Iteration 20F (1745.432323 sec): 3 clusters Score: Raw -95050.347102 + Penalty 1603.312342 = -93447.034759 nChanged 8 SP:Iteration 21Q (1745.529582 sec): 3 clusters Score: Raw -95054.289410 + Penalty 1603.312342 = -93450.977068 nChanged 9 SP:Iteration 22Q (1745.638815 sec): 3 clusters Score: Raw -95058.219434 + Penalty 1603.312342 = -93454.907092 nChanged 8 SP:Iteration 23Q (1745.730527 sec): 3 clusters Score: Raw -95062.112707 + Penalty 1603.312342 = -93458.800364 nChanged 9 SP:Iteration 24Q (1745.815327 sec): 3 clusters Score: Raw -95067.276953 + Penalty 1603.312342 = -93463.964611 nChanged 9 SP:Iteration 25Q (1745.921981 sec): 3 clusters Score: Raw -95070.291415 + Penalty 1603.312342 = -93466.979072 nChanged 10 SP:Iteration 26Q (1746.049532 sec): 3 clusters Score: Raw -95075.398830 + Penalty 1603.312342 = -93472.086488 nChanged 19 SP:Iteration 27Q (1746.134979 sec): 3 clusters Score: Raw -95086.142429 + Penalty 1603.312342 = -93482.830087 nChanged 18 SP:Iteration 28Q (1746.220776 sec): 3 clusters Score: Raw -95094.866370 + Penalty 1603.312342 = -93491.554028 nChanged 19 SP:Iteration 29Q (1746.321794 sec): 3 clusters Score: Raw -95104.862469 + Penalty 1603.312342 = -93501.550127 nChanged 17 SP:Iteration 30Q (1746.420467 sec): 3 clusters Score: Raw -95116.242142 + Penalty 1603.312342 = -93512.929799 nChanged 21 SP:Iteration 31Q (1746.518428 sec): 3 clusters Score: Raw -95136.578446 + Penalty 1603.312342 = -93533.266103 nChanged 32 SP:Iteration 32Q (1746.623467 sec): 3 clusters Score: Raw -95163.944394 + Penalty 1603.312342 = -93560.632052 nChanged 36 SP:Iteration 33Q (1746.727417 sec): 3 clusters Score: Raw -95190.562617 + Penalty 1603.312342 = -93587.250275 nChanged 28 SP:Iteration 34Q (1746.806786 sec): 3 clusters Score: Raw -95208.004105 + Penalty 1603.312342 = -93604.691763 nChanged 29 SP:Iteration 35Q (1746.919190 sec): 3 clusters Score: Raw -95230.095926 + Penalty 1603.312342 = -93626.783584 nChanged 21 SP:Iteration 36Q (1747.000920 sec): 3 clusters Score: Raw -95244.202086 + Penalty 1603.312342 = -93640.889744 nChanged 18 SP:Iteration 37Q (1747.119186 sec): 3 clusters Score: Raw -95252.427433 + Penalty 1603.312342 = -93649.115091 nChanged 10 SP:Iteration 38Q (1747.207201 sec): 3 clusters Score: Raw -95258.000997 + Penalty 1603.312342 = -93654.688655 nChanged 9 SP:Iteration 39Q (1747.300451 sec): 3 clusters Score: Raw -95262.394084 + Penalty 1603.312342 = -93659.081742 nChanged 8 SP:Iteration 40F (1747.426091 sec): 3 clusters Score: Raw -95264.930767 + Penalty 1603.312342 = -93661.618425 nChanged 7 SP:Iteration 41Q (1747.486716 sec): 3 clusters Score: Raw -95267.664097 + Penalty 1603.312342 = -93664.351755 nChanged 6 SP:Iteration 42Q (1747.595453 sec): 3 clusters Score: Raw -95270.092460 + Penalty 1603.312342 = -93666.780117 nChanged 4 SP:Iteration 43Q (1747.692616 sec): 3 clusters Score: Raw -95272.491992 + Penalty 1603.312342 = -93669.179650 nChanged 3 SP:Iteration 44Q (1747.783767 sec): 3 clusters Score: Raw -95273.773825 + Penalty 1603.312342 = -93670.461483 nChanged 3 SP:Iteration 45Q (1747.860092 sec): 3 clusters Score: Raw -95275.367082 + Penalty 1603.312342 = -93672.054740 nChanged 4 SP:Iteration 46Q (1747.962819 sec): 3 clusters Score: Raw -95276.752678 + Penalty 1603.312342 = -93673.440336 nChanged 1 SP:Iteration 47Q (1748.080528 sec): 3 clusters Score: Raw -95277.152504 + Penalty 1603.312342 = -93673.840162 nChanged 0 SP:Iteration 48F (1748.170173 sec): 3 clusters Score: Raw -95277.152504 + Penalty 1603.312342 = -93673.840162 nChanged 0 Trying to split cluster 8 (5592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1748.239327 sec): 2 clusters Score: Raw -294207.067614 + Penalty 906.054690 = -293301.012924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1748.355877 sec): 3 clusters Score: Raw -291058.748952 + Penalty 1812.109380 = -289246.639573 nChanged 2403 SP:Iteration 1F (1748.490610 sec): 3 clusters Score: Raw -292543.952760 + Penalty 1812.109380 = -290731.843381 nChanged 462 SP:Iteration 2F (1748.580928 sec): 3 clusters Score: Raw -292851.303717 + Penalty 1812.109380 = -291039.194337 nChanged 405 SP:Iteration 3F (1748.693612 sec): 3 clusters Score: Raw -293116.955541 + Penalty 1812.109380 = -291304.846162 nChanged 353 SP:Iteration 4F (1748.781065 sec): 3 clusters Score: Raw -293375.111946 + Penalty 1812.109380 = -291563.002566 nChanged 289 SP:Iteration 5F (1748.909675 sec): 3 clusters Score: Raw -293616.573189 + Penalty 1812.109380 = -291804.463810 nChanged 266 SP:Iteration 6Q (1749.010205 sec): 3 clusters Score: Raw -293881.375031 + Penalty 1812.109380 = -292069.265651 nChanged 279 SP:Iteration 7Q (1749.146962 sec): 3 clusters Score: Raw -294119.271956 + Penalty 1812.109380 = -292307.162577 nChanged 214 SP:Iteration 8Q (1749.233777 sec): 3 clusters Score: Raw -294322.607677 + Penalty 1812.109380 = -292510.498297 nChanged 223 SP:Iteration 9Q (1749.346188 sec): 3 clusters Score: Raw -294524.489972 + Penalty 1812.109380 = -292712.380592 nChanged 195 SP:Iteration 10Q (1749.455970 sec): 3 clusters Score: Raw -294674.085346 + Penalty 1812.109380 = -292861.975967 nChanged 141 SP:Iteration 11Q (1749.553104 sec): 3 clusters Score: Raw -294751.529476 + Penalty 1812.109380 = -292939.420097 nChanged 89 SP:Iteration 12Q (1749.663277 sec): 3 clusters Score: Raw -294786.583505 + Penalty 1812.109380 = -292974.474125 nChanged 63 SP:Iteration 13Q (1749.770905 sec): 3 clusters Score: Raw -294807.221115 + Penalty 1812.109380 = -292995.111736 nChanged 40 SP:Iteration 14Q (1749.864529 sec): 3 clusters Score: Raw -294818.248420 + Penalty 1812.109380 = -293006.139040 nChanged 35 SP:Iteration 15Q (1749.986547 sec): 3 clusters Score: Raw -294829.876346 + Penalty 1812.109380 = -293017.766967 nChanged 37 SP:Iteration 16Q (1750.085501 sec): 3 clusters Score: Raw -294841.385688 + Penalty 1812.109380 = -293029.276308 nChanged 39 SP:Iteration 17Q (1750.208422 sec): 3 clusters Score: Raw -294854.799093 + Penalty 1812.109380 = -293042.689714 nChanged 45 SP:Iteration 18Q (1750.315697 sec): 3 clusters Score: Raw -294872.953968 + Penalty 1812.109380 = -293060.844588 nChanged 57 SP:Iteration 19Q (1750.428619 sec): 3 clusters Score: Raw -294906.165478 + Penalty 1812.109380 = -293094.056098 nChanged 63 SP:Iteration 20F (1750.531323 sec): 3 clusters Score: Raw -294939.030622 + Penalty 1812.109380 = -293126.921243 nChanged 58 SP:Iteration 21Q (1750.637045 sec): 3 clusters Score: Raw -294974.240158 + Penalty 1812.109380 = -293162.130779 nChanged 48 SP:Iteration 22Q (1750.754618 sec): 3 clusters Score: Raw -295001.310765 + Penalty 1812.109380 = -293189.201385 nChanged 50 SP:Iteration 23Q (1750.857837 sec): 3 clusters Score: Raw -295023.888829 + Penalty 1812.109380 = -293211.779450 nChanged 40 SP:Iteration 24Q (1750.986318 sec): 3 clusters Score: Raw -295038.684653 + Penalty 1812.109380 = -293226.575274 nChanged 30 SP:Iteration 25Q (1751.077723 sec): 3 clusters Score: Raw -295050.639957 + Penalty 1812.109380 = -293238.530577 nChanged 33 SP:Iteration 26Q (1751.193410 sec): 3 clusters Score: Raw -295067.067536 + Penalty 1812.109380 = -293254.958157 nChanged 39 SP:Iteration 27Q (1751.308125 sec): 3 clusters Score: Raw -295085.137489 + Penalty 1812.109380 = -293273.028109 nChanged 31 SP:Iteration 28Q (1751.431545 sec): 3 clusters Score: Raw -295096.138732 + Penalty 1812.109380 = -293284.029353 nChanged 26 SP:Iteration 29Q (1751.540430 sec): 3 clusters Score: Raw -295102.535370 + Penalty 1812.109380 = -293290.425991 nChanged 17 SP:Iteration 30Q (1751.645438 sec): 3 clusters Score: Raw -295107.025277 + Penalty 1812.109380 = -293294.915897 nChanged 18 SP:Iteration 31Q (1751.745231 sec): 3 clusters Score: Raw -295112.641734 + Penalty 1812.109380 = -293300.532354 nChanged 14 SP:Iteration 32Q (1751.855153 sec): 3 clusters Score: Raw -295116.597325 + Penalty 1812.109380 = -293304.487945 nChanged 12 SP:Iteration 33Q (1751.969753 sec): 3 clusters Score: Raw -295118.759453 + Penalty 1812.109380 = -293306.650073 nChanged 6 SP:Iteration 34Q (1752.068744 sec): 3 clusters Score: Raw -295120.889201 + Penalty 1812.109380 = -293308.779822 nChanged 8 SP:Iteration 35Q (1752.162411 sec): 3 clusters Score: Raw -295122.840530 + Penalty 1812.109380 = -293310.731150 nChanged 4 SP:Iteration 36Q (1752.252416 sec): 3 clusters Score: Raw -295124.104131 + Penalty 1812.109380 = -293311.994751 nChanged 6 SP:Iteration 37Q (1752.376683 sec): 3 clusters Score: Raw -295125.713138 + Penalty 1812.109380 = -293313.603759 nChanged 8 SP:Iteration 38Q (1752.500678 sec): 3 clusters Score: Raw -295127.397637 + Penalty 1812.109380 = -293315.288257 nChanged 11 SP:Iteration 39Q (1752.604522 sec): 3 clusters Score: Raw -295129.919523 + Penalty 1812.109380 = -293317.810143 nChanged 6 SP:Iteration 40F (1752.687264 sec): 3 clusters Score: Raw -295131.218480 + Penalty 1812.109380 = -293319.109100 nChanged 7 SP:Iteration 41Q (1752.793391 sec): 3 clusters Score: Raw -295132.395279 + Penalty 1812.109380 = -293320.285899 nChanged 7 SP:Iteration 42Q (1752.897626 sec): 3 clusters Score: Raw -295133.270923 + Penalty 1812.109380 = -293321.161543 nChanged 4 SP:Iteration 43Q (1753.005328 sec): 3 clusters Score: Raw -295133.861190 + Penalty 1812.109380 = -293321.751810 nChanged 5 SP:Iteration 44Q (1753.116805 sec): 3 clusters Score: Raw -295134.635472 + Penalty 1812.109380 = -293322.526092 nChanged 3 SP:Iteration 45Q (1753.227820 sec): 3 clusters Score: Raw -295135.124024 + Penalty 1812.109380 = -293323.014644 nChanged 3 SP:Iteration 46Q (1753.342345 sec): 3 clusters Score: Raw -295135.706612 + Penalty 1812.109380 = -293323.597233 nChanged 1 SP:Iteration 47Q (1753.464094 sec): 3 clusters Score: Raw -295135.841065 + Penalty 1812.109380 = -293323.731685 nChanged 0 SP:Iteration 48F (1753.587379 sec): 3 clusters Score: Raw -295135.841065 + Penalty 1812.109380 = -293323.731685 nChanged 0 Score: Raw -2006710.043766 + Penalty 16729.896126 = -1989980.147641 Splitting cluster 8 changes total score from -1990164.709318 to -1989980.147641 So it's not getting split. Trying to split cluster 9 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1754.860783 sec): 2 clusters Score: Raw -30000.865858 + Penalty 686.047828 = -29314.818030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1754.937820 sec): 3 clusters Score: Raw -29744.740504 + Penalty 1372.095656 = -28372.644848 nChanged 211 SP:Iteration 1F (1755.041004 sec): 3 clusters Score: Raw -29932.197884 + Penalty 1372.095656 = -28560.102228 nChanged 63 SP:Iteration 2F (1755.136804 sec): 3 clusters Score: Raw -30001.382851 + Penalty 1372.095656 = -28629.287195 nChanged 41 SP:Iteration 3F (1755.231380 sec): 3 clusters Score: Raw -30060.115298 + Penalty 1372.095656 = -28688.019642 nChanged 30 SP:Iteration 4Q (1755.336361 sec): 3 clusters Score: Raw -30118.398711 + Penalty 1372.095656 = -28746.303055 nChanged 32 SP:Iteration 5Q (1755.436323 sec): 3 clusters Score: Raw -30173.200610 + Penalty 1372.095656 = -28801.104954 nChanged 22 SP:Iteration 6Q (1755.510805 sec): 3 clusters Score: Raw -30215.642855 + Penalty 1372.095656 = -28843.547199 nChanged 15 SP:Iteration 7Q (1755.585634 sec): 3 clusters Score: Raw -30231.624948 + Penalty 1372.095656 = -28859.529292 nChanged 12 SP:Iteration 8Q (1755.667352 sec): 3 clusters Score: Raw -30247.604004 + Penalty 1372.095656 = -28875.508348 nChanged 10 SP:Iteration 9Q (1755.767088 sec): 3 clusters Score: Raw -30257.900904 + Penalty 1372.095656 = -28885.805248 nChanged 10 SP:Iteration 10Q (1755.869748 sec): 3 clusters Score: Raw -30268.685276 + Penalty 1372.095656 = -28896.589620 nChanged 8 SP:Iteration 11Q (1755.948565 sec): 3 clusters Score: Raw -30277.341845 + Penalty 1372.095656 = -28905.246189 nChanged 4 SP:Iteration 12Q (1756.045334 sec): 3 clusters Score: Raw -30281.964683 + Penalty 1372.095656 = -28909.869027 nChanged 4 SP:Iteration 13Q (1756.133891 sec): 3 clusters Score: Raw -30287.915225 + Penalty 1372.095656 = -28915.819569 nChanged 3 SP:Iteration 14Q (1756.226719 sec): 3 clusters Score: Raw -30291.592803 + Penalty 1372.095656 = -28919.497147 nChanged 2 SP:Iteration 15Q (1756.325135 sec): 3 clusters Score: Raw -30292.155421 + Penalty 1372.095656 = -28920.059765 nChanged 1 SP:Iteration 16Q (1756.423656 sec): 3 clusters Score: Raw -30292.753873 + Penalty 1372.095656 = -28920.658217 nChanged 1 SP:Iteration 17Q (1756.519114 sec): 3 clusters Score: Raw -30293.417475 + Penalty 1372.095656 = -28921.321819 nChanged 0 SP:Iteration 18F (1756.602074 sec): 3 clusters Score: Raw -30293.417475 + Penalty 1372.095656 = -28921.321819 nChanged 0 Trying to split cluster 10 (3373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1756.677442 sec): 2 clusters Score: Raw -185235.281085 + Penalty 852.973573 = -184382.307513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1756.784380 sec): 3 clusters Score: Raw -183450.199714 + Penalty 1705.947145 = -181744.252568 nChanged 1397 SP:Iteration 1F (1756.904664 sec): 3 clusters Score: Raw -184288.268015 + Penalty 1705.947145 = -182582.320869 nChanged 270 SP:Iteration 2F (1756.987790 sec): 3 clusters Score: Raw -184460.879750 + Penalty 1705.947145 = -182754.932605 nChanged 221 SP:Iteration 3F (1757.089898 sec): 3 clusters Score: Raw -184603.848749 + Penalty 1705.947145 = -182897.901604 nChanged 172 SP:Iteration 4F (1757.200025 sec): 3 clusters Score: Raw -184684.563857 + Penalty 1705.947145 = -182978.616711 nChanged 133 SP:Iteration 5Q (1757.275494 sec): 3 clusters Score: Raw -184752.244398 + Penalty 1705.947145 = -183046.297253 nChanged 104 SP:Iteration 6Q (1757.370458 sec): 3 clusters Score: Raw -184815.854388 + Penalty 1705.947145 = -183109.907242 nChanged 107 SP:Iteration 7Q (1757.472770 sec): 3 clusters Score: Raw -184873.418524 + Penalty 1705.947145 = -183167.471379 nChanged 108 SP:Iteration 8Q (1757.549211 sec): 3 clusters Score: Raw -184937.351914 + Penalty 1705.947145 = -183231.404769 nChanged 93 SP:Iteration 9Q (1757.635592 sec): 3 clusters Score: Raw -184995.740645 + Penalty 1705.947145 = -183289.793499 nChanged 88 SP:Iteration 10Q (1757.739156 sec): 3 clusters Score: Raw -185045.771168 + Penalty 1705.947145 = -183339.824022 nChanged 71 SP:Iteration 11Q (1757.813519 sec): 3 clusters Score: Raw -185088.821176 + Penalty 1705.947145 = -183382.874031 nChanged 69 SP:Iteration 12Q (1757.909258 sec): 3 clusters Score: Raw -185132.139332 + Penalty 1705.947145 = -183426.192186 nChanged 55 SP:Iteration 13Q (1758.014224 sec): 3 clusters Score: Raw -185165.666773 + Penalty 1705.947145 = -183459.719627 nChanged 45 SP:Iteration 14Q (1758.139669 sec): 3 clusters Score: Raw -185193.284816 + Penalty 1705.947145 = -183487.337670 nChanged 39 SP:Iteration 15Q (1758.222024 sec): 3 clusters Score: Raw -185216.883354 + Penalty 1705.947145 = -183510.936209 nChanged 30 SP:Iteration 16Q (1758.334802 sec): 3 clusters Score: Raw -185233.206267 + Penalty 1705.947145 = -183527.259122 nChanged 25 SP:Iteration 17Q (1758.422357 sec): 3 clusters Score: Raw -185247.610796 + Penalty 1705.947145 = -183541.663650 nChanged 24 SP:Iteration 18Q (1758.517509 sec): 3 clusters Score: Raw -185260.670283 + Penalty 1705.947145 = -183554.723137 nChanged 16 SP:Iteration 19Q (1758.607928 sec): 3 clusters Score: Raw -185267.888080 + Penalty 1705.947145 = -183561.940934 nChanged 15 SP:Iteration 20F (1758.728478 sec): 3 clusters Score: Raw -185275.631512 + Penalty 1705.947145 = -183569.684367 nChanged 9 SP:Iteration 21Q (1758.800229 sec): 3 clusters Score: Raw -185280.622777 + Penalty 1705.947145 = -183574.675632 nChanged 8 SP:Iteration 22Q (1758.897487 sec): 3 clusters Score: Raw -185285.359332 + Penalty 1705.947145 = -183579.412187 nChanged 10 SP:Iteration 23Q (1759.006108 sec): 3 clusters Score: Raw -185290.329784 + Penalty 1705.947145 = -183584.382638 nChanged 7 SP:Iteration 24Q (1759.092302 sec): 3 clusters Score: Raw -185293.871027 + Penalty 1705.947145 = -183587.923882 nChanged 7 SP:Iteration 25Q (1759.188679 sec): 3 clusters Score: Raw -185298.103566 + Penalty 1705.947145 = -183592.156421 nChanged 6 SP:Iteration 26Q (1759.282307 sec): 3 clusters Score: Raw -185300.947147 + Penalty 1705.947145 = -183595.000002 nChanged 5 SP:Iteration 27Q (1759.410103 sec): 3 clusters Score: Raw -185302.865151 + Penalty 1705.947145 = -183596.918005 nChanged 3 SP:Iteration 28Q (1759.497315 sec): 3 clusters Score: Raw -185303.821355 + Penalty 1705.947145 = -183597.874209 nChanged 2 SP:Iteration 29Q (1759.598129 sec): 3 clusters Score: Raw -185304.170036 + Penalty 1705.947145 = -183598.222891 nChanged 1 SP:Iteration 30Q (1759.712724 sec): 3 clusters Score: Raw -185304.491262 + Penalty 1705.947145 = -183598.544117 nChanged 1 SP:Iteration 31Q (1759.813858 sec): 3 clusters Score: Raw -185304.745311 + Penalty 1705.947145 = -183598.798166 nChanged 0 SP:Iteration 32F (1759.901949 sec): 3 clusters Score: Raw -185304.745311 + Penalty 1705.947145 = -183598.798166 nChanged 0 Trying to split cluster 11 (1931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1759.956326 sec): 2 clusters Score: Raw -70148.520136 + Penalty 794.408295 = -69354.111841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1760.058450 sec): 3 clusters Score: Raw -69253.447330 + Penalty 1588.816589 = -67664.630741 nChanged 719 SP:Iteration 1F (1760.185939 sec): 3 clusters Score: Raw -69816.623540 + Penalty 1588.816589 = -68227.806950 nChanged 174 SP:Iteration 2F (1760.268906 sec): 3 clusters Score: Raw -70019.935976 + Penalty 1588.816589 = -68431.119387 nChanged 167 SP:Iteration 3F (1760.380827 sec): 3 clusters Score: Raw -70215.718569 + Penalty 1588.816589 = -68626.901979 nChanged 127 SP:Iteration 4F (1760.482419 sec): 3 clusters Score: Raw -70362.934499 + Penalty 1588.816589 = -68774.117909 nChanged 119 SP:Iteration 5F (1760.574759 sec): 3 clusters Score: Raw -70470.552577 + Penalty 1588.816589 = -68881.735987 nChanged 70 SP:Iteration 6Q (1760.677112 sec): 3 clusters Score: Raw -70532.670004 + Penalty 1588.816589 = -68943.853415 nChanged 52 SP:Iteration 7Q (1760.773405 sec): 3 clusters Score: Raw -70567.808518 + Penalty 1588.816589 = -68978.991929 nChanged 39 SP:Iteration 8Q (1760.875725 sec): 3 clusters Score: Raw -70585.687709 + Penalty 1588.816589 = -68996.871120 nChanged 17 SP:Iteration 9Q (1760.980061 sec): 3 clusters Score: Raw -70595.659542 + Penalty 1588.816589 = -69006.842953 nChanged 18 SP:Iteration 10Q (1761.082525 sec): 3 clusters Score: Raw -70605.386553 + Penalty 1588.816589 = -69016.569964 nChanged 14 SP:Iteration 11Q (1761.169180 sec): 3 clusters Score: Raw -70611.380323 + Penalty 1588.816589 = -69022.563734 nChanged 9 SP:Iteration 12Q (1761.268144 sec): 3 clusters Score: Raw -70614.227796 + Penalty 1588.816589 = -69025.411207 nChanged 7 SP:Iteration 13Q (1761.358037 sec): 3 clusters Score: Raw -70617.738311 + Penalty 1588.816589 = -69028.921722 nChanged 10 SP:Iteration 14Q (1761.458023 sec): 3 clusters Score: Raw -70621.096420 + Penalty 1588.816589 = -69032.279831 nChanged 7 SP:Iteration 15Q (1761.545643 sec): 3 clusters Score: Raw -70623.663329 + Penalty 1588.816589 = -69034.846740 nChanged 9 SP:Iteration 16Q (1761.639081 sec): 3 clusters Score: Raw -70626.688171 + Penalty 1588.816589 = -69037.871581 nChanged 6 SP:Iteration 17Q (1761.729679 sec): 3 clusters Score: Raw -70628.315169 + Penalty 1588.816589 = -69039.498580 nChanged 5 SP:Iteration 18Q (1761.824153 sec): 3 clusters Score: Raw -70629.900133 + Penalty 1588.816589 = -69041.083544 nChanged 4 SP:Iteration 19Q (1761.942035 sec): 3 clusters Score: Raw -70630.911800 + Penalty 1588.816589 = -69042.095211 nChanged 2 SP:Iteration 20F (1762.053043 sec): 3 clusters Score: Raw -70631.353423 + Penalty 1588.816589 = -69042.536833 nChanged 1 SP:Iteration 21Q (1762.144628 sec): 3 clusters Score: Raw -70631.873156 + Penalty 1588.816589 = -69043.056567 nChanged 2 SP:Iteration 22Q (1762.243005 sec): 3 clusters Score: Raw -70632.564632 + Penalty 1588.816589 = -69043.748043 nChanged 2 SP:Iteration 23Q (1762.333849 sec): 3 clusters Score: Raw -70633.465012 + Penalty 1588.816589 = -69044.648423 nChanged 3 SP:Iteration 24Q (1762.440092 sec): 3 clusters Score: Raw -70634.270410 + Penalty 1588.816589 = -69045.453821 nChanged 1 SP:Iteration 25Q (1762.546785 sec): 3 clusters Score: Raw -70635.454810 + Penalty 1588.816589 = -69046.638221 nChanged 9 SP:Iteration 26Q (1762.631914 sec): 3 clusters Score: Raw -70644.052064 + Penalty 1588.816589 = -69055.235474 nChanged 11 SP:Iteration 27Q (1762.732876 sec): 3 clusters Score: Raw -70654.959016 + Penalty 1588.816589 = -69066.142427 nChanged 10 SP:Iteration 28Q (1762.844069 sec): 3 clusters Score: Raw -70667.151566 + Penalty 1588.816589 = -69078.334976 nChanged 12 SP:Iteration 29Q (1762.928919 sec): 3 clusters Score: Raw -70674.648123 + Penalty 1588.816589 = -69085.831533 nChanged 19 SP:Iteration 30Q (1763.022836 sec): 3 clusters Score: Raw -70688.471337 + Penalty 1588.816589 = -69099.654748 nChanged 24 SP:Iteration 31Q (1763.126408 sec): 3 clusters Score: Raw -70699.995804 + Penalty 1588.816589 = -69111.179214 nChanged 12 SP:Iteration 32Q (1763.213631 sec): 3 clusters Score: Raw -70707.448933 + Penalty 1588.816589 = -69118.632344 nChanged 10 SP:Iteration 33Q (1763.302970 sec): 3 clusters Score: Raw -70712.681973 + Penalty 1588.816589 = -69123.865384 nChanged 9 SP:Iteration 34Q (1763.403920 sec): 3 clusters Score: Raw -70717.129734 + Penalty 1588.816589 = -69128.313145 nChanged 12 SP:Iteration 35Q (1763.490244 sec): 3 clusters Score: Raw -70723.591059 + Penalty 1588.816589 = -69134.774469 nChanged 10 SP:Iteration 36Q (1763.583926 sec): 3 clusters Score: Raw -70727.248471 + Penalty 1588.816589 = -69138.431881 nChanged 6 SP:Iteration 37Q (1763.664774 sec): 3 clusters Score: Raw -70730.473623 + Penalty 1588.816589 = -69141.657034 nChanged 5 SP:Iteration 38Q (1763.765255 sec): 3 clusters Score: Raw -70734.505762 + Penalty 1588.816589 = -69145.689173 nChanged 8 SP:Iteration 39Q (1763.858178 sec): 3 clusters Score: Raw -70739.157005 + Penalty 1588.816589 = -69150.340416 nChanged 14 SP:Iteration 40F (1763.949409 sec): 3 clusters Score: Raw -70746.541252 + Penalty 1588.816589 = -69157.724663 nChanged 12 SP:Iteration 41Q (1764.031671 sec): 3 clusters Score: Raw -70754.970450 + Penalty 1588.816589 = -69166.153861 nChanged 17 SP:Iteration 42Q (1764.131630 sec): 3 clusters Score: Raw -70768.347241 + Penalty 1588.816589 = -69179.530651 nChanged 16 SP:Iteration 43Q (1764.248145 sec): 3 clusters Score: Raw -70779.205407 + Penalty 1588.816589 = -69190.388817 nChanged 12 SP:Iteration 44Q (1764.331732 sec): 3 clusters Score: Raw -70783.007743 + Penalty 1588.816589 = -69194.191154 nChanged 7 SP:Iteration 45Q (1764.455501 sec): 3 clusters Score: Raw -70785.337029 + Penalty 1588.816589 = -69196.520440 nChanged 3 SP:Iteration 46Q (1764.536647 sec): 3 clusters Score: Raw -70785.996162 + Penalty 1588.816589 = -69197.179572 nChanged 0 SP:Iteration 47F (1764.637815 sec): 3 clusters Score: Raw -70785.996162 + Penalty 1588.816589 = -69197.179572 nChanged 0 Trying to split cluster 12 (3828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1764.706310 sec): 2 clusters Score: Raw -203884.833303 + Penalty 866.260264 = -203018.573039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1764.780073 sec): 3 clusters Score: Raw -201859.101299 + Penalty 1732.520528 = -200126.580770 nChanged 1631 SP:Iteration 1F (1764.887537 sec): 3 clusters Score: Raw -202869.274965 + Penalty 1732.520528 = -201136.754437 nChanged 330 SP:Iteration 2F (1765.018277 sec): 3 clusters Score: Raw -203103.817699 + Penalty 1732.520528 = -201371.297171 nChanged 266 SP:Iteration 3F (1765.110009 sec): 3 clusters Score: Raw -203340.784501 + Penalty 1732.520528 = -201608.263973 nChanged 246 SP:Iteration 4F (1765.199367 sec): 3 clusters Score: Raw -203537.417955 + Penalty 1732.520528 = -201804.897426 nChanged 190 SP:Iteration 5Q (1765.298801 sec): 3 clusters Score: Raw -203690.165284 + Penalty 1732.520528 = -201957.644756 nChanged 172 SP:Iteration 6Q (1765.407009 sec): 3 clusters Score: Raw -203802.404727 + Penalty 1732.520528 = -202069.884199 nChanged 122 SP:Iteration 7Q (1765.495235 sec): 3 clusters Score: Raw -203870.560521 + Penalty 1732.520528 = -202138.039993 nChanged 91 SP:Iteration 8Q (1765.634347 sec): 3 clusters Score: Raw -203918.476385 + Penalty 1732.520528 = -202185.955857 nChanged 71 SP:Iteration 9Q (1765.742265 sec): 3 clusters Score: Raw -203951.514766 + Penalty 1732.520528 = -202218.994238 nChanged 61 SP:Iteration 10Q (1765.842219 sec): 3 clusters Score: Raw -203979.490259 + Penalty 1732.520528 = -202246.969731 nChanged 47 SP:Iteration 11Q (1765.925449 sec): 3 clusters Score: Raw -203996.555523 + Penalty 1732.520528 = -202264.034995 nChanged 39 SP:Iteration 12Q (1766.016772 sec): 3 clusters Score: Raw -204012.937724 + Penalty 1732.520528 = -202280.417196 nChanged 32 SP:Iteration 13Q (1766.115646 sec): 3 clusters Score: Raw -204025.412854 + Penalty 1732.520528 = -202292.892326 nChanged 27 SP:Iteration 14Q (1766.219033 sec): 3 clusters Score: Raw -204034.349233 + Penalty 1732.520528 = -202301.828705 nChanged 27 SP:Iteration 15Q (1766.303889 sec): 3 clusters Score: Raw -204041.628766 + Penalty 1732.520528 = -202309.108238 nChanged 24 SP:Iteration 16Q (1766.428819 sec): 3 clusters Score: Raw -204046.973220 + Penalty 1732.520528 = -202314.452692 nChanged 13 SP:Iteration 17Q (1766.527801 sec): 3 clusters Score: Raw -204049.287720 + Penalty 1732.520528 = -202316.767192 nChanged 12 SP:Iteration 18Q (1766.614515 sec): 3 clusters Score: Raw -204051.845155 + Penalty 1732.520528 = -202319.324627 nChanged 9 SP:Iteration 19Q (1766.701648 sec): 3 clusters Score: Raw -204052.979406 + Penalty 1732.520528 = -202320.458877 nChanged 7 SP:Iteration 20F (1766.802414 sec): 3 clusters Score: Raw -204053.951619 + Penalty 1732.520528 = -202321.431090 nChanged 6 SP:Iteration 21Q (1766.929892 sec): 3 clusters Score: Raw -204054.678725 + Penalty 1732.520528 = -202322.158197 nChanged 7 SP:Iteration 22Q (1767.001014 sec): 3 clusters Score: Raw -204055.753875 + Penalty 1732.520528 = -202323.233347 nChanged 5 SP:Iteration 23Q (1767.099816 sec): 3 clusters Score: Raw -204056.546212 + Penalty 1732.520528 = -202324.025684 nChanged 2 SP:Iteration 24Q (1767.201033 sec): 3 clusters Score: Raw -204056.825719 + Penalty 1732.520528 = -202324.305191 nChanged 1 SP:Iteration 25Q (1767.310591 sec): 3 clusters Score: Raw -204057.101988 + Penalty 1732.520528 = -202324.581460 nChanged 3 SP:Iteration 26Q (1767.401419 sec): 3 clusters Score: Raw -204057.592748 + Penalty 1732.520528 = -202325.072220 nChanged 2 SP:Iteration 27Q (1767.495465 sec): 3 clusters Score: Raw -204057.876106 + Penalty 1732.520528 = -202325.355578 nChanged 2 SP:Iteration 28Q (1767.523230 sec): 3 clusters Score: Raw -204058.102996 + Penalty 1732.520528 = -202325.582468 nChanged 0 SP:Iteration 29F (1767.627746 sec): 3 clusters Score: Raw -204058.102996 + Penalty 1732.520528 = -202325.582468 nChanged 0 Trying to split cluster 13 (1276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1767.676886 sec): 2 clusters Score: Raw -59817.225276 + Penalty 750.905974 = -59066.319302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1767.775732 sec): 3 clusters Score: Raw -59291.033241 + Penalty 1501.811947 = -57789.221294 nChanged 438 SP:Iteration 1F (1767.881237 sec): 3 clusters Score: Raw -59598.045220 + Penalty 1501.811947 = -58096.233272 nChanged 100 SP:Iteration 2F (1767.997338 sec): 3 clusters Score: Raw -59676.277929 + Penalty 1501.811947 = -58174.465981 nChanged 64 SP:Iteration 3F (1768.097798 sec): 3 clusters Score: Raw -59715.390293 + Penalty 1501.811947 = -58213.578345 nChanged 38 SP:Iteration 4Q (1768.199741 sec): 3 clusters Score: Raw -59739.047949 + Penalty 1501.811947 = -58237.236001 nChanged 32 SP:Iteration 5Q (1768.286878 sec): 3 clusters Score: Raw -59765.660410 + Penalty 1501.811947 = -58263.848463 nChanged 29 SP:Iteration 6Q (1768.379470 sec): 3 clusters Score: Raw -59782.495683 + Penalty 1501.811947 = -58280.683735 nChanged 25 SP:Iteration 7Q (1768.468380 sec): 3 clusters Score: Raw -59794.726656 + Penalty 1501.811947 = -58292.914709 nChanged 19 SP:Iteration 8Q (1768.595476 sec): 3 clusters Score: Raw -59808.062888 + Penalty 1501.811947 = -58306.250941 nChanged 23 SP:Iteration 9Q (1768.678587 sec): 3 clusters Score: Raw -59821.806674 + Penalty 1501.811947 = -58319.994727 nChanged 22 SP:Iteration 10Q (1768.755802 sec): 3 clusters Score: Raw -59831.252223 + Penalty 1501.811947 = -58329.440276 nChanged 19 SP:Iteration 11Q (1768.866865 sec): 3 clusters Score: Raw -59839.688952 + Penalty 1501.811947 = -58337.877005 nChanged 18 SP:Iteration 12Q (1768.966040 sec): 3 clusters Score: Raw -59850.342860 + Penalty 1501.811947 = -58348.530913 nChanged 23 SP:Iteration 13Q (1769.027989 sec): 3 clusters Score: Raw -59860.691728 + Penalty 1501.811947 = -58358.879781 nChanged 14 SP:Iteration 14Q (1769.117550 sec): 3 clusters Score: Raw -59869.877984 + Penalty 1501.811947 = -58368.066037 nChanged 10 SP:Iteration 15Q (1769.199382 sec): 3 clusters Score: Raw -59874.655676 + Penalty 1501.811947 = -58372.843728 nChanged 5 SP:Iteration 16Q (1769.297619 sec): 3 clusters Score: Raw -59876.344683 + Penalty 1501.811947 = -58374.532736 nChanged 3 SP:Iteration 17Q (1769.397602 sec): 3 clusters Score: Raw -59877.000296 + Penalty 1501.811947 = -58375.188349 nChanged 2 SP:Iteration 18Q (1769.492153 sec): 3 clusters Score: Raw -59877.533207 + Penalty 1501.811947 = -58375.721260 nChanged 3 SP:Iteration 19Q (1769.584235 sec): 3 clusters Score: Raw -59878.493441 + Penalty 1501.811947 = -58376.681493 nChanged 0 SP:Iteration 20F (1769.684229 sec): 3 clusters Score: Raw -59878.493441 + Penalty 1501.811947 = -58376.681493 nChanged 0 Trying to split cluster 14 (1072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1769.735550 sec): 2 clusters Score: Raw -49244.507584 + Penalty 732.614541 = -48511.893043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1769.826687 sec): 3 clusters Score: Raw -48810.043269 + Penalty 1465.229082 = -47344.814188 nChanged 355 SP:Iteration 1F (1769.916109 sec): 3 clusters Score: Raw -49105.688556 + Penalty 1465.229082 = -47640.459474 nChanged 116 SP:Iteration 2F (1770.025691 sec): 3 clusters Score: Raw -49216.617544 + Penalty 1465.229082 = -47751.388462 nChanged 55 SP:Iteration 3F (1770.116587 sec): 3 clusters Score: Raw -49269.632266 + Penalty 1465.229082 = -47804.403184 nChanged 41 SP:Iteration 4Q (1770.198520 sec): 3 clusters Score: Raw -49315.489142 + Penalty 1465.229082 = -47850.260060 nChanged 44 SP:Iteration 5Q (1770.292826 sec): 3 clusters Score: Raw -49385.809628 + Penalty 1465.229082 = -47920.580546 nChanged 39 SP:Iteration 6Q (1770.385458 sec): 3 clusters Score: Raw -49440.497261 + Penalty 1465.229082 = -47975.268179 nChanged 39 SP:Iteration 7Q (1770.497833 sec): 3 clusters Score: Raw -49474.466804 + Penalty 1465.229082 = -48009.237722 nChanged 26 SP:Iteration 8Q (1770.585794 sec): 3 clusters Score: Raw -49489.133529 + Penalty 1465.229082 = -48023.904447 nChanged 10 SP:Iteration 9Q (1770.687041 sec): 3 clusters Score: Raw -49496.405138 + Penalty 1465.229082 = -48031.176057 nChanged 13 SP:Iteration 10Q (1770.775864 sec): 3 clusters Score: Raw -49508.491278 + Penalty 1465.229082 = -48043.262196 nChanged 10 SP:Iteration 11Q (1770.865274 sec): 3 clusters Score: Raw -49516.504561 + Penalty 1465.229082 = -48051.275480 nChanged 6 SP:Iteration 12Q (1770.981910 sec): 3 clusters Score: Raw -49521.907259 + Penalty 1465.229082 = -48056.678177 nChanged 8 SP:Iteration 13Q (1771.035657 sec): 3 clusters Score: Raw -49529.261475 + Penalty 1465.229082 = -48064.032393 nChanged 8 SP:Iteration 14Q (1771.139614 sec): 3 clusters Score: Raw -49535.942219 + Penalty 1465.229082 = -48070.713137 nChanged 8 SP:Iteration 15Q (1771.255089 sec): 3 clusters Score: Raw -49540.776857 + Penalty 1465.229082 = -48075.547775 nChanged 4 SP:Iteration 16Q (1771.335316 sec): 3 clusters Score: Raw -49544.625415 + Penalty 1465.229082 = -48079.396334 nChanged 3 SP:Iteration 17Q (1771.450445 sec): 3 clusters Score: Raw -49546.205597 + Penalty 1465.229082 = -48080.976515 nChanged 3 SP:Iteration 18Q (1771.569558 sec): 3 clusters Score: Raw -49547.078652 + Penalty 1465.229082 = -48081.849570 nChanged 0 SP:Iteration 19F (1771.650861 sec): 3 clusters Score: Raw -49547.078652 + Penalty 1465.229082 = -48081.849570 nChanged 0 Iteration 99Q (1772.647278 sec): 15 clusters Score: Raw -2005781.473831 + Penalty 15614.569717 = -1990166.904114 nChanged 7 Iteration 100F (1773.807394 sec): 15 clusters Score: Raw -2005782.271824 + Penalty 15614.569717 = -1990167.702106 nChanged 9 Iteration 101Q (1774.803764 sec): 15 clusters Score: Raw -2005782.914773 + Penalty 15614.569717 = -1990168.345055 nChanged 6 Iteration 102Q (1775.824032 sec): 15 clusters Score: Raw -2005783.518331 + Penalty 15614.569717 = -1990168.948613 nChanged 12 Iteration 103Q (1776.859670 sec): 15 clusters Score: Raw -2005784.619470 + Penalty 15614.569717 = -1990170.049753 nChanged 9 Iteration 104Q (1777.934111 sec): 15 clusters Score: Raw -2005785.287076 + Penalty 15614.569717 = -1990170.717359 nChanged 11 Iteration 105Q (1778.968279 sec): 15 clusters Score: Raw -2005786.558653 + Penalty 15614.569717 = -1990171.988936 nChanged 12 Iteration 106Q (1780.010236 sec): 15 clusters Score: Raw -2005788.115273 + Penalty 15614.569717 = -1990173.545556 nChanged 16 Iteration 107Q (1780.999839 sec): 15 clusters Score: Raw -2005790.509039 + Penalty 15614.569717 = -1990175.939322 nChanged 9 Iteration 108Q (1781.980063 sec): 15 clusters Score: Raw -2005792.737402 + Penalty 15614.569717 = -1990178.167685 nChanged 12 Iteration 109Q (1783.030741 sec): 15 clusters Score: Raw -2005795.848589 + Penalty 15614.569717 = -1990181.278872 nChanged 13 Iteration 110Q (1784.059568 sec): 15 clusters Score: Raw -2005798.059131 + Penalty 15614.569717 = -1990183.489414 nChanged 11 Iteration 111Q (1785.027878 sec): 15 clusters Score: Raw -2005800.140834 + Penalty 15614.569717 = -1990185.571117 nChanged 7 Iteration 112Q (1785.999089 sec): 15 clusters Score: Raw -2005800.956733 + Penalty 15614.569717 = -1990186.387015 nChanged 5 Iteration 113Q (1787.067438 sec): 15 clusters Score: Raw -2005801.403633 + Penalty 15614.569717 = -1990186.833915 nChanged 3 Iteration 114Q (1787.876715 sec): 15 clusters Score: Raw -2005801.856183 + Penalty 15614.569717 = -1990187.286465 nChanged 8 Iteration 115Q (1788.916761 sec): 15 clusters Score: Raw -2005802.646248 + Penalty 15614.569717 = -1990188.076531 nChanged 7 Iteration 116Q (1789.941186 sec): 15 clusters Score: Raw -2005803.107498 + Penalty 15614.569717 = -1990188.537781 nChanged 4 Iteration 117Q (1790.881983 sec): 15 clusters Score: Raw -2005803.716786 + Penalty 15614.569717 = -1990189.147069 nChanged 4 Iteration 118Q (1791.874491 sec): 15 clusters Score: Raw -2005804.217244 + Penalty 15614.569717 = -1990189.647526 nChanged 2 Iteration 119Q (1792.853325 sec): 15 clusters Score: Raw -2005804.327555 + Penalty 15614.569717 = -1990189.757838 nChanged 0 Iteration 120F (1794.029056 sec): 15 clusters Score: Raw -2005804.327555 + Penalty 15614.569717 = -1990189.757838 nChanged 0 Compute initial score before splitting: Score: Raw -2005804.327555 + Penalty 15614.569717 = -1990189.757838 Trying to split cluster 1 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1794.105482 sec): 2 clusters Score: Raw -18120.044066 + Penalty 665.922749 = -17454.121317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1794.192880 sec): 3 clusters Score: Raw -18066.179307 + Penalty 1331.845498 = -16734.333809 nChanged 186 SP:Iteration 1F (1794.296663 sec): 3 clusters Score: Raw -18372.490893 + Penalty 1331.845498 = -17040.645395 nChanged 51 SP:Iteration 2F (1794.378374 sec): 3 clusters Score: Raw -18453.923592 + Penalty 1331.845498 = -17122.078094 nChanged 26 SP:Iteration 3Q (1794.475972 sec): 3 clusters Score: Raw -18531.112091 + Penalty 1331.845498 = -17199.266593 nChanged 18 SP:Iteration 4Q (1794.589120 sec): 3 clusters Score: Raw -18553.048895 + Penalty 1331.845498 = -17221.203397 nChanged 9 SP:Iteration 5Q (1794.661793 sec): 3 clusters Score: Raw -18559.783821 + Penalty 1331.845498 = -17227.938323 nChanged 5 SP:Iteration 6Q (1794.770993 sec): 3 clusters Score: Raw -18574.030711 + Penalty 1331.845498 = -17242.185213 nChanged 6 SP:Iteration 7Q (1794.842931 sec): 3 clusters Score: Raw -18580.397421 + Penalty 1331.845498 = -17248.551923 nChanged 4 SP:Iteration 8Q (1794.935093 sec): 3 clusters Score: Raw -18583.966149 + Penalty 1331.845498 = -17252.120651 nChanged 2 SP:Iteration 9Q (1795.038812 sec): 3 clusters Score: Raw -18588.010168 + Penalty 1331.845498 = -17256.164670 nChanged 2 SP:Iteration 10Q (1795.142490 sec): 3 clusters Score: Raw -18590.892699 + Penalty 1331.845498 = -17259.047201 nChanged 1 SP:Iteration 11Q (1795.239198 sec): 3 clusters Score: Raw -18591.324978 + Penalty 1331.845498 = -17259.479480 nChanged 0 SP:Iteration 12F (1795.337098 sec): 3 clusters Score: Raw -18591.324978 + Penalty 1331.845498 = -17259.479480 nChanged 0 Trying to split cluster 2 (1784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1795.395472 sec): 2 clusters Score: Raw -90509.043978 + Penalty 786.094398 = -89722.949580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1795.518720 sec): 3 clusters Score: Raw -89693.904384 + Penalty 1572.188796 = -88121.715588 nChanged 668 SP:Iteration 1F (1795.590204 sec): 3 clusters Score: Raw -90213.763824 + Penalty 1572.188796 = -88641.575028 nChanged 211 SP:Iteration 2F (1795.692773 sec): 3 clusters Score: Raw -90467.187103 + Penalty 1572.188796 = -88894.998307 nChanged 164 SP:Iteration 3F (1795.781081 sec): 3 clusters Score: Raw -90673.042241 + Penalty 1572.188796 = -89100.853445 nChanged 117 SP:Iteration 4F (1795.894973 sec): 3 clusters Score: Raw -90788.482742 + Penalty 1572.188796 = -89216.293946 nChanged 67 SP:Iteration 5Q (1796.011541 sec): 3 clusters Score: Raw -90842.274090 + Penalty 1572.188796 = -89270.085295 nChanged 35 SP:Iteration 6Q (1796.099879 sec): 3 clusters Score: Raw -90866.874360 + Penalty 1572.188796 = -89294.685564 nChanged 25 SP:Iteration 7Q (1796.172095 sec): 3 clusters Score: Raw -90880.827665 + Penalty 1572.188796 = -89308.638870 nChanged 14 SP:Iteration 8Q (1796.282651 sec): 3 clusters Score: Raw -90889.044638 + Penalty 1572.188796 = -89316.855842 nChanged 13 SP:Iteration 9Q (1796.362275 sec): 3 clusters Score: Raw -90899.476373 + Penalty 1572.188796 = -89327.287577 nChanged 9 SP:Iteration 10Q (1796.451674 sec): 3 clusters Score: Raw -90905.098247 + Penalty 1572.188796 = -89332.909452 nChanged 13 SP:Iteration 11Q (1796.561483 sec): 3 clusters Score: Raw -90912.409366 + Penalty 1572.188796 = -89340.220570 nChanged 9 SP:Iteration 12Q (1796.639552 sec): 3 clusters Score: Raw -90917.531226 + Penalty 1572.188796 = -89345.342430 nChanged 7 SP:Iteration 13Q (1796.748992 sec): 3 clusters Score: Raw -90919.878610 + Penalty 1572.188796 = -89347.689815 nChanged 4 SP:Iteration 14Q (1796.829966 sec): 3 clusters Score: Raw -90921.475587 + Penalty 1572.188796 = -89349.286791 nChanged 3 SP:Iteration 15Q (1796.920101 sec): 3 clusters Score: Raw -90922.985441 + Penalty 1572.188796 = -89350.796645 nChanged 3 SP:Iteration 16Q (1797.044834 sec): 3 clusters Score: Raw -90925.418889 + Penalty 1572.188796 = -89353.230093 nChanged 6 SP:Iteration 17Q (1797.143879 sec): 3 clusters Score: Raw -90928.581986 + Penalty 1572.188796 = -89356.393190 nChanged 3 SP:Iteration 18Q (1797.223989 sec): 3 clusters Score: Raw -90930.420088 + Penalty 1572.188796 = -89358.231293 nChanged 3 SP:Iteration 19Q (1797.328465 sec): 3 clusters Score: Raw -90931.385960 + Penalty 1572.188796 = -89359.197164 nChanged 0 SP:Iteration 20F (1797.422639 sec): 3 clusters Score: Raw -90931.385960 + Penalty 1572.188796 = -89359.197164 nChanged 0 Trying to split cluster 3 (2045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1797.481444 sec): 2 clusters Score: Raw -98406.686927 + Penalty 800.431072 = -97606.255855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1797.596116 sec): 3 clusters Score: Raw -97449.410537 + Penalty 1600.862144 = -95848.548392 nChanged 783 SP:Iteration 1F (1797.679957 sec): 3 clusters Score: Raw -97979.053405 + Penalty 1600.862144 = -96378.191261 nChanged 183 SP:Iteration 2F (1797.782179 sec): 3 clusters Score: Raw -98135.578438 + Penalty 1600.862144 = -96534.716293 nChanged 136 SP:Iteration 3F (1797.873623 sec): 3 clusters Score: Raw -98266.192687 + Penalty 1600.862144 = -96665.330542 nChanged 109 SP:Iteration 4F (1797.988632 sec): 3 clusters Score: Raw -98372.804158 + Penalty 1600.862144 = -96771.942013 nChanged 91 SP:Iteration 5Q (1798.053578 sec): 3 clusters Score: Raw -98435.651940 + Penalty 1600.862144 = -96834.789795 nChanged 63 SP:Iteration 6Q (1798.145138 sec): 3 clusters Score: Raw -98483.205274 + Penalty 1600.862144 = -96882.343130 nChanged 56 SP:Iteration 7Q (1798.252093 sec): 3 clusters Score: Raw -98540.751291 + Penalty 1600.862144 = -96939.889146 nChanged 53 SP:Iteration 8Q (1798.362717 sec): 3 clusters Score: Raw -98590.949727 + Penalty 1600.862144 = -96990.087583 nChanged 46 SP:Iteration 9Q (1798.483880 sec): 3 clusters Score: Raw -98622.321728 + Penalty 1600.862144 = -97021.459583 nChanged 38 SP:Iteration 10Q (1798.571317 sec): 3 clusters Score: Raw -98641.237991 + Penalty 1600.862144 = -97040.375847 nChanged 22 SP:Iteration 11Q (1798.670358 sec): 3 clusters Score: Raw -98648.859784 + Penalty 1600.862144 = -97047.997640 nChanged 12 SP:Iteration 12Q (1798.775246 sec): 3 clusters Score: Raw -98656.795703 + Penalty 1600.862144 = -97055.933559 nChanged 21 SP:Iteration 13Q (1798.882334 sec): 3 clusters Score: Raw -98669.179913 + Penalty 1600.862144 = -97068.317768 nChanged 18 SP:Iteration 14Q (1798.987027 sec): 3 clusters Score: Raw -98681.169390 + Penalty 1600.862144 = -97080.307246 nChanged 20 SP:Iteration 15Q (1799.088246 sec): 3 clusters Score: Raw -98689.162324 + Penalty 1600.862144 = -97088.300180 nChanged 14 SP:Iteration 16Q (1799.180899 sec): 3 clusters Score: Raw -98696.363566 + Penalty 1600.862144 = -97095.501422 nChanged 7 SP:Iteration 17Q (1799.282709 sec): 3 clusters Score: Raw -98699.928813 + Penalty 1600.862144 = -97099.066668 nChanged 10 SP:Iteration 18Q (1799.371461 sec): 3 clusters Score: Raw -98703.085762 + Penalty 1600.862144 = -97102.223618 nChanged 9 SP:Iteration 19Q (1799.464340 sec): 3 clusters Score: Raw -98705.786078 + Penalty 1600.862144 = -97104.923933 nChanged 7 SP:Iteration 20F (1799.540406 sec): 3 clusters Score: Raw -98707.882384 + Penalty 1600.862144 = -97107.020239 nChanged 3 SP:Iteration 21Q (1799.624450 sec): 3 clusters Score: Raw -98709.341016 + Penalty 1600.862144 = -97108.478871 nChanged 3 SP:Iteration 22Q (1799.738651 sec): 3 clusters Score: Raw -98709.798255 + Penalty 1600.862144 = -97108.936110 nChanged 2 SP:Iteration 23Q (1799.823702 sec): 3 clusters Score: Raw -98711.060708 + Penalty 1600.862144 = -97110.198564 nChanged 5 SP:Iteration 24Q (1799.933708 sec): 3 clusters Score: Raw -98713.133464 + Penalty 1600.862144 = -97112.271319 nChanged 3 SP:Iteration 25Q (1800.051894 sec): 3 clusters Score: Raw -98713.811372 + Penalty 1600.862144 = -97112.949227 nChanged 4 SP:Iteration 26Q (1800.138704 sec): 3 clusters Score: Raw -98715.000388 + Penalty 1600.862144 = -97114.138244 nChanged 3 SP:Iteration 27Q (1800.231510 sec): 3 clusters Score: Raw -98715.540969 + Penalty 1600.862144 = -97114.678824 nChanged 1 SP:Iteration 28Q (1800.326972 sec): 3 clusters Score: Raw -98715.728353 + Penalty 1600.862144 = -97114.866208 nChanged 1 SP:Iteration 29Q (1800.459316 sec): 3 clusters Score: Raw -98716.280998 + Penalty 1600.862144 = -97115.418854 nChanged 1 SP:Iteration 30Q (1800.539173 sec): 3 clusters Score: Raw -98717.035968 + Penalty 1600.862144 = -97116.173824 nChanged 1 SP:Iteration 31Q (1800.653977 sec): 3 clusters Score: Raw -98717.264114 + Penalty 1600.862144 = -97116.401969 nChanged 0 SP:Iteration 32F (1800.763744 sec): 3 clusters Score: Raw -98717.264114 + Penalty 1600.862144 = -97116.401969 nChanged 0 Trying to split cluster 4 (1204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1800.836819 sec): 2 clusters Score: Raw -53426.342666 + Penalty 744.807486 = -52681.535180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1800.940620 sec): 3 clusters Score: Raw -52946.722218 + Penalty 1489.614971 = -51457.107247 nChanged 391 SP:Iteration 1F (1801.027036 sec): 3 clusters Score: Raw -53193.620489 + Penalty 1489.614971 = -51704.005518 nChanged 107 SP:Iteration 2F (1801.138410 sec): 3 clusters Score: Raw -53305.641127 + Penalty 1489.614971 = -51816.026155 nChanged 81 SP:Iteration 3F (1801.273204 sec): 3 clusters Score: Raw -53392.106562 + Penalty 1489.614971 = -51902.491591 nChanged 63 SP:Iteration 4F (1801.357489 sec): 3 clusters Score: Raw -53450.262272 + Penalty 1489.614971 = -51960.647300 nChanged 46 SP:Iteration 5Q (1801.468561 sec): 3 clusters Score: Raw -53499.440820 + Penalty 1489.614971 = -52009.825849 nChanged 48 SP:Iteration 6Q (1801.578439 sec): 3 clusters Score: Raw -53560.164619 + Penalty 1489.614971 = -52070.549648 nChanged 47 SP:Iteration 7Q (1801.686263 sec): 3 clusters Score: Raw -53612.732996 + Penalty 1489.614971 = -52123.118024 nChanged 43 SP:Iteration 8Q (1801.819610 sec): 3 clusters Score: Raw -53663.999472 + Penalty 1489.614971 = -52174.384501 nChanged 38 SP:Iteration 9Q (1801.900542 sec): 3 clusters Score: Raw -53696.911053 + Penalty 1489.614971 = -52207.296082 nChanged 28 SP:Iteration 10Q (1801.998459 sec): 3 clusters Score: Raw -53716.884443 + Penalty 1489.614971 = -52227.269472 nChanged 16 SP:Iteration 11Q (1802.119973 sec): 3 clusters Score: Raw -53727.740513 + Penalty 1489.614971 = -52238.125542 nChanged 14 SP:Iteration 12Q (1802.196715 sec): 3 clusters Score: Raw -53737.896996 + Penalty 1489.614971 = -52248.282024 nChanged 13 SP:Iteration 13Q (1802.312189 sec): 3 clusters Score: Raw -53749.330962 + Penalty 1489.614971 = -52259.715990 nChanged 13 SP:Iteration 14Q (1802.387180 sec): 3 clusters Score: Raw -53757.975649 + Penalty 1489.614971 = -52268.360678 nChanged 12 SP:Iteration 15Q (1802.481780 sec): 3 clusters Score: Raw -53767.118109 + Penalty 1489.614971 = -52277.503138 nChanged 4 SP:Iteration 16Q (1802.579402 sec): 3 clusters Score: Raw -53769.890923 + Penalty 1489.614971 = -52280.275952 nChanged 3 SP:Iteration 17Q (1802.677589 sec): 3 clusters Score: Raw -53771.434128 + Penalty 1489.614971 = -52281.819156 nChanged 1 SP:Iteration 18Q (1802.776237 sec): 3 clusters Score: Raw -53772.608539 + Penalty 1489.614971 = -52282.993567 nChanged 3 SP:Iteration 19Q (1802.875107 sec): 3 clusters Score: Raw -53774.318957 + Penalty 1489.614971 = -52284.703986 nChanged 7 SP:Iteration 20F (1802.970876 sec): 3 clusters Score: Raw -53778.253784 + Penalty 1489.614971 = -52288.638813 nChanged 7 SP:Iteration 21Q (1803.068713 sec): 3 clusters Score: Raw -53783.388371 + Penalty 1489.614971 = -52293.773400 nChanged 9 SP:Iteration 22Q (1803.170036 sec): 3 clusters Score: Raw -53788.243088 + Penalty 1489.614971 = -52298.628116 nChanged 6 SP:Iteration 23Q (1803.260649 sec): 3 clusters Score: Raw -53792.150315 + Penalty 1489.614971 = -52302.535344 nChanged 5 SP:Iteration 24Q (1803.348267 sec): 3 clusters Score: Raw -53795.645429 + Penalty 1489.614971 = -52306.030458 nChanged 5 SP:Iteration 25Q (1803.469990 sec): 3 clusters Score: Raw -53798.899282 + Penalty 1489.614971 = -52309.284311 nChanged 4 SP:Iteration 26Q (1803.546519 sec): 3 clusters Score: Raw -53801.342137 + Penalty 1489.614971 = -52311.727165 nChanged 5 SP:Iteration 27Q (1803.629926 sec): 3 clusters Score: Raw -53804.099638 + Penalty 1489.614971 = -52314.484667 nChanged 5 SP:Iteration 28Q (1803.724390 sec): 3 clusters Score: Raw -53808.161720 + Penalty 1489.614971 = -52318.546748 nChanged 8 SP:Iteration 29Q (1803.836752 sec): 3 clusters Score: Raw -53812.324373 + Penalty 1489.614971 = -52322.709402 nChanged 5 SP:Iteration 30Q (1803.943378 sec): 3 clusters Score: Raw -53815.532790 + Penalty 1489.614971 = -52325.917819 nChanged 6 SP:Iteration 31Q (1804.028667 sec): 3 clusters Score: Raw -53817.924993 + Penalty 1489.614971 = -52328.310021 nChanged 3 SP:Iteration 32Q (1804.111175 sec): 3 clusters Score: Raw -53818.813444 + Penalty 1489.614971 = -52329.198473 nChanged 2 SP:Iteration 33Q (1804.210130 sec): 3 clusters Score: Raw -53819.884780 + Penalty 1489.614971 = -52330.269809 nChanged 1 SP:Iteration 34Q (1804.302396 sec): 3 clusters Score: Raw -53820.142784 + Penalty 1489.614971 = -52330.527812 nChanged 0 SP:Iteration 35F (1804.406516 sec): 3 clusters Score: Raw -53820.142784 + Penalty 1489.614971 = -52330.527812 nChanged 0 Trying to split cluster 5 (2822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1804.467602 sec): 2 clusters Score: Raw -132996.964865 + Penalty 834.246119 = -132162.718746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1804.595518 sec): 3 clusters Score: Raw -131567.771569 + Penalty 1668.492238 = -129899.279331 nChanged 1137 SP:Iteration 1F (1804.722973 sec): 3 clusters Score: Raw -132298.371913 + Penalty 1668.492238 = -130629.879675 nChanged 278 SP:Iteration 2F (1804.812366 sec): 3 clusters Score: Raw -132518.000343 + Penalty 1668.492238 = -130849.508105 nChanged 190 SP:Iteration 3F (1804.909269 sec): 3 clusters Score: Raw -132664.298185 + Penalty 1668.492238 = -130995.805947 nChanged 140 SP:Iteration 4Q (1805.007770 sec): 3 clusters Score: Raw -132743.008287 + Penalty 1668.492238 = -131074.516050 nChanged 104 SP:Iteration 5Q (1805.116225 sec): 3 clusters Score: Raw -132805.807684 + Penalty 1668.492238 = -131137.315446 nChanged 93 SP:Iteration 6Q (1805.247976 sec): 3 clusters Score: Raw -132850.286078 + Penalty 1668.492238 = -131181.793840 nChanged 66 SP:Iteration 7Q (1805.362556 sec): 3 clusters Score: Raw -132883.068352 + Penalty 1668.492238 = -131214.576114 nChanged 62 SP:Iteration 8Q (1805.474359 sec): 3 clusters Score: Raw -132914.784237 + Penalty 1668.492238 = -131246.291999 nChanged 53 SP:Iteration 9Q (1805.585543 sec): 3 clusters Score: Raw -132944.749132 + Penalty 1668.492238 = -131276.256895 nChanged 50 SP:Iteration 10Q (1805.694921 sec): 3 clusters Score: Raw -132970.853017 + Penalty 1668.492238 = -131302.360779 nChanged 42 SP:Iteration 11Q (1805.804859 sec): 3 clusters Score: Raw -132989.878955 + Penalty 1668.492238 = -131321.386717 nChanged 41 SP:Iteration 12Q (1805.909320 sec): 3 clusters Score: Raw -133011.219977 + Penalty 1668.492238 = -131342.727740 nChanged 42 SP:Iteration 13Q (1806.015147 sec): 3 clusters Score: Raw -133034.626014 + Penalty 1668.492238 = -131366.133776 nChanged 37 SP:Iteration 14Q (1806.123682 sec): 3 clusters Score: Raw -133050.619559 + Penalty 1668.492238 = -131382.127321 nChanged 36 SP:Iteration 15Q (1806.237047 sec): 3 clusters Score: Raw -133069.507464 + Penalty 1668.492238 = -131401.015226 nChanged 34 SP:Iteration 16Q (1806.321049 sec): 3 clusters Score: Raw -133088.150186 + Penalty 1668.492238 = -131419.657948 nChanged 37 SP:Iteration 17Q (1806.424626 sec): 3 clusters Score: Raw -133104.557659 + Penalty 1668.492238 = -131436.065421 nChanged 32 SP:Iteration 18Q (1806.528104 sec): 3 clusters Score: Raw -133124.231166 + Penalty 1668.492238 = -131455.738928 nChanged 26 SP:Iteration 19Q (1806.628012 sec): 3 clusters Score: Raw -133139.803261 + Penalty 1668.492238 = -131471.311023 nChanged 23 SP:Iteration 20F (1806.738766 sec): 3 clusters Score: Raw -133147.928214 + Penalty 1668.492238 = -131479.435976 nChanged 17 SP:Iteration 21Q (1806.824753 sec): 3 clusters Score: Raw -133153.442893 + Penalty 1668.492238 = -131484.950655 nChanged 10 SP:Iteration 22Q (1806.965074 sec): 3 clusters Score: Raw -133156.165389 + Penalty 1668.492238 = -131487.673151 nChanged 7 SP:Iteration 23Q (1807.048042 sec): 3 clusters Score: Raw -133157.269697 + Penalty 1668.492238 = -131488.777459 nChanged 5 SP:Iteration 24Q (1807.143621 sec): 3 clusters Score: Raw -133158.246668 + Penalty 1668.492238 = -131489.754430 nChanged 4 SP:Iteration 25Q (1807.236215 sec): 3 clusters Score: Raw -133159.082588 + Penalty 1668.492238 = -131490.590350 nChanged 3 SP:Iteration 26Q (1807.356179 sec): 3 clusters Score: Raw -133159.783269 + Penalty 1668.492238 = -131491.291031 nChanged 4 SP:Iteration 27Q (1807.469764 sec): 3 clusters Score: Raw -133160.617931 + Penalty 1668.492238 = -131492.125693 nChanged 2 SP:Iteration 28Q (1807.589028 sec): 3 clusters Score: Raw -133161.023152 + Penalty 1668.492238 = -131492.530915 nChanged 3 SP:Iteration 29Q (1807.682782 sec): 3 clusters Score: Raw -133161.559499 + Penalty 1668.492238 = -131493.067261 nChanged 3 SP:Iteration 30Q (1807.773159 sec): 3 clusters Score: Raw -133162.180275 + Penalty 1668.492238 = -131493.688037 nChanged 2 SP:Iteration 31Q (1807.869858 sec): 3 clusters Score: Raw -133163.564967 + Penalty 1668.492238 = -131495.072729 nChanged 3 SP:Iteration 32Q (1807.968160 sec): 3 clusters Score: Raw -133165.850811 + Penalty 1668.492238 = -131497.358573 nChanged 5 SP:Iteration 33Q (1808.074139 sec): 3 clusters Score: Raw -133167.203616 + Penalty 1668.492238 = -131498.711378 nChanged 7 SP:Iteration 34Q (1808.178109 sec): 3 clusters Score: Raw -133169.459774 + Penalty 1668.492238 = -131500.967536 nChanged 6 SP:Iteration 35Q (1808.288904 sec): 3 clusters Score: Raw -133171.544735 + Penalty 1668.492238 = -131503.052497 nChanged 7 SP:Iteration 36Q (1808.397554 sec): 3 clusters Score: Raw -133174.027898 + Penalty 1668.492238 = -131505.535660 nChanged 4 SP:Iteration 37Q (1808.502417 sec): 3 clusters Score: Raw -133175.187446 + Penalty 1668.492238 = -131506.695208 nChanged 0 SP:Iteration 38F (1808.613374 sec): 3 clusters Score: Raw -133175.187446 + Penalty 1668.492238 = -131506.695208 nChanged 0 Trying to split cluster 6 (12750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1808.722613 sec): 2 clusters Score: Raw -719045.566605 + Penalty 992.595088 = -718052.971517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1808.823786 sec): 3 clusters Score: Raw -711515.757115 + Penalty 1985.190176 = -709530.566939 nChanged 5699 SP:Iteration 1F (1808.954135 sec): 3 clusters Score: Raw -714736.269509 + Penalty 1985.190176 = -712751.079334 nChanged 792 SP:Iteration 2F (1809.090886 sec): 3 clusters Score: Raw -715088.634725 + Penalty 1985.190176 = -713103.444550 nChanged 709 SP:Iteration 3F (1809.240119 sec): 3 clusters Score: Raw -715408.448381 + Penalty 1985.190176 = -713423.258205 nChanged 657 SP:Iteration 4F (1809.350766 sec): 3 clusters Score: Raw -715748.231138 + Penalty 1985.190176 = -713763.040962 nChanged 620 SP:Iteration 5Q (1809.496097 sec): 3 clusters Score: Raw -716108.452246 + Penalty 1985.190176 = -714123.262070 nChanged 654 SP:Iteration 6F (1809.642979 sec): 3 clusters Score: Raw -716472.433059 + Penalty 1985.190176 = -714487.242884 nChanged 623 SP:Iteration 7Q (1809.768353 sec): 3 clusters Score: Raw -716870.444602 + Penalty 1985.190176 = -714885.254426 nChanged 604 SP:Iteration 8Q (1809.881540 sec): 3 clusters Score: Raw -717264.152612 + Penalty 1985.190176 = -715278.962436 nChanged 549 SP:Iteration 9Q (1810.011769 sec): 3 clusters Score: Raw -717622.764062 + Penalty 1985.190176 = -715637.573887 nChanged 480 SP:Iteration 10Q (1810.155936 sec): 3 clusters Score: Raw -717913.916676 + Penalty 1985.190176 = -715928.726500 nChanged 407 SP:Iteration 11Q (1810.268658 sec): 3 clusters Score: Raw -718165.150984 + Penalty 1985.190176 = -716179.960808 nChanged 329 SP:Iteration 12Q (1810.395972 sec): 3 clusters Score: Raw -718364.298355 + Penalty 1985.190176 = -716379.108180 nChanged 248 SP:Iteration 13Q (1810.544026 sec): 3 clusters Score: Raw -718487.045731 + Penalty 1985.190176 = -716501.855556 nChanged 186 SP:Iteration 14Q (1810.661526 sec): 3 clusters Score: Raw -718574.522688 + Penalty 1985.190176 = -716589.332513 nChanged 156 SP:Iteration 15Q (1810.794006 sec): 3 clusters Score: Raw -718643.554806 + Penalty 1985.190176 = -716658.364630 nChanged 126 SP:Iteration 16Q (1810.925032 sec): 3 clusters Score: Raw -718700.459396 + Penalty 1985.190176 = -716715.269220 nChanged 117 SP:Iteration 17Q (1811.048454 sec): 3 clusters Score: Raw -718745.700122 + Penalty 1985.190176 = -716760.509946 nChanged 86 SP:Iteration 18Q (1811.197205 sec): 3 clusters Score: Raw -718779.453065 + Penalty 1985.190176 = -716794.262889 nChanged 79 SP:Iteration 19Q (1811.311798 sec): 3 clusters Score: Raw -718804.798760 + Penalty 1985.190176 = -716819.608584 nChanged 63 SP:Iteration 20F (1811.442795 sec): 3 clusters Score: Raw -718825.267802 + Penalty 1985.190176 = -716840.077626 nChanged 64 SP:Iteration 21Q (1811.560004 sec): 3 clusters Score: Raw -718850.699150 + Penalty 1985.190176 = -716865.508974 nChanged 70 SP:Iteration 22Q (1811.675218 sec): 3 clusters Score: Raw -718878.666737 + Penalty 1985.190176 = -716893.476561 nChanged 64 SP:Iteration 23Q (1811.810837 sec): 3 clusters Score: Raw -718902.020280 + Penalty 1985.190176 = -716916.830105 nChanged 60 SP:Iteration 24Q (1811.923570 sec): 3 clusters Score: Raw -718924.120783 + Penalty 1985.190176 = -716938.930607 nChanged 56 SP:Iteration 25Q (1812.060224 sec): 3 clusters Score: Raw -718945.803781 + Penalty 1985.190176 = -716960.613605 nChanged 53 SP:Iteration 26Q (1812.188671 sec): 3 clusters Score: Raw -718961.916888 + Penalty 1985.190176 = -716976.726712 nChanged 46 SP:Iteration 27Q (1812.292796 sec): 3 clusters Score: Raw -718979.364567 + Penalty 1985.190176 = -716994.174391 nChanged 48 SP:Iteration 28Q (1812.436086 sec): 3 clusters Score: Raw -718999.605019 + Penalty 1985.190176 = -717014.414843 nChanged 46 SP:Iteration 29Q (1812.585031 sec): 3 clusters Score: Raw -719017.128802 + Penalty 1985.190176 = -717031.938626 nChanged 44 SP:Iteration 30Q (1812.693225 sec): 3 clusters Score: Raw -719035.994275 + Penalty 1985.190176 = -717050.804099 nChanged 42 SP:Iteration 31Q (1812.828773 sec): 3 clusters Score: Raw -719052.781593 + Penalty 1985.190176 = -717067.591418 nChanged 42 SP:Iteration 32Q (1812.997487 sec): 3 clusters Score: Raw -719068.655190 + Penalty 1985.190176 = -717083.465015 nChanged 29 SP:Iteration 33Q (1813.090581 sec): 3 clusters Score: Raw -719083.000539 + Penalty 1985.190176 = -717097.810363 nChanged 28 SP:Iteration 34Q (1813.211610 sec): 3 clusters Score: Raw -719092.337505 + Penalty 1985.190176 = -717107.147329 nChanged 25 SP:Iteration 35Q (1813.306671 sec): 3 clusters Score: Raw -719102.927574 + Penalty 1985.190176 = -717117.737398 nChanged 27 SP:Iteration 36Q (1813.446582 sec): 3 clusters Score: Raw -719116.722835 + Penalty 1985.190176 = -717131.532659 nChanged 31 SP:Iteration 37Q (1813.552827 sec): 3 clusters Score: Raw -719129.263433 + Penalty 1985.190176 = -717144.073257 nChanged 31 SP:Iteration 38Q (1813.675989 sec): 3 clusters Score: Raw -719142.563087 + Penalty 1985.190176 = -717157.372911 nChanged 16 SP:Iteration 39Q (1813.797326 sec): 3 clusters Score: Raw -719147.530988 + Penalty 1985.190176 = -717162.340812 nChanged 20 SP:Iteration 40F (1813.927777 sec): 3 clusters Score: Raw -719154.406253 + Penalty 1985.190176 = -717169.216077 nChanged 15 SP:Iteration 41Q (1814.064701 sec): 3 clusters Score: Raw -719160.320746 + Penalty 1985.190176 = -717175.130570 nChanged 11 SP:Iteration 42Q (1814.170025 sec): 3 clusters Score: Raw -719167.689183 + Penalty 1985.190176 = -717182.499007 nChanged 14 SP:Iteration 43Q (1814.295320 sec): 3 clusters Score: Raw -719174.113792 + Penalty 1985.190176 = -717188.923617 nChanged 16 SP:Iteration 44Q (1814.431404 sec): 3 clusters Score: Raw -719180.936734 + Penalty 1985.190176 = -717195.746558 nChanged 14 SP:Iteration 45Q (1814.547448 sec): 3 clusters Score: Raw -719187.651763 + Penalty 1985.190176 = -717202.461587 nChanged 17 SP:Iteration 46Q (1814.668507 sec): 3 clusters Score: Raw -719195.271847 + Penalty 1985.190176 = -717210.081671 nChanged 12 SP:Iteration 47Q (1814.798252 sec): 3 clusters Score: Raw -719200.073133 + Penalty 1985.190176 = -717214.882957 nChanged 10 SP:Iteration 48Q (1814.918171 sec): 3 clusters Score: Raw -719204.351182 + Penalty 1985.190176 = -717219.161007 nChanged 10 SP:Iteration 49Q (1815.068347 sec): 3 clusters Score: Raw -719208.898068 + Penalty 1985.190176 = -717223.707892 nChanged 7 SP:Iteration 50Q (1815.176441 sec): 3 clusters Score: Raw -719211.227460 + Penalty 1985.190176 = -717226.037284 nChanged 3 SP:Iteration 51Q (1815.313347 sec): 3 clusters Score: Raw -719212.640459 + Penalty 1985.190176 = -717227.450284 nChanged 2 SP:Iteration 52Q (1815.431183 sec): 3 clusters Score: Raw -719214.093600 + Penalty 1985.190176 = -717228.903424 nChanged 2 SP:Iteration 53Q (1815.531793 sec): 3 clusters Score: Raw -719214.893007 + Penalty 1985.190176 = -717229.702831 nChanged 3 SP:Iteration 54Q (1815.689568 sec): 3 clusters Score: Raw -719216.355970 + Penalty 1985.190176 = -717231.165795 nChanged 5 SP:Iteration 55Q (1815.824182 sec): 3 clusters Score: Raw -719218.362229 + Penalty 1985.190176 = -717233.172053 nChanged 5 SP:Iteration 56Q (1815.953500 sec): 3 clusters Score: Raw -719221.609261 + Penalty 1985.190176 = -717236.419085 nChanged 4 SP:Iteration 57Q (1816.059675 sec): 3 clusters Score: Raw -719223.095500 + Penalty 1985.190176 = -717237.905325 nChanged 3 SP:Iteration 58Q (1816.197572 sec): 3 clusters Score: Raw -719224.109366 + Penalty 1985.190176 = -717238.919190 nChanged 3 SP:Iteration 59Q (1816.310827 sec): 3 clusters Score: Raw -719225.130077 + Penalty 1985.190176 = -717239.939902 nChanged 0 SP:Iteration 60F (1816.450247 sec): 3 clusters Score: Raw -719225.130077 + Penalty 1985.190176 = -717239.939902 nChanged 0 Trying to split cluster 7 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1816.540441 sec): 2 clusters Score: Raw -93478.920229 + Penalty 800.019509 = -92678.900721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1816.628716 sec): 3 clusters Score: Raw -92539.306936 + Penalty 1600.039017 = -90939.267919 nChanged 793 SP:Iteration 1F (1816.718919 sec): 3 clusters Score: Raw -93095.060057 + Penalty 1600.039017 = -91495.021040 nChanged 196 SP:Iteration 2F (1816.820412 sec): 3 clusters Score: Raw -93279.298340 + Penalty 1600.039017 = -91679.259323 nChanged 144 SP:Iteration 3F (1816.930748 sec): 3 clusters Score: Raw -93429.399789 + Penalty 1600.039017 = -91829.360772 nChanged 105 SP:Iteration 4F (1817.001627 sec): 3 clusters Score: Raw -93507.169488 + Penalty 1600.039017 = -91907.130471 nChanged 69 SP:Iteration 5Q (1817.106369 sec): 3 clusters Score: Raw -93547.218536 + Penalty 1600.039017 = -91947.179519 nChanged 50 SP:Iteration 6Q (1817.211925 sec): 3 clusters Score: Raw -93579.429277 + Penalty 1600.039017 = -91979.390259 nChanged 38 SP:Iteration 7Q (1817.301685 sec): 3 clusters Score: Raw -93601.547581 + Penalty 1600.039017 = -92001.508563 nChanged 35 SP:Iteration 8Q (1817.409533 sec): 3 clusters Score: Raw -93622.933096 + Penalty 1600.039017 = -92022.894079 nChanged 30 SP:Iteration 9Q (1817.487117 sec): 3 clusters Score: Raw -93638.039286 + Penalty 1600.039017 = -92038.000269 nChanged 24 SP:Iteration 10Q (1817.586757 sec): 3 clusters Score: Raw -93651.687342 + Penalty 1600.039017 = -92051.648324 nChanged 23 SP:Iteration 11Q (1817.678610 sec): 3 clusters Score: Raw -93664.950793 + Penalty 1600.039017 = -92064.911775 nChanged 18 SP:Iteration 12Q (1817.796961 sec): 3 clusters Score: Raw -93674.162495 + Penalty 1600.039017 = -92074.123477 nChanged 18 SP:Iteration 13Q (1817.897776 sec): 3 clusters Score: Raw -93682.107829 + Penalty 1600.039017 = -92082.068811 nChanged 14 SP:Iteration 14Q (1817.986985 sec): 3 clusters Score: Raw -93688.625915 + Penalty 1600.039017 = -92088.586897 nChanged 18 SP:Iteration 15Q (1818.078539 sec): 3 clusters Score: Raw -93698.697532 + Penalty 1600.039017 = -92098.658515 nChanged 15 SP:Iteration 16Q (1818.195283 sec): 3 clusters Score: Raw -93709.384571 + Penalty 1600.039017 = -92109.345554 nChanged 17 SP:Iteration 17Q (1818.332789 sec): 3 clusters Score: Raw -93718.436965 + Penalty 1600.039017 = -92118.397947 nChanged 11 SP:Iteration 18Q (1818.423089 sec): 3 clusters Score: Raw -93722.798400 + Penalty 1600.039017 = -92122.759383 nChanged 5 SP:Iteration 19Q (1818.529492 sec): 3 clusters Score: Raw -93725.154056 + Penalty 1600.039017 = -92125.115038 nChanged 7 SP:Iteration 20F (1818.630733 sec): 3 clusters Score: Raw -93727.394344 + Penalty 1600.039017 = -92127.355327 nChanged 3 SP:Iteration 21Q (1818.760443 sec): 3 clusters Score: Raw -93728.136911 + Penalty 1600.039017 = -92128.097894 nChanged 1 SP:Iteration 22Q (1818.867792 sec): 3 clusters Score: Raw -93728.236077 + Penalty 1600.039017 = -92128.197060 nChanged 0 SP:Iteration 23F (1818.955820 sec): 3 clusters Score: Raw -93728.236077 + Penalty 1600.039017 = -92128.197060 nChanged 0 Trying to split cluster 8 (5615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1819.029574 sec): 2 clusters Score: Raw -295468.069600 + Penalty 906.485671 = -294561.583929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1819.157926 sec): 3 clusters Score: Raw -292411.852109 + Penalty 1812.971342 = -290598.880766 nChanged 2396 SP:Iteration 1F (1819.253292 sec): 3 clusters Score: Raw -293905.129960 + Penalty 1812.971342 = -292092.158618 nChanged 419 SP:Iteration 2F (1819.379190 sec): 3 clusters Score: Raw -294242.914865 + Penalty 1812.971342 = -292429.943523 nChanged 392 SP:Iteration 3F (1819.471898 sec): 3 clusters Score: Raw -294553.884919 + Penalty 1812.971342 = -292740.913577 nChanged 310 SP:Iteration 4F (1819.576902 sec): 3 clusters Score: Raw -294764.167183 + Penalty 1812.971342 = -292951.195841 nChanged 274 SP:Iteration 5Q (1819.677757 sec): 3 clusters Score: Raw -294925.467764 + Penalty 1812.971342 = -293112.496422 nChanged 244 SP:Iteration 6Q (1819.783102 sec): 3 clusters Score: Raw -295058.154013 + Penalty 1812.971342 = -293245.182671 nChanged 223 SP:Iteration 7Q (1819.879467 sec): 3 clusters Score: Raw -295199.844421 + Penalty 1812.971342 = -293386.873079 nChanged 235 SP:Iteration 8Q (1819.985086 sec): 3 clusters Score: Raw -295362.957407 + Penalty 1812.971342 = -293549.986065 nChanged 195 SP:Iteration 9Q (1820.084699 sec): 3 clusters Score: Raw -295481.537859 + Penalty 1812.971342 = -293668.566517 nChanged 167 SP:Iteration 10Q (1820.202550 sec): 3 clusters Score: Raw -295585.415202 + Penalty 1812.971342 = -293772.443860 nChanged 146 SP:Iteration 11Q (1820.309291 sec): 3 clusters Score: Raw -295663.542446 + Penalty 1812.971342 = -293850.571104 nChanged 133 SP:Iteration 12Q (1820.402071 sec): 3 clusters Score: Raw -295739.424814 + Penalty 1812.971342 = -293926.453472 nChanged 122 SP:Iteration 13Q (1820.515758 sec): 3 clusters Score: Raw -295811.270498 + Penalty 1812.971342 = -293998.299156 nChanged 115 SP:Iteration 14Q (1820.628536 sec): 3 clusters Score: Raw -295875.370705 + Penalty 1812.971342 = -294062.399363 nChanged 108 SP:Iteration 15Q (1820.737945 sec): 3 clusters Score: Raw -295951.778266 + Penalty 1812.971342 = -294138.806924 nChanged 116 SP:Iteration 16Q (1820.855310 sec): 3 clusters Score: Raw -296034.068701 + Penalty 1812.971342 = -294221.097359 nChanged 95 SP:Iteration 17Q (1820.950688 sec): 3 clusters Score: Raw -296107.801357 + Penalty 1812.971342 = -294294.830015 nChanged 96 SP:Iteration 18Q (1821.058350 sec): 3 clusters Score: Raw -296178.113165 + Penalty 1812.971342 = -294365.141823 nChanged 90 SP:Iteration 19Q (1821.180600 sec): 3 clusters Score: Raw -296237.435361 + Penalty 1812.971342 = -294424.464019 nChanged 66 SP:Iteration 20F (1821.299336 sec): 3 clusters Score: Raw -296265.954571 + Penalty 1812.971342 = -294452.983229 nChanged 51 SP:Iteration 21Q (1821.426330 sec): 3 clusters Score: Raw -296288.902199 + Penalty 1812.971342 = -294475.930857 nChanged 39 SP:Iteration 22Q (1821.501126 sec): 3 clusters Score: Raw -296301.404772 + Penalty 1812.971342 = -294488.433430 nChanged 32 SP:Iteration 23Q (1821.616063 sec): 3 clusters Score: Raw -296311.577875 + Penalty 1812.971342 = -294498.606533 nChanged 32 SP:Iteration 24Q (1821.755860 sec): 3 clusters Score: Raw -296321.684600 + Penalty 1812.971342 = -294508.713257 nChanged 35 SP:Iteration 25Q (1821.850624 sec): 3 clusters Score: Raw -296333.030328 + Penalty 1812.971342 = -294520.058986 nChanged 41 SP:Iteration 26Q (1821.948734 sec): 3 clusters Score: Raw -296346.238847 + Penalty 1812.971342 = -294533.267505 nChanged 29 SP:Iteration 27Q (1822.060559 sec): 3 clusters Score: Raw -296352.077939 + Penalty 1812.971342 = -294539.106597 nChanged 21 SP:Iteration 28Q (1822.197263 sec): 3 clusters Score: Raw -296356.738641 + Penalty 1812.971342 = -294543.767298 nChanged 16 SP:Iteration 29Q (1822.284909 sec): 3 clusters Score: Raw -296360.255968 + Penalty 1812.971342 = -294547.284626 nChanged 12 SP:Iteration 30Q (1822.399273 sec): 3 clusters Score: Raw -296362.411698 + Penalty 1812.971342 = -294549.440356 nChanged 10 SP:Iteration 31Q (1822.504494 sec): 3 clusters Score: Raw -296364.638041 + Penalty 1812.971342 = -294551.666699 nChanged 6 SP:Iteration 32Q (1822.592894 sec): 3 clusters Score: Raw -296365.833952 + Penalty 1812.971342 = -294552.862610 nChanged 7 SP:Iteration 33Q (1822.702671 sec): 3 clusters Score: Raw -296367.014117 + Penalty 1812.971342 = -294554.042775 nChanged 5 SP:Iteration 34Q (1822.817015 sec): 3 clusters Score: Raw -296368.037834 + Penalty 1812.971342 = -294555.066492 nChanged 7 SP:Iteration 35Q (1822.913426 sec): 3 clusters Score: Raw -296369.738651 + Penalty 1812.971342 = -294556.767309 nChanged 7 SP:Iteration 36Q (1823.000783 sec): 3 clusters Score: Raw -296371.593126 + Penalty 1812.971342 = -294558.621784 nChanged 9 SP:Iteration 37Q (1823.094987 sec): 3 clusters Score: Raw -296373.870302 + Penalty 1812.971342 = -294560.898960 nChanged 9 SP:Iteration 38Q (1823.186893 sec): 3 clusters Score: Raw -296375.674622 + Penalty 1812.971342 = -294562.703280 nChanged 5 SP:Iteration 39Q (1823.301543 sec): 3 clusters Score: Raw -296376.405295 + Penalty 1812.971342 = -294563.433953 nChanged 7 SP:Iteration 40F (1823.375332 sec): 3 clusters Score: Raw -296378.587666 + Penalty 1812.971342 = -294565.616324 nChanged 10 SP:Iteration 41Q (1823.484730 sec): 3 clusters Score: Raw -296381.421627 + Penalty 1812.971342 = -294568.450285 nChanged 13 SP:Iteration 42Q (1823.584754 sec): 3 clusters Score: Raw -296384.328924 + Penalty 1812.971342 = -294571.357582 nChanged 6 SP:Iteration 43Q (1823.705630 sec): 3 clusters Score: Raw -296386.154875 + Penalty 1812.971342 = -294573.183533 nChanged 12 SP:Iteration 44Q (1823.807599 sec): 3 clusters Score: Raw -296390.589396 + Penalty 1812.971342 = -294577.618053 nChanged 13 SP:Iteration 45Q (1823.912907 sec): 3 clusters Score: Raw -296394.241273 + Penalty 1812.971342 = -294581.269931 nChanged 5 SP:Iteration 46Q (1824.024057 sec): 3 clusters Score: Raw -296394.927824 + Penalty 1812.971342 = -294581.956482 nChanged 4 SP:Iteration 47Q (1824.139309 sec): 3 clusters Score: Raw -296395.331010 + Penalty 1812.971342 = -294582.359668 nChanged 1 SP:Iteration 48Q (1824.218096 sec): 3 clusters Score: Raw -296395.494520 + Penalty 1812.971342 = -294582.523178 nChanged 1 SP:Iteration 49Q (1824.334242 sec): 3 clusters Score: Raw -296395.776933 + Penalty 1812.971342 = -294582.805590 nChanged 2 SP:Iteration 50Q (1824.447391 sec): 3 clusters Score: Raw -296395.993326 + Penalty 1812.971342 = -294583.021984 nChanged 1 SP:Iteration 51Q (1824.570977 sec): 3 clusters Score: Raw -296396.025047 + Penalty 1812.971342 = -294583.053704 nChanged 0 SP:Iteration 52F (1824.664377 sec): 3 clusters Score: Raw -296396.025047 + Penalty 1812.971342 = -294583.053704 nChanged 0 Score: Raw -2006732.283002 + Penalty 16729.896126 = -1990002.386876 Splitting cluster 8 changes total score from -1990189.757838 to -1990002.386876 So it's not getting split. Trying to split cluster 9 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1825.978963 sec): 2 clusters Score: Raw -30000.865858 + Penalty 686.047828 = -29314.818030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.043205 sec): 3 clusters Score: Raw -29786.489851 + Penalty 1372.095656 = -28414.394195 nChanged 222 SP:Iteration 1F (1826.138952 sec): 3 clusters Score: Raw -30030.984533 + Penalty 1372.095656 = -28658.888877 nChanged 56 SP:Iteration 2F (1826.234948 sec): 3 clusters Score: Raw -30100.833486 + Penalty 1372.095656 = -28728.737830 nChanged 33 SP:Iteration 3Q (1826.312330 sec): 3 clusters Score: Raw -30141.587456 + Penalty 1372.095656 = -28769.491800 nChanged 20 SP:Iteration 4Q (1826.432311 sec): 3 clusters Score: Raw -30168.475838 + Penalty 1372.095656 = -28796.380182 nChanged 11 SP:Iteration 5Q (1826.519853 sec): 3 clusters Score: Raw -30183.908835 + Penalty 1372.095656 = -28811.813179 nChanged 12 SP:Iteration 6Q (1826.599154 sec): 3 clusters Score: Raw -30196.152620 + Penalty 1372.095656 = -28824.056964 nChanged 12 SP:Iteration 7Q (1826.699173 sec): 3 clusters Score: Raw -30207.977713 + Penalty 1372.095656 = -28835.882057 nChanged 13 SP:Iteration 8Q (1826.796233 sec): 3 clusters Score: Raw -30227.441447 + Penalty 1372.095656 = -28855.345791 nChanged 12 SP:Iteration 9Q (1826.914367 sec): 3 clusters Score: Raw -30243.151941 + Penalty 1372.095656 = -28871.056285 nChanged 11 SP:Iteration 10Q (1826.996622 sec): 3 clusters Score: Raw -30252.667447 + Penalty 1372.095656 = -28880.571791 nChanged 9 SP:Iteration 11Q (1827.070069 sec): 3 clusters Score: Raw -30262.717714 + Penalty 1372.095656 = -28890.622058 nChanged 8 SP:Iteration 12Q (1827.187404 sec): 3 clusters Score: Raw -30276.439927 + Penalty 1372.095656 = -28904.344271 nChanged 8 SP:Iteration 13Q (1827.278151 sec): 3 clusters Score: Raw -30285.909905 + Penalty 1372.095656 = -28913.814249 nChanged 6 SP:Iteration 14Q (1827.381872 sec): 3 clusters Score: Raw -30292.528932 + Penalty 1372.095656 = -28920.433276 nChanged 3 SP:Iteration 15Q (1827.483189 sec): 3 clusters Score: Raw -30296.482864 + Penalty 1372.095656 = -28924.387208 nChanged 3 SP:Iteration 16Q (1827.593363 sec): 3 clusters Score: Raw -30304.893011 + Penalty 1372.095656 = -28932.797355 nChanged 4 SP:Iteration 17Q (1827.688953 sec): 3 clusters Score: Raw -30309.910742 + Penalty 1372.095656 = -28937.815086 nChanged 4 SP:Iteration 18Q (1827.758077 sec): 3 clusters Score: Raw -30312.954548 + Penalty 1372.095656 = -28940.858893 nChanged 4 SP:Iteration 19Q (1827.859449 sec): 3 clusters Score: Raw -30319.452623 + Penalty 1372.095656 = -28947.356967 nChanged 5 SP:Iteration 20F (1827.939910 sec): 3 clusters Score: Raw -30323.229753 + Penalty 1372.095656 = -28951.134097 nChanged 5 SP:Iteration 21Q (1828.035839 sec): 3 clusters Score: Raw -30327.611620 + Penalty 1372.095656 = -28955.515964 nChanged 4 SP:Iteration 22Q (1828.148159 sec): 3 clusters Score: Raw -30330.484881 + Penalty 1372.095656 = -28958.389225 nChanged 1 SP:Iteration 23Q (1828.228597 sec): 3 clusters Score: Raw -30330.739441 + Penalty 1372.095656 = -28958.643785 nChanged 0 SP:Iteration 24F (1828.351044 sec): 3 clusters Score: Raw -30330.739441 + Penalty 1372.095656 = -28958.643785 nChanged 0 Trying to split cluster 10 (3345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1828.407443 sec): 2 clusters Score: Raw -183753.104675 + Penalty 852.098307 = -182901.006368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1828.514595 sec): 3 clusters Score: Raw -182034.620791 + Penalty 1704.196614 = -180330.424177 nChanged 1349 SP:Iteration 1F (1828.609599 sec): 3 clusters Score: Raw -182770.608845 + Penalty 1704.196614 = -181066.412230 nChanged 215 SP:Iteration 2F (1828.704722 sec): 3 clusters Score: Raw -182886.240527 + Penalty 1704.196614 = -181182.043913 nChanged 178 SP:Iteration 3F (1828.797394 sec): 3 clusters Score: Raw -182974.812096 + Penalty 1704.196614 = -181270.615482 nChanged 158 SP:Iteration 4Q (1828.918343 sec): 3 clusters Score: Raw -183054.150885 + Penalty 1704.196614 = -181349.954270 nChanged 124 SP:Iteration 5Q (1829.004609 sec): 3 clusters Score: Raw -183126.717146 + Penalty 1704.196614 = -181422.520532 nChanged 116 SP:Iteration 6Q (1829.110673 sec): 3 clusters Score: Raw -183194.013401 + Penalty 1704.196614 = -181489.816786 nChanged 114 SP:Iteration 7Q (1829.236315 sec): 3 clusters Score: Raw -183268.953249 + Penalty 1704.196614 = -181564.756635 nChanged 119 SP:Iteration 8Q (1829.340443 sec): 3 clusters Score: Raw -183344.570248 + Penalty 1704.196614 = -181640.373634 nChanged 107 SP:Iteration 9Q (1829.417070 sec): 3 clusters Score: Raw -183411.235251 + Penalty 1704.196614 = -181707.038637 nChanged 115 SP:Iteration 10Q (1829.526382 sec): 3 clusters Score: Raw -183487.959959 + Penalty 1704.196614 = -181783.763345 nChanged 115 SP:Iteration 11Q (1829.625555 sec): 3 clusters Score: Raw -183556.285444 + Penalty 1704.196614 = -181852.088829 nChanged 95 SP:Iteration 12Q (1829.730224 sec): 3 clusters Score: Raw -183611.532046 + Penalty 1704.196614 = -181907.335432 nChanged 100 SP:Iteration 13Q (1829.820428 sec): 3 clusters Score: Raw -183694.518760 + Penalty 1704.196614 = -181990.322146 nChanged 112 SP:Iteration 14Q (1829.923029 sec): 3 clusters Score: Raw -183787.776945 + Penalty 1704.196614 = -182083.580330 nChanged 114 SP:Iteration 15Q (1830.009766 sec): 3 clusters Score: Raw -183903.839040 + Penalty 1704.196614 = -182199.642426 nChanged 109 SP:Iteration 16Q (1830.119058 sec): 3 clusters Score: Raw -183995.891112 + Penalty 1704.196614 = -182291.694498 nChanged 84 SP:Iteration 17Q (1830.230821 sec): 3 clusters Score: Raw -184062.184609 + Penalty 1704.196614 = -182357.987994 nChanged 77 SP:Iteration 18Q (1830.358393 sec): 3 clusters Score: Raw -184116.009564 + Penalty 1704.196614 = -182411.812950 nChanged 60 SP:Iteration 19Q (1830.433992 sec): 3 clusters Score: Raw -184157.810931 + Penalty 1704.196614 = -182453.614317 nChanged 40 SP:Iteration 20F (1830.550249 sec): 3 clusters Score: Raw -184182.304289 + Penalty 1704.196614 = -182478.107675 nChanged 31 SP:Iteration 21Q (1830.636067 sec): 3 clusters Score: Raw -184202.021973 + Penalty 1704.196614 = -182497.825359 nChanged 30 SP:Iteration 22Q (1830.732480 sec): 3 clusters Score: Raw -184219.208896 + Penalty 1704.196614 = -182515.012282 nChanged 30 SP:Iteration 23Q (1830.836878 sec): 3 clusters Score: Raw -184234.136741 + Penalty 1704.196614 = -182529.940127 nChanged 22 SP:Iteration 24Q (1830.937599 sec): 3 clusters Score: Raw -184240.350131 + Penalty 1704.196614 = -182536.153516 nChanged 9 SP:Iteration 25Q (1831.023790 sec): 3 clusters Score: Raw -184243.711078 + Penalty 1704.196614 = -182539.514464 nChanged 10 SP:Iteration 26Q (1831.102995 sec): 3 clusters Score: Raw -184246.776985 + Penalty 1704.196614 = -182542.580371 nChanged 10 SP:Iteration 27Q (1831.213230 sec): 3 clusters Score: Raw -184250.427297 + Penalty 1704.196614 = -182546.230682 nChanged 9 SP:Iteration 28Q (1831.312149 sec): 3 clusters Score: Raw -184254.058369 + Penalty 1704.196614 = -182549.861755 nChanged 14 SP:Iteration 29Q (1831.431799 sec): 3 clusters Score: Raw -184261.123070 + Penalty 1704.196614 = -182556.926456 nChanged 12 SP:Iteration 30Q (1831.556403 sec): 3 clusters Score: Raw -184266.905443 + Penalty 1704.196614 = -182562.708829 nChanged 13 SP:Iteration 31Q (1831.639949 sec): 3 clusters Score: Raw -184272.449635 + Penalty 1704.196614 = -182568.253020 nChanged 14 SP:Iteration 32Q (1831.724923 sec): 3 clusters Score: Raw -184278.182444 + Penalty 1704.196614 = -182573.985830 nChanged 9 SP:Iteration 33Q (1831.824495 sec): 3 clusters Score: Raw -184281.258895 + Penalty 1704.196614 = -182577.062281 nChanged 11 SP:Iteration 34Q (1831.917328 sec): 3 clusters Score: Raw -184284.088151 + Penalty 1704.196614 = -182579.891536 nChanged 5 SP:Iteration 35Q (1832.021348 sec): 3 clusters Score: Raw -184285.622292 + Penalty 1704.196614 = -182581.425677 nChanged 4 SP:Iteration 36Q (1832.105792 sec): 3 clusters Score: Raw -184286.518519 + Penalty 1704.196614 = -182582.321904 nChanged 4 SP:Iteration 37Q (1832.209953 sec): 3 clusters Score: Raw -184287.687026 + Penalty 1704.196614 = -182583.490412 nChanged 2 SP:Iteration 38Q (1832.305550 sec): 3 clusters Score: Raw -184288.044205 + Penalty 1704.196614 = -182583.847590 nChanged 0 SP:Iteration 39F (1832.406238 sec): 3 clusters Score: Raw -184288.044205 + Penalty 1704.196614 = -182583.847590 nChanged 0 Trying to split cluster 11 (1964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1832.461656 sec): 2 clusters Score: Raw -71433.068489 + Penalty 796.187541 = -70636.880948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1832.595959 sec): 3 clusters Score: Raw -70530.913031 + Penalty 1592.375083 = -68938.537949 nChanged 718 SP:Iteration 1F (1832.686784 sec): 3 clusters Score: Raw -71161.342325 + Penalty 1592.375083 = -69568.967243 nChanged 185 SP:Iteration 2F (1832.791308 sec): 3 clusters Score: Raw -71356.707657 + Penalty 1592.375083 = -69764.332575 nChanged 133 SP:Iteration 3F (1832.872684 sec): 3 clusters Score: Raw -71498.802575 + Penalty 1592.375083 = -69906.427492 nChanged 106 SP:Iteration 4F (1832.973291 sec): 3 clusters Score: Raw -71606.931236 + Penalty 1592.375083 = -70014.556154 nChanged 88 SP:Iteration 5Q (1833.075845 sec): 3 clusters Score: Raw -71721.096664 + Penalty 1592.375083 = -70128.721582 nChanged 99 SP:Iteration 6F (1833.181971 sec): 3 clusters Score: Raw -71840.262938 + Penalty 1592.375083 = -70247.887855 nChanged 80 SP:Iteration 7Q (1833.290261 sec): 3 clusters Score: Raw -71918.889512 + Penalty 1592.375083 = -70326.514430 nChanged 63 SP:Iteration 8Q (1833.372555 sec): 3 clusters Score: Raw -71969.253982 + Penalty 1592.375083 = -70376.878900 nChanged 46 SP:Iteration 9Q (1833.483548 sec): 3 clusters Score: Raw -71999.544263 + Penalty 1592.375083 = -70407.169180 nChanged 41 SP:Iteration 10Q (1833.560143 sec): 3 clusters Score: Raw -72028.028471 + Penalty 1592.375083 = -70435.653389 nChanged 36 SP:Iteration 11Q (1833.652240 sec): 3 clusters Score: Raw -72056.481211 + Penalty 1592.375083 = -70464.106128 nChanged 33 SP:Iteration 12Q (1833.738552 sec): 3 clusters Score: Raw -72083.642040 + Penalty 1592.375083 = -70491.266958 nChanged 30 SP:Iteration 13Q (1833.855018 sec): 3 clusters Score: Raw -72102.274980 + Penalty 1592.375083 = -70509.899897 nChanged 21 SP:Iteration 14Q (1833.940055 sec): 3 clusters Score: Raw -72111.047054 + Penalty 1592.375083 = -70518.671971 nChanged 9 SP:Iteration 15Q (1834.054080 sec): 3 clusters Score: Raw -72117.519838 + Penalty 1592.375083 = -70525.144755 nChanged 8 SP:Iteration 16Q (1834.159549 sec): 3 clusters Score: Raw -72121.943366 + Penalty 1592.375083 = -70529.568284 nChanged 7 SP:Iteration 17Q (1834.234904 sec): 3 clusters Score: Raw -72126.475068 + Penalty 1592.375083 = -70534.099985 nChanged 11 SP:Iteration 18Q (1834.339057 sec): 3 clusters Score: Raw -72133.426413 + Penalty 1592.375083 = -70541.051331 nChanged 8 SP:Iteration 19Q (1834.445180 sec): 3 clusters Score: Raw -72139.209427 + Penalty 1592.375083 = -70546.834344 nChanged 10 SP:Iteration 20F (1834.535707 sec): 3 clusters Score: Raw -72145.654645 + Penalty 1592.375083 = -70553.279563 nChanged 11 SP:Iteration 21Q (1834.631217 sec): 3 clusters Score: Raw -72154.533442 + Penalty 1592.375083 = -70562.158359 nChanged 17 SP:Iteration 22Q (1834.735149 sec): 3 clusters Score: Raw -72164.039337 + Penalty 1592.375083 = -70571.664254 nChanged 11 SP:Iteration 23Q (1834.843185 sec): 3 clusters Score: Raw -72167.970252 + Penalty 1592.375083 = -70575.595170 nChanged 7 SP:Iteration 24Q (1834.949527 sec): 3 clusters Score: Raw -72170.412194 + Penalty 1592.375083 = -70578.037111 nChanged 5 SP:Iteration 25Q (1835.022571 sec): 3 clusters Score: Raw -72172.679487 + Penalty 1592.375083 = -70580.304405 nChanged 7 SP:Iteration 26Q (1835.141456 sec): 3 clusters Score: Raw -72175.268429 + Penalty 1592.375083 = -70582.893346 nChanged 8 SP:Iteration 27Q (1835.216052 sec): 3 clusters Score: Raw -72180.125841 + Penalty 1592.375083 = -70587.750759 nChanged 7 SP:Iteration 28Q (1835.316737 sec): 3 clusters Score: Raw -72182.449507 + Penalty 1592.375083 = -70590.074424 nChanged 6 SP:Iteration 29Q (1835.420163 sec): 3 clusters Score: Raw -72186.047627 + Penalty 1592.375083 = -70593.672544 nChanged 7 SP:Iteration 30Q (1835.505247 sec): 3 clusters Score: Raw -72188.524383 + Penalty 1592.375083 = -70596.149301 nChanged 4 SP:Iteration 31Q (1835.594815 sec): 3 clusters Score: Raw -72189.554529 + Penalty 1592.375083 = -70597.179447 nChanged 3 SP:Iteration 32Q (1835.697670 sec): 3 clusters Score: Raw -72190.637353 + Penalty 1592.375083 = -70598.262270 nChanged 4 SP:Iteration 33Q (1835.797725 sec): 3 clusters Score: Raw -72192.139123 + Penalty 1592.375083 = -70599.764040 nChanged 1 SP:Iteration 34Q (1835.914243 sec): 3 clusters Score: Raw -72192.540970 + Penalty 1592.375083 = -70600.165887 nChanged 2 SP:Iteration 35Q (1836.017206 sec): 3 clusters Score: Raw -72193.492945 + Penalty 1592.375083 = -70601.117862 nChanged 8 SP:Iteration 36Q (1836.104307 sec): 3 clusters Score: Raw -72197.369818 + Penalty 1592.375083 = -70604.994736 nChanged 8 SP:Iteration 37Q (1836.202375 sec): 3 clusters Score: Raw -72200.492942 + Penalty 1592.375083 = -70608.117859 nChanged 3 SP:Iteration 38Q (1836.327884 sec): 3 clusters Score: Raw -72201.304715 + Penalty 1592.375083 = -70608.929632 nChanged 3 SP:Iteration 39Q (1836.424371 sec): 3 clusters Score: Raw -72201.937486 + Penalty 1592.375083 = -70609.562404 nChanged 4 SP:Iteration 40F (1836.521277 sec): 3 clusters Score: Raw -72202.834180 + Penalty 1592.375083 = -70610.459097 nChanged 2 SP:Iteration 41Q (1836.598830 sec): 3 clusters Score: Raw -72203.174378 + Penalty 1592.375083 = -70610.799295 nChanged 3 SP:Iteration 42Q (1836.706689 sec): 3 clusters Score: Raw -72203.650729 + Penalty 1592.375083 = -70611.275646 nChanged 1 SP:Iteration 43Q (1836.787032 sec): 3 clusters Score: Raw -72203.821579 + Penalty 1592.375083 = -70611.446496 nChanged 0 SP:Iteration 44F (1836.890887 sec): 3 clusters Score: Raw -72203.821579 + Penalty 1592.375083 = -70611.446496 nChanged 0 Trying to split cluster 12 (3804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1836.971020 sec): 2 clusters Score: Raw -202690.036410 + Penalty 865.599884 = -201824.436526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1837.074337 sec): 3 clusters Score: Raw -200666.118468 + Penalty 1731.199769 = -198934.918699 nChanged 1602 SP:Iteration 1F (1837.199846 sec): 3 clusters Score: Raw -201688.586700 + Penalty 1731.199769 = -199957.386931 nChanged 347 SP:Iteration 2F (1837.279408 sec): 3 clusters Score: Raw -201943.832357 + Penalty 1731.199769 = -200212.632588 nChanged 264 SP:Iteration 3F (1837.370423 sec): 3 clusters Score: Raw -202148.002952 + Penalty 1731.199769 = -200416.803183 nChanged 231 SP:Iteration 4F (1837.449471 sec): 3 clusters Score: Raw -202312.662629 + Penalty 1731.199769 = -200581.462860 nChanged 178 SP:Iteration 5Q (1837.565678 sec): 3 clusters Score: Raw -202428.443968 + Penalty 1731.199769 = -200697.244199 nChanged 140 SP:Iteration 6Q (1837.672753 sec): 3 clusters Score: Raw -202490.664474 + Penalty 1731.199769 = -200759.464705 nChanged 86 SP:Iteration 7Q (1837.779625 sec): 3 clusters Score: Raw -202527.985495 + Penalty 1731.199769 = -200796.785726 nChanged 78 SP:Iteration 8Q (1837.903053 sec): 3 clusters Score: Raw -202558.458687 + Penalty 1731.199769 = -200827.258918 nChanged 69 SP:Iteration 9Q (1837.986511 sec): 3 clusters Score: Raw -202591.739535 + Penalty 1731.199769 = -200860.539766 nChanged 67 SP:Iteration 10Q (1838.089481 sec): 3 clusters Score: Raw -202627.113389 + Penalty 1731.199769 = -200895.913620 nChanged 66 SP:Iteration 11Q (1838.178080 sec): 3 clusters Score: Raw -202658.077151 + Penalty 1731.199769 = -200926.877382 nChanged 61 SP:Iteration 12Q (1838.282801 sec): 3 clusters Score: Raw -202687.944143 + Penalty 1731.199769 = -200956.744374 nChanged 48 SP:Iteration 13Q (1838.391009 sec): 3 clusters Score: Raw -202707.508968 + Penalty 1731.199769 = -200976.309199 nChanged 46 SP:Iteration 14Q (1838.471448 sec): 3 clusters Score: Raw -202734.099517 + Penalty 1731.199769 = -201002.899748 nChanged 61 SP:Iteration 15Q (1838.594548 sec): 3 clusters Score: Raw -202770.049607 + Penalty 1731.199769 = -201038.849838 nChanged 50 SP:Iteration 16Q (1838.655315 sec): 3 clusters Score: Raw -202798.714194 + Penalty 1731.199769 = -201067.514425 nChanged 48 SP:Iteration 17Q (1838.750023 sec): 3 clusters Score: Raw -202827.863236 + Penalty 1731.199769 = -201096.663467 nChanged 49 SP:Iteration 18Q (1838.843773 sec): 3 clusters Score: Raw -202846.626644 + Penalty 1731.199769 = -201115.426875 nChanged 39 SP:Iteration 19Q (1838.960303 sec): 3 clusters Score: Raw -202862.007385 + Penalty 1731.199769 = -201130.807616 nChanged 31 SP:Iteration 20F (1839.057350 sec): 3 clusters Score: Raw -202870.460804 + Penalty 1731.199769 = -201139.261035 nChanged 23 SP:Iteration 21Q (1839.163887 sec): 3 clusters Score: Raw -202876.863770 + Penalty 1731.199769 = -201145.664001 nChanged 29 SP:Iteration 22Q (1839.291988 sec): 3 clusters Score: Raw -202886.808528 + Penalty 1731.199769 = -201155.608759 nChanged 32 SP:Iteration 23Q (1839.373182 sec): 3 clusters Score: Raw -202896.442869 + Penalty 1731.199769 = -201165.243100 nChanged 16 SP:Iteration 24Q (1839.470726 sec): 3 clusters Score: Raw -202900.076375 + Penalty 1731.199769 = -201168.876606 nChanged 15 SP:Iteration 25Q (1839.572554 sec): 3 clusters Score: Raw -202902.809631 + Penalty 1731.199769 = -201171.609862 nChanged 14 SP:Iteration 26Q (1839.668292 sec): 3 clusters Score: Raw -202906.288631 + Penalty 1731.199769 = -201175.088862 nChanged 20 SP:Iteration 27Q (1839.765293 sec): 3 clusters Score: Raw -202911.643178 + Penalty 1731.199769 = -201180.443409 nChanged 17 SP:Iteration 28Q (1839.861297 sec): 3 clusters Score: Raw -202915.160657 + Penalty 1731.199769 = -201183.960888 nChanged 14 SP:Iteration 29Q (1839.974766 sec): 3 clusters Score: Raw -202918.295500 + Penalty 1731.199769 = -201187.095731 nChanged 17 SP:Iteration 30Q (1840.094063 sec): 3 clusters Score: Raw -202923.662071 + Penalty 1731.199769 = -201192.462302 nChanged 25 SP:Iteration 31Q (1840.179186 sec): 3 clusters Score: Raw -202934.575991 + Penalty 1731.199769 = -201203.376222 nChanged 31 SP:Iteration 32Q (1840.301442 sec): 3 clusters Score: Raw -202952.898533 + Penalty 1731.199769 = -201221.698764 nChanged 42 SP:Iteration 33Q (1840.391669 sec): 3 clusters Score: Raw -202974.651063 + Penalty 1731.199769 = -201243.451294 nChanged 34 SP:Iteration 34Q (1840.497676 sec): 3 clusters Score: Raw -202997.025773 + Penalty 1731.199769 = -201265.826004 nChanged 43 SP:Iteration 35Q (1840.593947 sec): 3 clusters Score: Raw -203027.323814 + Penalty 1731.199769 = -201296.124045 nChanged 43 SP:Iteration 36Q (1840.696029 sec): 3 clusters Score: Raw -203060.742205 + Penalty 1731.199769 = -201329.542436 nChanged 46 SP:Iteration 37Q (1840.798690 sec): 3 clusters Score: Raw -203096.486803 + Penalty 1731.199769 = -201365.287034 nChanged 52 SP:Iteration 38Q (1840.897064 sec): 3 clusters Score: Raw -203137.341169 + Penalty 1731.199769 = -201406.141400 nChanged 46 SP:Iteration 39Q (1840.992445 sec): 3 clusters Score: Raw -203170.635190 + Penalty 1731.199769 = -201439.435421 nChanged 46 SP:Iteration 40F (1841.114770 sec): 3 clusters Score: Raw -203203.132328 + Penalty 1731.199769 = -201471.932559 nChanged 52 SP:Iteration 41Q (1841.222033 sec): 3 clusters Score: Raw -203239.726109 + Penalty 1731.199769 = -201508.526340 nChanged 49 SP:Iteration 42Q (1841.303742 sec): 3 clusters Score: Raw -203276.978215 + Penalty 1731.199769 = -201545.778446 nChanged 61 SP:Iteration 43Q (1841.439934 sec): 3 clusters Score: Raw -203320.726370 + Penalty 1731.199769 = -201589.526601 nChanged 51 SP:Iteration 44Q (1841.523994 sec): 3 clusters Score: Raw -203357.371855 + Penalty 1731.199769 = -201626.172087 nChanged 40 SP:Iteration 45Q (1841.647740 sec): 3 clusters Score: Raw -203379.968997 + Penalty 1731.199769 = -201648.769228 nChanged 28 SP:Iteration 46Q (1841.739328 sec): 3 clusters Score: Raw -203396.138563 + Penalty 1731.199769 = -201664.938794 nChanged 22 SP:Iteration 47Q (1841.840210 sec): 3 clusters Score: Raw -203407.106395 + Penalty 1731.199769 = -201675.906626 nChanged 18 SP:Iteration 48Q (1841.941739 sec): 3 clusters Score: Raw -203415.765367 + Penalty 1731.199769 = -201684.565598 nChanged 17 SP:Iteration 49Q (1842.047185 sec): 3 clusters Score: Raw -203423.827933 + Penalty 1731.199769 = -201692.628164 nChanged 15 SP:Iteration 50Q (1842.179845 sec): 3 clusters Score: Raw -203427.652288 + Penalty 1731.199769 = -201696.452519 nChanged 8 SP:Iteration 51Q (1842.298912 sec): 3 clusters Score: Raw -203429.617077 + Penalty 1731.199769 = -201698.417308 nChanged 7 SP:Iteration 52Q (1842.390876 sec): 3 clusters Score: Raw -203431.816208 + Penalty 1731.199769 = -201700.616439 nChanged 2 SP:Iteration 53Q (1842.478287 sec): 3 clusters Score: Raw -203432.194875 + Penalty 1731.199769 = -201700.995106 nChanged 0 SP:Iteration 54F (1842.585620 sec): 3 clusters Score: Raw -203432.194875 + Penalty 1731.199769 = -201700.995106 nChanged 0 Trying to split cluster 13 (1282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1842.629051 sec): 2 clusters Score: Raw -60083.600983 + Penalty 751.398547 = -59332.202436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1842.709511 sec): 3 clusters Score: Raw -59540.893904 + Penalty 1502.797094 = -58038.096810 nChanged 464 SP:Iteration 1F (1842.786672 sec): 3 clusters Score: Raw -59889.859419 + Penalty 1502.797094 = -58387.062325 nChanged 111 SP:Iteration 2F (1842.865000 sec): 3 clusters Score: Raw -59990.842202 + Penalty 1502.797094 = -58488.045108 nChanged 70 SP:Iteration 3F (1842.932220 sec): 3 clusters Score: Raw -60048.851001 + Penalty 1502.797094 = -58546.053907 nChanged 53 SP:Iteration 4Q (1843.043437 sec): 3 clusters Score: Raw -60097.084213 + Penalty 1502.797094 = -58594.287120 nChanged 33 SP:Iteration 5Q (1843.128000 sec): 3 clusters Score: Raw -60119.920959 + Penalty 1502.797094 = -58617.123865 nChanged 20 SP:Iteration 6Q (1843.239874 sec): 3 clusters Score: Raw -60141.788192 + Penalty 1502.797094 = -58638.991098 nChanged 22 SP:Iteration 7Q (1843.314659 sec): 3 clusters Score: Raw -60160.536057 + Penalty 1502.797094 = -58657.738963 nChanged 16 SP:Iteration 8Q (1843.425840 sec): 3 clusters Score: Raw -60174.531598 + Penalty 1502.797094 = -58671.734504 nChanged 19 SP:Iteration 9Q (1843.512240 sec): 3 clusters Score: Raw -60188.706704 + Penalty 1502.797094 = -58685.909610 nChanged 14 SP:Iteration 10Q (1843.608266 sec): 3 clusters Score: Raw -60197.405704 + Penalty 1502.797094 = -58694.608610 nChanged 9 SP:Iteration 11Q (1843.704728 sec): 3 clusters Score: Raw -60205.334095 + Penalty 1502.797094 = -58702.537001 nChanged 12 SP:Iteration 12Q (1843.794102 sec): 3 clusters Score: Raw -60215.548404 + Penalty 1502.797094 = -58712.751310 nChanged 10 SP:Iteration 13Q (1843.889618 sec): 3 clusters Score: Raw -60223.046093 + Penalty 1502.797094 = -58720.248999 nChanged 7 SP:Iteration 14Q (1843.986253 sec): 3 clusters Score: Raw -60228.006896 + Penalty 1502.797094 = -58725.209802 nChanged 6 SP:Iteration 15Q (1844.060466 sec): 3 clusters Score: Raw -60229.117099 + Penalty 1502.797094 = -58726.320005 nChanged 0 SP:Iteration 16F (1844.181143 sec): 3 clusters Score: Raw -60229.117099 + Penalty 1502.797094 = -58726.320005 nChanged 0 Trying to split cluster 14 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1844.225615 sec): 2 clusters Score: Raw -49438.804998 + Penalty 733.005603 = -48705.799395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1844.334847 sec): 3 clusters Score: Raw -48999.179325 + Penalty 1466.011206 = -47533.168119 nChanged 368 SP:Iteration 1F (1844.432690 sec): 3 clusters Score: Raw -49274.134565 + Penalty 1466.011206 = -47808.123360 nChanged 84 SP:Iteration 2F (1844.518138 sec): 3 clusters Score: Raw -49377.023407 + Penalty 1466.011206 = -47911.012202 nChanged 75 SP:Iteration 3F (1844.611426 sec): 3 clusters Score: Raw -49483.350051 + Penalty 1466.011206 = -48017.338846 nChanged 63 SP:Iteration 4F (1844.673050 sec): 3 clusters Score: Raw -49581.220967 + Penalty 1466.011206 = -48115.209762 nChanged 55 SP:Iteration 5F (1844.792576 sec): 3 clusters Score: Raw -49657.132432 + Penalty 1466.011206 = -48191.121227 nChanged 46 SP:Iteration 6Q (1844.867216 sec): 3 clusters Score: Raw -49693.761867 + Penalty 1466.011206 = -48227.750662 nChanged 14 SP:Iteration 7Q (1844.964646 sec): 3 clusters Score: Raw -49708.011287 + Penalty 1466.011206 = -48242.000081 nChanged 15 SP:Iteration 8Q (1845.059071 sec): 3 clusters Score: Raw -49718.728153 + Penalty 1466.011206 = -48252.716948 nChanged 7 SP:Iteration 9Q (1845.160911 sec): 3 clusters Score: Raw -49723.706010 + Penalty 1466.011206 = -48257.694805 nChanged 6 SP:Iteration 10Q (1845.272425 sec): 3 clusters Score: Raw -49728.319075 + Penalty 1466.011206 = -48262.307869 nChanged 5 SP:Iteration 11Q (1845.368573 sec): 3 clusters Score: Raw -49731.919179 + Penalty 1466.011206 = -48265.907974 nChanged 3 SP:Iteration 12Q (1845.472822 sec): 3 clusters Score: Raw -49733.214113 + Penalty 1466.011206 = -48267.202907 nChanged 3 SP:Iteration 13Q (1845.562798 sec): 3 clusters Score: Raw -49734.421381 + Penalty 1466.011206 = -48268.410176 nChanged 3 SP:Iteration 14Q (1845.659738 sec): 3 clusters Score: Raw -49735.818335 + Penalty 1466.011206 = -48269.807129 nChanged 7 SP:Iteration 15Q (1845.766754 sec): 3 clusters Score: Raw -49741.412498 + Penalty 1466.011206 = -48275.401293 nChanged 6 SP:Iteration 16Q (1845.860368 sec): 3 clusters Score: Raw -49744.147119 + Penalty 1466.011206 = -48278.135914 nChanged 2 SP:Iteration 17Q (1845.951636 sec): 3 clusters Score: Raw -49746.203035 + Penalty 1466.011206 = -48280.191829 nChanged 2 SP:Iteration 18Q (1846.041643 sec): 3 clusters Score: Raw -49747.077382 + Penalty 1466.011206 = -48281.066177 nChanged 1 SP:Iteration 19Q (1846.145808 sec): 3 clusters Score: Raw -49747.424539 + Penalty 1466.011206 = -48281.413333 nChanged 0 SP:Iteration 20F (1846.231279 sec): 3 clusters Score: Raw -49747.424539 + Penalty 1466.011206 = -48281.413333 nChanged 0 Time taken for this iteration:272.963329 seconds. 7->15 Clusters: Score -1990189.757838, best is -1992393.325019 Starting from 8 clusters... ------ Clustering full data set of 41034 points ------ SP: Assigned 8 initial classes randomly. Deleting Class 3 (2279 points): Lose 750.509510 but Gain 1115.326408 Iteration 0F (1846.877037 sec): 7 clusters Score: Raw -1788399.911776 + Penalty 6691.958450 = -1781707.953326 nChanged 34783 Iteration 1F (1847.409360 sec): 7 clusters Score: Raw -1929953.928106 + Penalty 6691.958450 = -1923261.969656 nChanged 12632 Iteration 2F (1847.911138 sec): 7 clusters Score: Raw -1961094.688962 + Penalty 6691.958450 = -1954402.730512 nChanged 4831 Iteration 3F (1848.397694 sec): 7 clusters Score: Raw -1967897.281391 + Penalty 6691.958450 = -1961205.322941 nChanged 2801 Iteration 4F (1848.889535 sec): 7 clusters Score: Raw -1971634.849079 + Penalty 6691.958450 = -1964942.890628 nChanged 2023 Iteration 5Q (1849.368215 sec): 7 clusters Score: Raw -1973973.720887 + Penalty 6691.958450 = -1967281.762436 nChanged 1593 Iteration 6Q (1849.841320 sec): 7 clusters Score: Raw -1975683.144668 + Penalty 6691.958450 = -1968991.186218 nChanged 1361 Iteration 7Q (1850.296225 sec): 7 clusters Score: Raw -1976919.610936 + Penalty 6691.958450 = -1970227.652486 nChanged 1116 Iteration 8Q (1850.775669 sec): 7 clusters Score: Raw -1977722.180869 + Penalty 6691.958450 = -1971030.222418 nChanged 923 Iteration 9Q (1851.232606 sec): 7 clusters Score: Raw -1978249.169030 + Penalty 6691.958450 = -1971557.210579 nChanged 764 Iteration 10Q (1851.627784 sec): 7 clusters Score: Raw -1978659.590420 + Penalty 6691.958450 = -1971967.631969 nChanged 693 Iteration 11Q (1852.094873 sec): 7 clusters Score: Raw -1979004.173512 + Penalty 6691.958450 = -1972312.215061 nChanged 609 Iteration 12Q (1852.579874 sec): 7 clusters Score: Raw -1979287.263517 + Penalty 6691.958450 = -1972595.305067 nChanged 581 Iteration 13Q (1853.049289 sec): 7 clusters Score: Raw -1979560.189768 + Penalty 6691.958450 = -1972868.231318 nChanged 569 Iteration 14Q (1853.480422 sec): 7 clusters Score: Raw -1979818.471896 + Penalty 6691.958450 = -1973126.513446 nChanged 525 Iteration 15Q (1853.949083 sec): 7 clusters Score: Raw -1980044.482990 + Penalty 6691.958450 = -1973352.524540 nChanged 461 Iteration 16Q (1854.408469 sec): 7 clusters Score: Raw -1980231.884720 + Penalty 6691.958450 = -1973539.926269 nChanged 433 Iteration 17Q (1854.847083 sec): 7 clusters Score: Raw -1980386.538727 + Penalty 6691.958450 = -1973694.580277 nChanged 399 Iteration 18Q (1855.275868 sec): 7 clusters Score: Raw -1980510.980093 + Penalty 6691.958450 = -1973819.021643 nChanged 339 Iteration 19Q (1855.736671 sec): 7 clusters Score: Raw -1980601.120892 + Penalty 6691.958450 = -1973909.162441 nChanged 305 Writing temp clu file Because OldScore, -1973819.021643, is greater than current (better) Score,-1973909.162441 Compute initial score before splitting: Score: Raw -1980601.120892 + Penalty 6691.958450 = -1973909.162441 Trying to split cluster 1 (21100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1855.859652 sec): 2 clusters Score: Raw -1140895.782574 + Penalty 1045.487974 = -1139850.294600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1856.008616 sec): 3 clusters Score: Raw -1128109.119647 + Penalty 2090.975947 = -1126018.143700 nChanged 9675 SP:Iteration 1F (1856.163058 sec): 3 clusters Score: Raw -1135119.518736 + Penalty 2090.975947 = -1133028.542789 nChanged 1936 SP:Iteration 2F (1856.287857 sec): 3 clusters Score: Raw -1136961.357876 + Penalty 2090.975947 = -1134870.381929 nChanged 1894 SP:Iteration 3F (1856.426964 sec): 3 clusters Score: Raw -1139228.162584 + Penalty 2090.975947 = -1137137.186637 nChanged 1595 SP:Iteration 4F (1856.574646 sec): 3 clusters Score: Raw -1140817.679815 + Penalty 2090.975947 = -1138726.703868 nChanged 1173 SP:Iteration 5F (1856.723081 sec): 3 clusters Score: Raw -1141707.138305 + Penalty 2090.975947 = -1139616.162358 nChanged 881 SP:Iteration 6Q (1856.846133 sec): 3 clusters Score: Raw -1142260.765966 + Penalty 2090.975947 = -1140169.790019 nChanged 653 SP:Iteration 7Q (1857.010644 sec): 3 clusters Score: Raw -1142656.195060 + Penalty 2090.975947 = -1140565.219113 nChanged 594 SP:Iteration 8Q (1857.124474 sec): 3 clusters Score: Raw -1143008.557749 + Penalty 2090.975947 = -1140917.581802 nChanged 566 SP:Iteration 9Q (1857.244915 sec): 3 clusters Score: Raw -1143390.980568 + Penalty 2090.975947 = -1141300.004621 nChanged 523 SP:Iteration 10Q (1857.395939 sec): 3 clusters Score: Raw -1143789.856983 + Penalty 2090.975947 = -1141698.881036 nChanged 486 SP:Iteration 11Q (1857.551582 sec): 3 clusters Score: Raw -1144170.500830 + Penalty 2090.975947 = -1142079.524883 nChanged 471 SP:Iteration 12Q (1857.698779 sec): 3 clusters Score: Raw -1144473.631263 + Penalty 2090.975947 = -1142382.655316 nChanged 388 SP:Iteration 13Q (1857.831123 sec): 3 clusters Score: Raw -1144660.671030 + Penalty 2090.975947 = -1142569.695083 nChanged 269 SP:Iteration 14Q (1857.972097 sec): 3 clusters Score: Raw -1144761.453944 + Penalty 2090.975947 = -1142670.477997 nChanged 196 SP:Iteration 15Q (1858.108058 sec): 3 clusters Score: Raw -1144823.465314 + Penalty 2090.975947 = -1142732.489367 nChanged 159 SP:Iteration 16Q (1858.240936 sec): 3 clusters Score: Raw -1144862.413283 + Penalty 2090.975947 = -1142771.437336 nChanged 121 SP:Iteration 17Q (1858.389758 sec): 3 clusters Score: Raw -1144889.368513 + Penalty 2090.975947 = -1142798.392566 nChanged 119 SP:Iteration 18Q (1858.524041 sec): 3 clusters Score: Raw -1144907.939101 + Penalty 2090.975947 = -1142816.963154 nChanged 88 SP:Iteration 19Q (1858.672905 sec): 3 clusters Score: Raw -1144920.275717 + Penalty 2090.975947 = -1142829.299770 nChanged 70 SP:Iteration 20F (1858.795558 sec): 3 clusters Score: Raw -1144939.144152 + Penalty 2090.975947 = -1142848.168204 nChanged 79 SP:Iteration 21Q (1858.941344 sec): 3 clusters Score: Raw -1144948.977488 + Penalty 2090.975947 = -1142858.001541 nChanged 61 SP:Iteration 22Q (1859.085718 sec): 3 clusters Score: Raw -1144954.339419 + Penalty 2090.975947 = -1142863.363472 nChanged 42 SP:Iteration 23Q (1859.222289 sec): 3 clusters Score: Raw -1144957.543273 + Penalty 2090.975947 = -1142866.567326 nChanged 41 SP:Iteration 24Q (1859.384292 sec): 3 clusters Score: Raw -1144961.129423 + Penalty 2090.975947 = -1142870.153476 nChanged 44 SP:Iteration 25Q (1859.526211 sec): 3 clusters Score: Raw -1144964.402794 + Penalty 2090.975947 = -1142873.426847 nChanged 28 SP:Iteration 26Q (1859.684908 sec): 3 clusters Score: Raw -1144966.078358 + Penalty 2090.975947 = -1142875.102410 nChanged 19 SP:Iteration 27Q (1859.814818 sec): 3 clusters Score: Raw -1144967.286603 + Penalty 2090.975947 = -1142876.310656 nChanged 22 SP:Iteration 28Q (1859.979876 sec): 3 clusters Score: Raw -1144968.917480 + Penalty 2090.975947 = -1142877.941533 nChanged 26 SP:Iteration 29Q (1860.119197 sec): 3 clusters Score: Raw -1144970.581621 + Penalty 2090.975947 = -1142879.605674 nChanged 22 SP:Iteration 30Q (1860.278643 sec): 3 clusters Score: Raw -1144971.662648 + Penalty 2090.975947 = -1142880.686701 nChanged 18 SP:Iteration 31Q (1860.423940 sec): 3 clusters Score: Raw -1144972.534206 + Penalty 2090.975947 = -1142881.558259 nChanged 13 SP:Iteration 32Q (1860.583150 sec): 3 clusters Score: Raw -1144973.005378 + Penalty 2090.975947 = -1142882.029431 nChanged 19 SP:Iteration 33Q (1860.713021 sec): 3 clusters Score: Raw -1144974.039805 + Penalty 2090.975947 = -1142883.063858 nChanged 16 SP:Iteration 34Q (1860.873666 sec): 3 clusters Score: Raw -1144974.760584 + Penalty 2090.975947 = -1142883.784637 nChanged 18 SP:Iteration 35Q (1861.020260 sec): 3 clusters Score: Raw -1144975.830326 + Penalty 2090.975947 = -1142884.854379 nChanged 14 SP:Iteration 36Q (1861.182688 sec): 3 clusters Score: Raw -1144976.563901 + Penalty 2090.975947 = -1142885.587953 nChanged 11 SP:Iteration 37Q (1861.320288 sec): 3 clusters Score: Raw -1144976.990237 + Penalty 2090.975947 = -1142886.014290 nChanged 8 SP:Iteration 38Q (1861.478733 sec): 3 clusters Score: Raw -1144977.278718 + Penalty 2090.975947 = -1142886.302771 nChanged 9 SP:Iteration 39Q (1861.597426 sec): 3 clusters Score: Raw -1144977.534970 + Penalty 2090.975947 = -1142886.559023 nChanged 6 SP:Iteration 40F (1861.731159 sec): 3 clusters Score: Raw -1144977.690871 + Penalty 2090.975947 = -1142886.714924 nChanged 6 SP:Iteration 41Q (1861.881123 sec): 3 clusters Score: Raw -1144978.004461 + Penalty 2090.975947 = -1142887.028514 nChanged 11 SP:Iteration 42Q (1862.031455 sec): 3 clusters Score: Raw -1144978.552898 + Penalty 2090.975947 = -1142887.576951 nChanged 12 SP:Iteration 43Q (1862.184104 sec): 3 clusters Score: Raw -1144979.325184 + Penalty 2090.975947 = -1142888.349237 nChanged 11 SP:Iteration 44Q (1862.311093 sec): 3 clusters Score: Raw -1144979.916023 + Penalty 2090.975947 = -1142888.940076 nChanged 13 SP:Iteration 45Q (1862.462725 sec): 3 clusters Score: Raw -1144980.552202 + Penalty 2090.975947 = -1142889.576255 nChanged 14 SP:Iteration 46Q (1862.590996 sec): 3 clusters Score: Raw -1144981.249172 + Penalty 2090.975947 = -1142890.273225 nChanged 9 SP:Iteration 47Q (1862.741185 sec): 3 clusters Score: Raw -1144981.543991 + Penalty 2090.975947 = -1142890.568044 nChanged 9 SP:Iteration 48Q (1862.870811 sec): 3 clusters Score: Raw -1144981.931575 + Penalty 2090.975947 = -1142890.955628 nChanged 9 SP:Iteration 49Q (1863.025542 sec): 3 clusters Score: Raw -1144982.413116 + Penalty 2090.975947 = -1142891.437168 nChanged 15 SP:Iteration 50Q (1863.173851 sec): 3 clusters Score: Raw -1144983.285906 + Penalty 2090.975947 = -1142892.309959 nChanged 19 SP:Iteration 51Q (1863.329376 sec): 3 clusters Score: Raw -1144984.249115 + Penalty 2090.975947 = -1142893.273168 nChanged 11 SP:Iteration 52Q (1863.450112 sec): 3 clusters Score: Raw -1144984.783813 + Penalty 2090.975947 = -1142893.807866 nChanged 15 SP:Iteration 53Q (1863.592405 sec): 3 clusters Score: Raw -1144985.698745 + Penalty 2090.975947 = -1142894.722798 nChanged 15 SP:Iteration 54Q (1863.734270 sec): 3 clusters Score: Raw -1144986.520198 + Penalty 2090.975947 = -1142895.544251 nChanged 18 SP:Iteration 55Q (1863.882479 sec): 3 clusters Score: Raw -1144987.743649 + Penalty 2090.975947 = -1142896.767702 nChanged 26 SP:Iteration 56Q (1864.018169 sec): 3 clusters Score: Raw -1144989.560597 + Penalty 2090.975947 = -1142898.584650 nChanged 32 SP:Iteration 57Q (1864.157146 sec): 3 clusters Score: Raw -1144992.645027 + Penalty 2090.975947 = -1142901.669079 nChanged 33 SP:Iteration 58Q (1864.299707 sec): 3 clusters Score: Raw -1144995.865154 + Penalty 2090.975947 = -1142904.889207 nChanged 39 SP:Iteration 59Q (1864.448806 sec): 3 clusters Score: Raw -1144999.252748 + Penalty 2090.975947 = -1142908.276801 nChanged 32 SP:Iteration 60F (1864.587487 sec): 3 clusters Score: Raw -1145002.127697 + Penalty 2090.975947 = -1142911.151750 nChanged 35 SP:Iteration 61Q (1864.726963 sec): 3 clusters Score: Raw -1145005.912694 + Penalty 2090.975947 = -1142914.936747 nChanged 40 SP:Iteration 62Q (1864.870726 sec): 3 clusters Score: Raw -1145009.819880 + Penalty 2090.975947 = -1142918.843933 nChanged 39 SP:Iteration 63Q (1865.018476 sec): 3 clusters Score: Raw -1145013.255735 + Penalty 2090.975947 = -1142922.279788 nChanged 43 SP:Iteration 64Q (1865.165604 sec): 3 clusters Score: Raw -1145018.544327 + Penalty 2090.975947 = -1142927.568380 nChanged 50 SP:Iteration 65Q (1865.327497 sec): 3 clusters Score: Raw -1145024.314299 + Penalty 2090.975947 = -1142933.338352 nChanged 58 SP:Iteration 66Q (1865.489040 sec): 3 clusters Score: Raw -1145032.537050 + Penalty 2090.975947 = -1142941.561103 nChanged 57 SP:Iteration 67Q (1865.627520 sec): 3 clusters Score: Raw -1145040.761145 + Penalty 2090.975947 = -1142949.785198 nChanged 62 SP:Iteration 68Q (1865.780737 sec): 3 clusters Score: Raw -1145049.246571 + Penalty 2090.975947 = -1142958.270623 nChanged 73 SP:Iteration 69Q (1865.921830 sec): 3 clusters Score: Raw -1145058.761920 + Penalty 2090.975947 = -1142967.785973 nChanged 74 SP:Iteration 70Q (1866.064809 sec): 3 clusters Score: Raw -1145067.746576 + Penalty 2090.975947 = -1142976.770629 nChanged 74 SP:Iteration 71Q (1866.211238 sec): 3 clusters Score: Raw -1145077.995365 + Penalty 2090.975947 = -1142987.019418 nChanged 90 SP:Iteration 72Q (1866.361765 sec): 3 clusters Score: Raw -1145093.462323 + Penalty 2090.975947 = -1143002.486376 nChanged 101 SP:Iteration 73Q (1866.506280 sec): 3 clusters Score: Raw -1145113.597374 + Penalty 2090.975947 = -1143022.621427 nChanged 124 SP:Iteration 74Q (1866.642132 sec): 3 clusters Score: Raw -1145137.296125 + Penalty 2090.975947 = -1143046.320178 nChanged 116 SP:Iteration 75Q (1866.774384 sec): 3 clusters Score: Raw -1145160.833776 + Penalty 2090.975947 = -1143069.857829 nChanged 136 SP:Iteration 76Q (1866.932855 sec): 3 clusters Score: Raw -1145194.302998 + Penalty 2090.975947 = -1143103.327051 nChanged 162 SP:Iteration 77Q (1867.089974 sec): 3 clusters Score: Raw -1145246.134013 + Penalty 2090.975947 = -1143155.158065 nChanged 217 SP:Iteration 78Q (1867.220585 sec): 3 clusters Score: Raw -1145325.385113 + Penalty 2090.975947 = -1143234.409166 nChanged 259 SP:Iteration 79Q (1867.371230 sec): 3 clusters Score: Raw -1145435.161829 + Penalty 2090.975947 = -1143344.185882 nChanged 285 SP:Iteration 80F (1867.500342 sec): 3 clusters Score: Raw -1145561.585909 + Penalty 2090.975947 = -1143470.609962 nChanged 281 SP:Iteration 81Q (1867.653828 sec): 3 clusters Score: Raw -1145677.758710 + Penalty 2090.975947 = -1143586.782763 nChanged 275 SP:Iteration 82Q (1867.791482 sec): 3 clusters Score: Raw -1145794.044844 + Penalty 2090.975947 = -1143703.068897 nChanged 276 SP:Iteration 83Q (1867.948066 sec): 3 clusters Score: Raw -1145913.285696 + Penalty 2090.975947 = -1143822.309749 nChanged 261 SP:Iteration 84Q (1868.104445 sec): 3 clusters Score: Raw -1146023.071974 + Penalty 2090.975947 = -1143932.096027 nChanged 228 SP:Iteration 85Q (1868.264144 sec): 3 clusters Score: Raw -1146110.064482 + Penalty 2090.975947 = -1144019.088535 nChanged 205 SP:Iteration 86Q (1868.398279 sec): 3 clusters Score: Raw -1146190.015826 + Penalty 2090.975947 = -1144099.039879 nChanged 178 SP:Iteration 87Q (1868.552257 sec): 3 clusters Score: Raw -1146257.865582 + Penalty 2090.975947 = -1144166.889635 nChanged 159 SP:Iteration 88Q (1868.707538 sec): 3 clusters Score: Raw -1146315.075904 + Penalty 2090.975947 = -1144224.099957 nChanged 121 SP:Iteration 89Q (1868.832256 sec): 3 clusters Score: Raw -1146353.139606 + Penalty 2090.975947 = -1144262.163659 nChanged 116 SP:Iteration 90Q (1868.993166 sec): 3 clusters Score: Raw -1146384.086786 + Penalty 2090.975947 = -1144293.110839 nChanged 86 SP:Iteration 91Q (1869.144099 sec): 3 clusters Score: Raw -1146402.114310 + Penalty 2090.975947 = -1144311.138362 nChanged 60 SP:Iteration 92Q (1869.290774 sec): 3 clusters Score: Raw -1146411.404615 + Penalty 2090.975947 = -1144320.428668 nChanged 60 SP:Iteration 93Q (1869.428767 sec): 3 clusters Score: Raw -1146419.452349 + Penalty 2090.975947 = -1144328.476402 nChanged 43 SP:Iteration 94Q (1869.600434 sec): 3 clusters Score: Raw -1146424.120118 + Penalty 2090.975947 = -1144333.144171 nChanged 29 SP:Iteration 95Q (1869.703844 sec): 3 clusters Score: Raw -1146426.906723 + Penalty 2090.975947 = -1144335.930776 nChanged 18 SP:Iteration 96Q (1869.873578 sec): 3 clusters Score: Raw -1146428.651402 + Penalty 2090.975947 = -1144337.675455 nChanged 15 SP:Iteration 97Q (1870.013910 sec): 3 clusters Score: Raw -1146429.739826 + Penalty 2090.975947 = -1144338.763879 nChanged 10 SP:Iteration 98Q (1870.165614 sec): 3 clusters Score: Raw -1146430.264741 + Penalty 2090.975947 = -1144339.288793 nChanged 8 SP:Iteration 99Q (1870.324244 sec): 3 clusters Score: Raw -1146430.708009 + Penalty 2090.975947 = -1144339.732062 nChanged 7 SP:Iteration 100F (1870.464851 sec): 3 clusters Score: Raw -1146431.065207 + Penalty 2090.975947 = -1144340.089260 nChanged 4 SP:Iteration 101Q (1870.610388 sec): 3 clusters Score: Raw -1146431.220916 + Penalty 2090.975947 = -1144340.244969 nChanged 0 SP:Iteration 102F (1870.765489 sec): 3 clusters Score: Raw -1146431.220916 + Penalty 2090.975947 = -1144340.244969 nChanged 0 Score: Raw -1986186.199616 + Penalty 7807.284859 = -1978378.914758 Splitting cluster 1 changes total score from -1973909.162441 to -1978378.914758 So it's getting split into cluster 3. Trying to split cluster 2 (6943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1871.400896 sec): 2 clusters Score: Raw -322715.037322 + Penalty 928.776370 = -321786.260953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1871.498259 sec): 3 clusters Score: Raw -318859.533659 + Penalty 1857.552740 = -317001.980919 nChanged 3010 SP:Iteration 1F (1871.613269 sec): 3 clusters Score: Raw -321439.691542 + Penalty 1857.552740 = -319582.138802 nChanged 748 SP:Iteration 2F (1871.714147 sec): 3 clusters Score: Raw -322193.740989 + Penalty 1857.552740 = -320336.188250 nChanged 611 SP:Iteration 3F (1871.824155 sec): 3 clusters Score: Raw -322721.300247 + Penalty 1857.552740 = -320863.747508 nChanged 485 SP:Iteration 4F (1871.931923 sec): 3 clusters Score: Raw -323183.211287 + Penalty 1857.552740 = -321325.658547 nChanged 415 SP:Iteration 5F (1872.055956 sec): 3 clusters Score: Raw -323528.909006 + Penalty 1857.552740 = -321671.356267 nChanged 330 SP:Iteration 6Q (1872.163512 sec): 3 clusters Score: Raw -323753.256142 + Penalty 1857.552740 = -321895.703402 nChanged 267 SP:Iteration 7Q (1872.261977 sec): 3 clusters Score: Raw -323889.623221 + Penalty 1857.552740 = -322032.070481 nChanged 192 SP:Iteration 8Q (1872.392023 sec): 3 clusters Score: Raw -323974.546023 + Penalty 1857.552740 = -322116.993283 nChanged 144 SP:Iteration 9Q (1872.485700 sec): 3 clusters Score: Raw -324027.131501 + Penalty 1857.552740 = -322169.578761 nChanged 117 SP:Iteration 10Q (1872.609232 sec): 3 clusters Score: Raw -324067.247844 + Penalty 1857.552740 = -322209.695104 nChanged 97 SP:Iteration 11Q (1872.725330 sec): 3 clusters Score: Raw -324094.448505 + Penalty 1857.552740 = -322236.895766 nChanged 78 SP:Iteration 12Q (1872.849655 sec): 3 clusters Score: Raw -324116.034275 + Penalty 1857.552740 = -322258.481535 nChanged 64 SP:Iteration 13Q (1872.933765 sec): 3 clusters Score: Raw -324139.498029 + Penalty 1857.552740 = -322281.945289 nChanged 77 SP:Iteration 14Q (1873.039390 sec): 3 clusters Score: Raw -324167.647237 + Penalty 1857.552740 = -322310.094497 nChanged 84 SP:Iteration 15Q (1873.143789 sec): 3 clusters Score: Raw -324196.678249 + Penalty 1857.552740 = -322339.125509 nChanged 85 SP:Iteration 16Q (1873.261242 sec): 3 clusters Score: Raw -324223.440875 + Penalty 1857.552740 = -322365.888135 nChanged 75 SP:Iteration 17Q (1873.383178 sec): 3 clusters Score: Raw -324242.327472 + Penalty 1857.552740 = -322384.774732 nChanged 52 SP:Iteration 18Q (1873.476085 sec): 3 clusters Score: Raw -324251.955773 + Penalty 1857.552740 = -322394.403034 nChanged 44 SP:Iteration 19Q (1873.590121 sec): 3 clusters Score: Raw -324262.968166 + Penalty 1857.552740 = -322405.415426 nChanged 47 SP:Iteration 20F (1873.713227 sec): 3 clusters Score: Raw -324278.324546 + Penalty 1857.552740 = -322420.771806 nChanged 47 SP:Iteration 21Q (1873.847601 sec): 3 clusters Score: Raw -324289.341466 + Penalty 1857.552740 = -322431.788726 nChanged 39 SP:Iteration 22Q (1873.937667 sec): 3 clusters Score: Raw -324300.465075 + Penalty 1857.552740 = -322442.912336 nChanged 49 SP:Iteration 23Q (1874.045099 sec): 3 clusters Score: Raw -324314.471151 + Penalty 1857.552740 = -322456.918411 nChanged 48 SP:Iteration 24Q (1874.163091 sec): 3 clusters Score: Raw -324327.658861 + Penalty 1857.552740 = -322470.106121 nChanged 33 SP:Iteration 25Q (1874.259008 sec): 3 clusters Score: Raw -324336.380701 + Penalty 1857.552740 = -322478.827961 nChanged 40 SP:Iteration 26Q (1874.357465 sec): 3 clusters Score: Raw -324349.610354 + Penalty 1857.552740 = -322492.057614 nChanged 39 SP:Iteration 27Q (1874.472983 sec): 3 clusters Score: Raw -324360.886755 + Penalty 1857.552740 = -322503.334016 nChanged 40 SP:Iteration 28Q (1874.603904 sec): 3 clusters Score: Raw -324368.761446 + Penalty 1857.552740 = -322511.208707 nChanged 35 SP:Iteration 29Q (1874.723913 sec): 3 clusters Score: Raw -324378.487207 + Penalty 1857.552740 = -322520.934467 nChanged 34 SP:Iteration 30Q (1874.823446 sec): 3 clusters Score: Raw -324387.719143 + Penalty 1857.552740 = -322530.166403 nChanged 31 SP:Iteration 31Q (1874.922924 sec): 3 clusters Score: Raw -324397.792150 + Penalty 1857.552740 = -322540.239410 nChanged 26 SP:Iteration 32Q (1875.031517 sec): 3 clusters Score: Raw -324405.920651 + Penalty 1857.552740 = -322548.367911 nChanged 26 SP:Iteration 33Q (1875.141054 sec): 3 clusters Score: Raw -324412.115606 + Penalty 1857.552740 = -322554.562866 nChanged 30 SP:Iteration 34Q (1875.258457 sec): 3 clusters Score: Raw -324417.550543 + Penalty 1857.552740 = -322559.997804 nChanged 18 SP:Iteration 35Q (1875.345508 sec): 3 clusters Score: Raw -324420.824683 + Penalty 1857.552740 = -322563.271943 nChanged 18 SP:Iteration 36Q (1875.437421 sec): 3 clusters Score: Raw -324424.502901 + Penalty 1857.552740 = -322566.950162 nChanged 13 SP:Iteration 37Q (1875.556217 sec): 3 clusters Score: Raw -324427.004328 + Penalty 1857.552740 = -322569.451588 nChanged 15 SP:Iteration 38Q (1875.670770 sec): 3 clusters Score: Raw -324429.504451 + Penalty 1857.552740 = -322571.951712 nChanged 13 SP:Iteration 39Q (1875.754454 sec): 3 clusters Score: Raw -324432.335224 + Penalty 1857.552740 = -322574.782484 nChanged 19 SP:Iteration 40F (1875.846795 sec): 3 clusters Score: Raw -324436.477647 + Penalty 1857.552740 = -322578.924908 nChanged 20 SP:Iteration 41Q (1875.962703 sec): 3 clusters Score: Raw -324439.360078 + Penalty 1857.552740 = -322581.807338 nChanged 19 SP:Iteration 42Q (1876.088613 sec): 3 clusters Score: Raw -324442.243674 + Penalty 1857.552740 = -322584.690934 nChanged 12 SP:Iteration 43Q (1876.182165 sec): 3 clusters Score: Raw -324443.462747 + Penalty 1857.552740 = -322585.910007 nChanged 11 SP:Iteration 44Q (1876.299744 sec): 3 clusters Score: Raw -324445.106162 + Penalty 1857.552740 = -322587.553422 nChanged 9 SP:Iteration 45Q (1876.431717 sec): 3 clusters Score: Raw -324446.202073 + Penalty 1857.552740 = -322588.649333 nChanged 2 SP:Iteration 46Q (1876.523810 sec): 3 clusters Score: Raw -324446.489175 + Penalty 1857.552740 = -322588.936435 nChanged 4 SP:Iteration 47Q (1876.637348 sec): 3 clusters Score: Raw -324447.136919 + Penalty 1857.552740 = -322589.584179 nChanged 4 SP:Iteration 48Q (1876.748599 sec): 3 clusters Score: Raw -324447.934527 + Penalty 1857.552740 = -322590.381787 nChanged 4 SP:Iteration 49Q (1876.857520 sec): 3 clusters Score: Raw -324448.607366 + Penalty 1857.552740 = -322591.054626 nChanged 5 SP:Iteration 50Q (1876.961776 sec): 3 clusters Score: Raw -324449.093417 + Penalty 1857.552740 = -322591.540678 nChanged 5 SP:Iteration 51Q (1877.081317 sec): 3 clusters Score: Raw -324449.832265 + Penalty 1857.552740 = -322592.279525 nChanged 6 SP:Iteration 52Q (1877.208990 sec): 3 clusters Score: Raw -324450.870753 + Penalty 1857.552740 = -322593.318013 nChanged 8 SP:Iteration 53Q (1877.324480 sec): 3 clusters Score: Raw -324451.532557 + Penalty 1857.552740 = -322593.979817 nChanged 8 SP:Iteration 54Q (1877.428592 sec): 3 clusters Score: Raw -324452.237197 + Penalty 1857.552740 = -322594.684457 nChanged 7 SP:Iteration 55Q (1877.543888 sec): 3 clusters Score: Raw -324452.799758 + Penalty 1857.552740 = -322595.247018 nChanged 5 SP:Iteration 56Q (1877.644670 sec): 3 clusters Score: Raw -324453.383793 + Penalty 1857.552740 = -322595.831053 nChanged 6 SP:Iteration 57Q (1877.768789 sec): 3 clusters Score: Raw -324454.624684 + Penalty 1857.552740 = -322597.071944 nChanged 12 SP:Iteration 58Q (1877.886871 sec): 3 clusters Score: Raw -324456.917653 + Penalty 1857.552740 = -322599.364913 nChanged 13 SP:Iteration 59Q (1877.994597 sec): 3 clusters Score: Raw -324458.252789 + Penalty 1857.552740 = -322600.700049 nChanged 6 SP:Iteration 60F (1878.111813 sec): 3 clusters Score: Raw -324459.004798 + Penalty 1857.552740 = -322601.452059 nChanged 5 SP:Iteration 61Q (1878.240592 sec): 3 clusters Score: Raw -324459.384722 + Penalty 1857.552740 = -322601.831982 nChanged 3 SP:Iteration 62Q (1878.339927 sec): 3 clusters Score: Raw -324459.727936 + Penalty 1857.552740 = -322602.175196 nChanged 2 SP:Iteration 63Q (1878.463124 sec): 3 clusters Score: Raw -324460.035968 + Penalty 1857.552740 = -322602.483228 nChanged 3 SP:Iteration 64Q (1878.585347 sec): 3 clusters Score: Raw -324460.250685 + Penalty 1857.552740 = -322602.697945 nChanged 2 SP:Iteration 65Q (1878.707029 sec): 3 clusters Score: Raw -324460.320374 + Penalty 1857.552740 = -322602.767634 nChanged 1 SP:Iteration 66Q (1878.804778 sec): 3 clusters Score: Raw -324460.359416 + Penalty 1857.552740 = -322602.806676 nChanged 1 SP:Iteration 67Q (1878.922231 sec): 3 clusters Score: Raw -324460.414828 + Penalty 1857.552740 = -322602.862088 nChanged 1 SP:Iteration 68Q (1879.031714 sec): 3 clusters Score: Raw -324460.578430 + Penalty 1857.552740 = -322603.025690 nChanged 0 SP:Iteration 69F (1879.141421 sec): 3 clusters Score: Raw -324460.578430 + Penalty 1857.552740 = -322603.025690 nChanged 0 Score: Raw -1987931.740723 + Penalty 8922.611267 = -1979009.129456 Splitting cluster 2 changes total score from -1973909.162441 to -1979009.129456 So it's getting split into cluster 8. Trying to split cluster 4 (2272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1879.879054 sec): 2 clusters Score: Raw -88046.026944 + Penalty 811.483657 = -87234.543287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1880.003225 sec): 3 clusters Score: Raw -86966.533943 + Penalty 1622.967314 = -85343.566630 nChanged 878 SP:Iteration 1F (1880.094732 sec): 3 clusters Score: Raw -87869.723568 + Penalty 1622.967314 = -86246.756255 nChanged 309 SP:Iteration 2F (1880.207280 sec): 3 clusters Score: Raw -88410.834473 + Penalty 1622.967314 = -86787.867159 nChanged 254 SP:Iteration 3F (1880.284426 sec): 3 clusters Score: Raw -88877.413019 + Penalty 1622.967314 = -87254.445705 nChanged 159 SP:Iteration 4F (1880.392149 sec): 3 clusters Score: Raw -89031.231177 + Penalty 1622.967314 = -87408.263863 nChanged 79 SP:Iteration 5Q (1880.528734 sec): 3 clusters Score: Raw -89093.081108 + Penalty 1622.967314 = -87470.113795 nChanged 40 SP:Iteration 6Q (1880.592539 sec): 3 clusters Score: Raw -89126.435181 + Penalty 1622.967314 = -87503.467868 nChanged 34 SP:Iteration 7Q (1880.698205 sec): 3 clusters Score: Raw -89152.951235 + Penalty 1622.967314 = -87529.983921 nChanged 20 SP:Iteration 8Q (1880.798465 sec): 3 clusters Score: Raw -89163.710072 + Penalty 1622.967314 = -87540.742759 nChanged 14 SP:Iteration 9Q (1880.926486 sec): 3 clusters Score: Raw -89170.788014 + Penalty 1622.967314 = -87547.820700 nChanged 10 SP:Iteration 10Q (1881.005925 sec): 3 clusters Score: Raw -89175.020579 + Penalty 1622.967314 = -87552.053265 nChanged 5 SP:Iteration 11Q (1881.111311 sec): 3 clusters Score: Raw -89176.302468 + Penalty 1622.967314 = -87553.335154 nChanged 2 SP:Iteration 12Q (1881.207207 sec): 3 clusters Score: Raw -89177.681123 + Penalty 1622.967314 = -87554.713809 nChanged 3 SP:Iteration 13Q (1881.302802 sec): 3 clusters Score: Raw -89178.357867 + Penalty 1622.967314 = -87555.390553 nChanged 3 SP:Iteration 14Q (1881.407500 sec): 3 clusters Score: Raw -89179.496063 + Penalty 1622.967314 = -87556.528750 nChanged 2 SP:Iteration 15Q (1881.517953 sec): 3 clusters Score: Raw -89180.110790 + Penalty 1622.967314 = -87557.143476 nChanged 1 SP:Iteration 16Q (1881.603131 sec): 3 clusters Score: Raw -89180.328620 + Penalty 1622.967314 = -87557.361306 nChanged 1 SP:Iteration 17Q (1881.696269 sec): 3 clusters Score: Raw -89180.752955 + Penalty 1622.967314 = -87557.785641 nChanged 1 SP:Iteration 18Q (1881.823312 sec): 3 clusters Score: Raw -89181.173803 + Penalty 1622.967314 = -87558.206490 nChanged 1 SP:Iteration 19Q (1881.913208 sec): 3 clusters Score: Raw -89181.389124 + Penalty 1622.967314 = -87558.421811 nChanged 0 SP:Iteration 20F (1882.024357 sec): 3 clusters Score: Raw -89181.389124 + Penalty 1622.967314 = -87558.421811 nChanged 0 Score: Raw -1989067.102904 + Penalty 10037.937675 = -1979029.165228 Splitting cluster 4 changes total score from -1973909.162441 to -1979029.165228 So it's getting split into cluster 9. Trying to split cluster 5 (3167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1882.791031 sec): 2 clusters Score: Raw -123807.234812 + Penalty 846.356705 = -122960.878107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1882.916893 sec): 3 clusters Score: Raw -122272.717763 + Penalty 1692.713410 = -120580.004353 nChanged 1293 SP:Iteration 1F (1883.020623 sec): 3 clusters Score: Raw -123413.592695 + Penalty 1692.713410 = -121720.879285 nChanged 373 SP:Iteration 2F (1883.129456 sec): 3 clusters Score: Raw -123871.450189 + Penalty 1692.713410 = -122178.736780 nChanged 278 SP:Iteration 3F (1883.242718 sec): 3 clusters Score: Raw -124175.612760 + Penalty 1692.713410 = -122482.899350 nChanged 213 SP:Iteration 4F (1883.344261 sec): 3 clusters Score: Raw -124374.896243 + Penalty 1692.713410 = -122682.182833 nChanged 144 SP:Iteration 5Q (1883.446177 sec): 3 clusters Score: Raw -124508.052353 + Penalty 1692.713410 = -122815.338943 nChanged 115 SP:Iteration 6Q (1883.547256 sec): 3 clusters Score: Raw -124598.474997 + Penalty 1692.713410 = -122905.761588 nChanged 85 SP:Iteration 7Q (1883.655098 sec): 3 clusters Score: Raw -124668.079778 + Penalty 1692.713410 = -122975.366368 nChanged 80 SP:Iteration 8Q (1883.741983 sec): 3 clusters Score: Raw -124732.018582 + Penalty 1692.713410 = -123039.305172 nChanged 65 SP:Iteration 9Q (1883.848112 sec): 3 clusters Score: Raw -124767.299698 + Penalty 1692.713410 = -123074.586288 nChanged 49 SP:Iteration 10Q (1883.946295 sec): 3 clusters Score: Raw -124789.290319 + Penalty 1692.713410 = -123096.576910 nChanged 33 SP:Iteration 11Q (1884.055432 sec): 3 clusters Score: Raw -124802.815022 + Penalty 1692.713410 = -123110.101612 nChanged 26 SP:Iteration 12Q (1884.169753 sec): 3 clusters Score: Raw -124816.879921 + Penalty 1692.713410 = -123124.166511 nChanged 32 SP:Iteration 13Q (1884.281160 sec): 3 clusters Score: Raw -124835.894090 + Penalty 1692.713410 = -123143.180680 nChanged 33 SP:Iteration 14Q (1884.390922 sec): 3 clusters Score: Raw -124856.194588 + Penalty 1692.713410 = -123163.481178 nChanged 41 SP:Iteration 15Q (1884.470697 sec): 3 clusters Score: Raw -124878.274219 + Penalty 1692.713410 = -123185.560810 nChanged 39 SP:Iteration 16Q (1884.568278 sec): 3 clusters Score: Raw -124900.476300 + Penalty 1692.713410 = -123207.762891 nChanged 39 SP:Iteration 17Q (1884.663882 sec): 3 clusters Score: Raw -124919.366335 + Penalty 1692.713410 = -123226.652925 nChanged 33 SP:Iteration 18Q (1884.760103 sec): 3 clusters Score: Raw -124931.625957 + Penalty 1692.713410 = -123238.912547 nChanged 24 SP:Iteration 19Q (1884.883110 sec): 3 clusters Score: Raw -124942.064933 + Penalty 1692.713410 = -123249.351523 nChanged 26 SP:Iteration 20F (1884.969194 sec): 3 clusters Score: Raw -124951.303068 + Penalty 1692.713410 = -123258.589658 nChanged 24 SP:Iteration 21Q (1885.065669 sec): 3 clusters Score: Raw -124960.301388 + Penalty 1692.713410 = -123267.587979 nChanged 30 SP:Iteration 22Q (1885.171541 sec): 3 clusters Score: Raw -124971.706721 + Penalty 1692.713410 = -123278.993311 nChanged 37 SP:Iteration 23Q (1885.281188 sec): 3 clusters Score: Raw -124984.456866 + Penalty 1692.713410 = -123291.743456 nChanged 33 SP:Iteration 24Q (1885.410810 sec): 3 clusters Score: Raw -124996.615187 + Penalty 1692.713410 = -123303.901777 nChanged 34 SP:Iteration 25Q (1885.504467 sec): 3 clusters Score: Raw -125008.253992 + Penalty 1692.713410 = -123315.540582 nChanged 32 SP:Iteration 26Q (1885.610604 sec): 3 clusters Score: Raw -125022.307560 + Penalty 1692.713410 = -123329.594150 nChanged 34 SP:Iteration 27Q (1885.705081 sec): 3 clusters Score: Raw -125035.802368 + Penalty 1692.713410 = -123343.088958 nChanged 27 SP:Iteration 28Q (1885.819900 sec): 3 clusters Score: Raw -125045.793019 + Penalty 1692.713410 = -123353.079609 nChanged 23 SP:Iteration 29Q (1885.906618 sec): 3 clusters Score: Raw -125052.694030 + Penalty 1692.713410 = -123359.980620 nChanged 20 SP:Iteration 30Q (1886.009140 sec): 3 clusters Score: Raw -125060.490034 + Penalty 1692.713410 = -123367.776625 nChanged 21 SP:Iteration 31Q (1886.116189 sec): 3 clusters Score: Raw -125066.802169 + Penalty 1692.713410 = -123374.088759 nChanged 21 SP:Iteration 32Q (1886.225124 sec): 3 clusters Score: Raw -125072.611874 + Penalty 1692.713410 = -123379.898464 nChanged 13 SP:Iteration 33Q (1886.310457 sec): 3 clusters Score: Raw -125080.240762 + Penalty 1692.713410 = -123387.527352 nChanged 13 SP:Iteration 34Q (1886.424602 sec): 3 clusters Score: Raw -125085.127825 + Penalty 1692.713410 = -123392.414416 nChanged 11 SP:Iteration 35Q (1886.491279 sec): 3 clusters Score: Raw -125088.709586 + Penalty 1692.713410 = -123395.996176 nChanged 10 SP:Iteration 36Q (1886.578336 sec): 3 clusters Score: Raw -125090.413463 + Penalty 1692.713410 = -123397.700053 nChanged 9 SP:Iteration 37Q (1886.669190 sec): 3 clusters Score: Raw -125092.300419 + Penalty 1692.713410 = -123399.587010 nChanged 9 SP:Iteration 38Q (1886.768966 sec): 3 clusters Score: Raw -125097.207754 + Penalty 1692.713410 = -123404.494345 nChanged 11 SP:Iteration 39Q (1886.867268 sec): 3 clusters Score: Raw -125101.062542 + Penalty 1692.713410 = -123408.349132 nChanged 8 SP:Iteration 40F (1886.973288 sec): 3 clusters Score: Raw -125103.793805 + Penalty 1692.713410 = -123411.080395 nChanged 9 SP:Iteration 41Q (1887.069570 sec): 3 clusters Score: Raw -125107.785750 + Penalty 1692.713410 = -123415.072340 nChanged 11 SP:Iteration 42Q (1887.194397 sec): 3 clusters Score: Raw -125118.669069 + Penalty 1692.713410 = -123425.955659 nChanged 15 SP:Iteration 43Q (1887.286289 sec): 3 clusters Score: Raw -125196.525494 + Penalty 1692.713410 = -123503.812084 nChanged 21 SP:Iteration 44Q (1887.394046 sec): 3 clusters Score: Raw -125311.711519 + Penalty 1692.713410 = -123618.998109 nChanged 36 SP:Iteration 45Q (1887.494231 sec): 3 clusters Score: Raw -125345.927076 + Penalty 1692.713410 = -123653.213667 nChanged 32 SP:Iteration 46Q (1887.607453 sec): 3 clusters Score: Raw -125367.911185 + Penalty 1692.713410 = -123675.197776 nChanged 22 SP:Iteration 47Q (1887.722468 sec): 3 clusters Score: Raw -125384.885248 + Penalty 1692.713410 = -123692.171839 nChanged 22 SP:Iteration 48Q (1887.824718 sec): 3 clusters Score: Raw -125404.072946 + Penalty 1692.713410 = -123711.359537 nChanged 14 SP:Iteration 49Q (1887.914967 sec): 3 clusters Score: Raw -125418.415446 + Penalty 1692.713410 = -123725.702036 nChanged 19 SP:Iteration 50Q (1888.020370 sec): 3 clusters Score: Raw -125432.073338 + Penalty 1692.713410 = -123739.359928 nChanged 15 SP:Iteration 51Q (1888.148645 sec): 3 clusters Score: Raw -125440.348152 + Penalty 1692.713410 = -123747.634742 nChanged 10 SP:Iteration 52Q (1888.229233 sec): 3 clusters Score: Raw -125444.878720 + Penalty 1692.713410 = -123752.165311 nChanged 8 SP:Iteration 53Q (1888.329646 sec): 3 clusters Score: Raw -125451.903265 + Penalty 1692.713410 = -123759.189855 nChanged 7 SP:Iteration 54Q (1888.432047 sec): 3 clusters Score: Raw -125455.998828 + Penalty 1692.713410 = -123763.285418 nChanged 2 SP:Iteration 55Q (1888.541395 sec): 3 clusters Score: Raw -125456.911869 + Penalty 1692.713410 = -123764.198459 nChanged 0 SP:Iteration 56F (1888.644263 sec): 3 clusters Score: Raw -125456.911869 + Penalty 1692.713410 = -123764.198459 nChanged 0 Score: Raw -1990716.779960 + Penalty 11153.264084 = -1979563.515877 Splitting cluster 5 changes total score from -1973909.162441 to -1979563.515877 So it's getting split into cluster 10. Trying to split cluster 6 (6362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1889.530605 sec): 2 clusters Score: Raw -318088.619569 + Penalty 919.600298 = -317169.019271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1889.648119 sec): 3 clusters Score: Raw -314564.974662 + Penalty 1839.200595 = -312725.774067 nChanged 2741 SP:Iteration 1F (1889.770367 sec): 3 clusters Score: Raw -316392.911078 + Penalty 1839.200595 = -314553.710483 nChanged 536 SP:Iteration 2F (1889.904971 sec): 3 clusters Score: Raw -316803.777073 + Penalty 1839.200595 = -314964.576478 nChanged 454 SP:Iteration 3F (1890.004332 sec): 3 clusters Score: Raw -317192.254037 + Penalty 1839.200595 = -315353.053442 nChanged 419 SP:Iteration 4F (1890.139721 sec): 3 clusters Score: Raw -317597.113982 + Penalty 1839.200595 = -315757.913387 nChanged 435 SP:Iteration 5F (1890.242368 sec): 3 clusters Score: Raw -318033.979680 + Penalty 1839.200595 = -316194.779085 nChanged 372 SP:Iteration 6F (1890.354876 sec): 3 clusters Score: Raw -318420.807519 + Penalty 1839.200595 = -316581.606924 nChanged 320 SP:Iteration 7F (1890.475268 sec): 3 clusters Score: Raw -318703.193586 + Penalty 1839.200595 = -316863.992991 nChanged 255 SP:Iteration 8Q (1890.581725 sec): 3 clusters Score: Raw -318911.476871 + Penalty 1839.200595 = -317072.276276 nChanged 221 SP:Iteration 9Q (1890.715009 sec): 3 clusters Score: Raw -319087.860122 + Penalty 1839.200595 = -317248.659527 nChanged 169 SP:Iteration 10Q (1890.816896 sec): 3 clusters Score: Raw -319228.212356 + Penalty 1839.200595 = -317389.011760 nChanged 158 SP:Iteration 11Q (1890.925871 sec): 3 clusters Score: Raw -319328.601248 + Penalty 1839.200595 = -317489.400652 nChanged 113 SP:Iteration 12Q (1891.037167 sec): 3 clusters Score: Raw -319404.423833 + Penalty 1839.200595 = -317565.223238 nChanged 107 SP:Iteration 13Q (1891.151652 sec): 3 clusters Score: Raw -319466.612258 + Penalty 1839.200595 = -317627.411663 nChanged 75 SP:Iteration 14Q (1891.269290 sec): 3 clusters Score: Raw -319513.596968 + Penalty 1839.200595 = -317674.396373 nChanged 56 SP:Iteration 15Q (1891.378695 sec): 3 clusters Score: Raw -319545.763453 + Penalty 1839.200595 = -317706.562858 nChanged 42 SP:Iteration 16Q (1891.496250 sec): 3 clusters Score: Raw -319565.407672 + Penalty 1839.200595 = -317726.207077 nChanged 44 SP:Iteration 17Q (1891.587838 sec): 3 clusters Score: Raw -319587.951909 + Penalty 1839.200595 = -317748.751314 nChanged 34 SP:Iteration 18Q (1891.702260 sec): 3 clusters Score: Raw -319615.932426 + Penalty 1839.200595 = -317776.731831 nChanged 34 SP:Iteration 19Q (1891.816438 sec): 3 clusters Score: Raw -319630.265566 + Penalty 1839.200595 = -317791.064970 nChanged 48 SP:Iteration 20F (1891.935390 sec): 3 clusters Score: Raw -319663.529624 + Penalty 1839.200595 = -317824.329029 nChanged 40 SP:Iteration 21Q (1892.041936 sec): 3 clusters Score: Raw -319687.027735 + Penalty 1839.200595 = -317847.827140 nChanged 55 SP:Iteration 22Q (1892.162993 sec): 3 clusters Score: Raw -319707.647538 + Penalty 1839.200595 = -317868.446942 nChanged 35 SP:Iteration 23Q (1892.284548 sec): 3 clusters Score: Raw -319721.795117 + Penalty 1839.200595 = -317882.594522 nChanged 35 SP:Iteration 24Q (1892.415680 sec): 3 clusters Score: Raw -319734.490462 + Penalty 1839.200595 = -317895.289867 nChanged 31 SP:Iteration 25Q (1892.528364 sec): 3 clusters Score: Raw -319742.994582 + Penalty 1839.200595 = -317903.793986 nChanged 31 SP:Iteration 26Q (1892.640317 sec): 3 clusters Score: Raw -319750.998781 + Penalty 1839.200595 = -317911.798186 nChanged 23 SP:Iteration 27Q (1892.766705 sec): 3 clusters Score: Raw -319754.981633 + Penalty 1839.200595 = -317915.781038 nChanged 21 SP:Iteration 28Q (1892.864789 sec): 3 clusters Score: Raw -319759.902897 + Penalty 1839.200595 = -317920.702302 nChanged 15 SP:Iteration 29Q (1892.974320 sec): 3 clusters Score: Raw -319765.615620 + Penalty 1839.200595 = -317926.415025 nChanged 19 SP:Iteration 30Q (1893.080026 sec): 3 clusters Score: Raw -319771.945268 + Penalty 1839.200595 = -317932.744672 nChanged 17 SP:Iteration 31Q (1893.184886 sec): 3 clusters Score: Raw -319776.847380 + Penalty 1839.200595 = -317937.646785 nChanged 17 SP:Iteration 32Q (1893.325464 sec): 3 clusters Score: Raw -319782.129755 + Penalty 1839.200595 = -317942.929160 nChanged 17 SP:Iteration 33Q (1893.415021 sec): 3 clusters Score: Raw -319787.792642 + Penalty 1839.200595 = -317948.592047 nChanged 17 SP:Iteration 34Q (1893.539302 sec): 3 clusters Score: Raw -319790.574219 + Penalty 1839.200595 = -317951.373624 nChanged 11 SP:Iteration 35Q (1893.655528 sec): 3 clusters Score: Raw -319792.637361 + Penalty 1839.200595 = -317953.436766 nChanged 14 SP:Iteration 36Q (1893.779489 sec): 3 clusters Score: Raw -319794.743456 + Penalty 1839.200595 = -317955.542861 nChanged 7 SP:Iteration 37Q (1893.897582 sec): 3 clusters Score: Raw -319795.773089 + Penalty 1839.200595 = -317956.572494 nChanged 5 SP:Iteration 38Q (1893.991664 sec): 3 clusters Score: Raw -319796.314021 + Penalty 1839.200595 = -317957.113426 nChanged 3 SP:Iteration 39Q (1894.090236 sec): 3 clusters Score: Raw -319796.553142 + Penalty 1839.200595 = -317957.352547 nChanged 3 SP:Iteration 40F (1894.202864 sec): 3 clusters Score: Raw -319797.010668 + Penalty 1839.200595 = -317957.810072 nChanged 5 SP:Iteration 41Q (1894.318800 sec): 3 clusters Score: Raw -319798.208042 + Penalty 1839.200595 = -317959.007447 nChanged 7 SP:Iteration 42Q (1894.428296 sec): 3 clusters Score: Raw -319799.501324 + Penalty 1839.200595 = -317960.300729 nChanged 7 SP:Iteration 43Q (1894.532567 sec): 3 clusters Score: Raw -319800.528684 + Penalty 1839.200595 = -317961.328088 nChanged 1 SP:Iteration 44Q (1894.668869 sec): 3 clusters Score: Raw -319800.595211 + Penalty 1839.200595 = -317961.394616 nChanged 0 SP:Iteration 45F (1894.777990 sec): 3 clusters Score: Raw -319800.595211 + Penalty 1839.200595 = -317961.394616 nChanged 0 Score: Raw -1992428.755603 + Penalty 12268.590492 = -1980160.165111 Splitting cluster 6 changes total score from -1973909.162441 to -1980160.165111 So it's getting split into cluster 11. Trying to split cluster 7 (1114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1895.712514 sec): 2 clusters Score: Raw -44503.748357 + Penalty 736.649804 = -43767.098553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1895.846786 sec): 3 clusters Score: Raw -44098.389712 + Penalty 1473.299608 = -42625.090104 nChanged 395 SP:Iteration 1F (1895.921264 sec): 3 clusters Score: Raw -44520.994774 + Penalty 1473.299608 = -43047.695166 nChanged 159 SP:Iteration 2F (1896.044479 sec): 3 clusters Score: Raw -44830.283496 + Penalty 1473.299608 = -43356.983888 nChanged 113 SP:Iteration 3F (1896.114585 sec): 3 clusters Score: Raw -45069.100784 + Penalty 1473.299608 = -43595.801176 nChanged 86 SP:Iteration 4F (1896.218247 sec): 3 clusters Score: Raw -45240.626409 + Penalty 1473.299608 = -43767.326801 nChanged 50 SP:Iteration 5Q (1896.302559 sec): 3 clusters Score: Raw -45332.765689 + Penalty 1473.299608 = -43859.466081 nChanged 34 SP:Iteration 6Q (1896.393463 sec): 3 clusters Score: Raw -45382.504055 + Penalty 1473.299608 = -43909.204447 nChanged 27 SP:Iteration 7Q (1896.498866 sec): 3 clusters Score: Raw -45419.386525 + Penalty 1473.299608 = -43946.086916 nChanged 15 SP:Iteration 8Q (1896.592700 sec): 3 clusters Score: Raw -45432.757994 + Penalty 1473.299608 = -43959.458386 nChanged 3 SP:Iteration 9Q (1896.664085 sec): 3 clusters Score: Raw -45434.008344 + Penalty 1473.299608 = -43960.708736 nChanged 3 SP:Iteration 10Q (1896.765192 sec): 3 clusters Score: Raw -45440.407631 + Penalty 1473.299608 = -43967.108023 nChanged 9 SP:Iteration 11Q (1896.867997 sec): 3 clusters Score: Raw -45455.768610 + Penalty 1473.299608 = -43982.469002 nChanged 12 SP:Iteration 12Q (1896.956217 sec): 3 clusters Score: Raw -45470.417596 + Penalty 1473.299608 = -43997.117988 nChanged 13 SP:Iteration 13Q (1897.043843 sec): 3 clusters Score: Raw -45484.160923 + Penalty 1473.299608 = -44010.861315 nChanged 11 SP:Iteration 14Q (1897.146621 sec): 3 clusters Score: Raw -45490.765373 + Penalty 1473.299608 = -44017.465765 nChanged 2 SP:Iteration 15Q (1897.256517 sec): 3 clusters Score: Raw -45492.935593 + Penalty 1473.299608 = -44019.635984 nChanged 2 SP:Iteration 16Q (1897.367956 sec): 3 clusters Score: Raw -45493.975797 + Penalty 1473.299608 = -44020.676189 nChanged 2 SP:Iteration 17Q (1897.459605 sec): 3 clusters Score: Raw -45494.904766 + Penalty 1473.299608 = -44021.605158 nChanged 0 SP:Iteration 18F (1897.545776 sec): 3 clusters Score: Raw -45504.527398 + Penalty 1473.299608 = -44031.227789 nChanged 4 SP:Iteration 19Q (1897.652093 sec): 3 clusters Score: Raw -45537.729126 + Penalty 1473.299608 = -44064.429517 nChanged 11 SP:Iteration 20F (1897.754710 sec): 3 clusters Score: Raw -45560.682013 + Penalty 1473.299608 = -44087.382405 nChanged 14 SP:Iteration 21Q (1897.853636 sec): 3 clusters Score: Raw -45587.490298 + Penalty 1473.299608 = -44114.190690 nChanged 12 SP:Iteration 22Q (1897.950241 sec): 3 clusters Score: Raw -45599.228603 + Penalty 1473.299608 = -44125.928994 nChanged 3 SP:Iteration 23Q (1898.046943 sec): 3 clusters Score: Raw -45601.638746 + Penalty 1473.299608 = -44128.339138 nChanged 3 SP:Iteration 24Q (1898.157812 sec): 3 clusters Score: Raw -45605.613124 + Penalty 1473.299608 = -44132.313515 nChanged 2 SP:Iteration 25Q (1898.236158 sec): 3 clusters Score: Raw -45606.762234 + Penalty 1473.299608 = -44133.462625 nChanged 2 SP:Iteration 26Q (1898.338289 sec): 3 clusters Score: Raw -45607.739150 + Penalty 1473.299608 = -44134.439541 nChanged 1 SP:Iteration 27Q (1898.441829 sec): 3 clusters Score: Raw -45609.201035 + Penalty 1473.299608 = -44135.901427 nChanged 1 SP:Iteration 28Q (1898.542417 sec): 3 clusters Score: Raw -45610.243413 + Penalty 1473.299608 = -44136.943805 nChanged 0 SP:Iteration 29F (1898.661161 sec): 3 clusters Score: Raw -45610.243413 + Penalty 1473.299608 = -44136.943805 nChanged 0 Score: Raw -1993535.250659 + Penalty 13383.916901 = -1980151.333758 Splitting cluster 7 changes total score from -1973909.162441 to -1980151.333758 So it's getting split into cluster 12. Iteration 20F (1900.659206 sec): 13 clusters Score: Raw -1995706.255677 + Penalty 13383.916901 = -1982322.338777 nChanged 2360 Iteration 21F (1901.670787 sec): 13 clusters Score: Raw -1996792.663297 + Penalty 13383.916901 = -1983408.746397 nChanged 929 Iteration 22Q (1902.585724 sec): 13 clusters Score: Raw -1997216.588816 + Penalty 13383.916901 = -1983832.671916 nChanged 616 Iteration 23Q (1903.481301 sec): 13 clusters Score: Raw -1997482.219390 + Penalty 13383.916901 = -1984098.302489 nChanged 505 Iteration 24Q (1904.334899 sec): 13 clusters Score: Raw -1997677.983093 + Penalty 13383.916901 = -1984294.066192 nChanged 376 Iteration 25Q (1905.162214 sec): 13 clusters Score: Raw -1997886.148632 + Penalty 13383.916901 = -1984502.231732 nChanged 343 Iteration 26Q (1905.995466 sec): 13 clusters Score: Raw -1997997.129380 + Penalty 13383.916901 = -1984613.212479 nChanged 275 Iteration 27Q (1906.863061 sec): 13 clusters Score: Raw -1998064.050785 + Penalty 13383.916901 = -1984680.133885 nChanged 213 Iteration 28Q (1907.694833 sec): 13 clusters Score: Raw -1998109.142250 + Penalty 13383.916901 = -1984725.225349 nChanged 184 Iteration 29Q (1908.538875 sec): 13 clusters Score: Raw -1998143.311351 + Penalty 13383.916901 = -1984759.394451 nChanged 179 Iteration 30Q (1909.350423 sec): 13 clusters Score: Raw -1998176.854771 + Penalty 13383.916901 = -1984792.937870 nChanged 171 Iteration 31Q (1910.197843 sec): 13 clusters Score: Raw -1998209.054003 + Penalty 13383.916901 = -1984825.137102 nChanged 146 Iteration 32Q (1911.064668 sec): 13 clusters Score: Raw -1998234.339222 + Penalty 13383.916901 = -1984850.422321 nChanged 115 Iteration 33Q (1911.928079 sec): 13 clusters Score: Raw -1998254.044574 + Penalty 13383.916901 = -1984870.127673 nChanged 106 Iteration 34Q (1912.796598 sec): 13 clusters Score: Raw -1998276.305192 + Penalty 13383.916901 = -1984892.388291 nChanged 117 Iteration 35Q (1913.682953 sec): 13 clusters Score: Raw -1998307.121095 + Penalty 13383.916901 = -1984923.204195 nChanged 117 Iteration 36Q (1914.538273 sec): 13 clusters Score: Raw -1998337.146160 + Penalty 13383.916901 = -1984953.229260 nChanged 127 Iteration 37Q (1915.363502 sec): 13 clusters Score: Raw -1998378.373585 + Penalty 13383.916901 = -1984994.456685 nChanged 141 Iteration 38Q (1916.272865 sec): 13 clusters Score: Raw -1998428.622451 + Penalty 13383.916901 = -1985044.705551 nChanged 146 Iteration 39Q (1917.153962 sec): 13 clusters Score: Raw -1998476.536926 + Penalty 13383.916901 = -1985092.620025 nChanged 168 Iteration 40F (1918.119375 sec): 13 clusters Score: Raw -1998566.454817 + Penalty 13383.916901 = -1985182.537916 nChanged 158 Iteration 41Q (1919.011957 sec): 13 clusters Score: Raw -1998646.408789 + Penalty 13383.916901 = -1985262.491888 nChanged 167 Iteration 42Q (1919.875279 sec): 13 clusters Score: Raw -1998698.505038 + Penalty 13383.916901 = -1985314.588137 nChanged 153 Iteration 43Q (1920.757461 sec): 13 clusters Score: Raw -1998742.345595 + Penalty 13383.916901 = -1985358.428695 nChanged 174 Iteration 44Q (1921.619316 sec): 13 clusters Score: Raw -1998790.373694 + Penalty 13383.916901 = -1985406.456794 nChanged 155 Iteration 45Q (1922.471654 sec): 13 clusters Score: Raw -1998827.527128 + Penalty 13383.916901 = -1985443.610227 nChanged 147 Iteration 46Q (1923.310792 sec): 13 clusters Score: Raw -1998864.584378 + Penalty 13383.916901 = -1985480.667478 nChanged 166 Iteration 47Q (1924.169615 sec): 13 clusters Score: Raw -1998901.268004 + Penalty 13383.916901 = -1985517.351103 nChanged 157 Iteration 48Q (1925.054608 sec): 13 clusters Score: Raw -1998931.743100 + Penalty 13383.916901 = -1985547.826199 nChanged 163 Iteration 49Q (1925.949132 sec): 13 clusters Score: Raw -1998967.824255 + Penalty 13383.916901 = -1985583.907355 nChanged 173 Iteration 50Q (1926.818445 sec): 13 clusters Score: Raw -1999007.265424 + Penalty 13383.916901 = -1985623.348523 nChanged 170 Iteration 51Q (1927.663388 sec): 13 clusters Score: Raw -1999044.823705 + Penalty 13383.916901 = -1985660.906804 nChanged 157 Iteration 52Q (1928.528969 sec): 13 clusters Score: Raw -1999087.695395 + Penalty 13383.916901 = -1985703.778494 nChanged 173 Iteration 53Q (1929.403647 sec): 13 clusters Score: Raw -1999135.649058 + Penalty 13383.916901 = -1985751.732157 nChanged 197 Iteration 54Q (1930.229397 sec): 13 clusters Score: Raw -1999186.437545 + Penalty 13383.916901 = -1985802.520645 nChanged 168 Iteration 55Q (1931.089638 sec): 13 clusters Score: Raw -1999232.162107 + Penalty 13383.916901 = -1985848.245207 nChanged 180 Iteration 56Q (1931.963121 sec): 13 clusters Score: Raw -1999281.075406 + Penalty 13383.916901 = -1985897.158506 nChanged 179 Iteration 57Q (1932.814461 sec): 13 clusters Score: Raw -1999325.922323 + Penalty 13383.916901 = -1985942.005423 nChanged 177 Iteration 58Q (1933.692392 sec): 13 clusters Score: Raw -1999378.614375 + Penalty 13383.916901 = -1985994.697474 nChanged 177 Writing temp clu file Because OldScore, -1985942.005423, is greater than current (better) Score,-1985994.697474 Compute initial score before splitting: Score: Raw -1999378.614375 + Penalty 13383.916901 = -1985994.697474 Trying to split cluster 1 (5517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1933.772644 sec): 2 clusters Score: Raw -293813.732613 + Penalty 904.636899 = -292909.095714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1933.877794 sec): 3 clusters Score: Raw -290762.797159 + Penalty 1809.273798 = -288953.523361 nChanged 2332 SP:Iteration 1F (1933.978910 sec): 3 clusters Score: Raw -292259.200821 + Penalty 1809.273798 = -290449.927023 nChanged 453 SP:Iteration 2F (1934.094100 sec): 3 clusters Score: Raw -292623.880550 + Penalty 1809.273798 = -290814.606752 nChanged 432 SP:Iteration 3F (1934.207889 sec): 3 clusters Score: Raw -293011.106380 + Penalty 1809.273798 = -291201.832583 nChanged 416 SP:Iteration 4F (1934.329761 sec): 3 clusters Score: Raw -293392.142535 + Penalty 1809.273798 = -291582.868737 nChanged 349 SP:Iteration 5F (1934.436622 sec): 3 clusters Score: Raw -293635.702220 + Penalty 1809.273798 = -291826.428422 nChanged 272 SP:Iteration 6Q (1934.522829 sec): 3 clusters Score: Raw -293804.229367 + Penalty 1809.273798 = -291994.955569 nChanged 206 SP:Iteration 7Q (1934.631376 sec): 3 clusters Score: Raw -293918.076614 + Penalty 1809.273798 = -292108.802816 nChanged 139 SP:Iteration 8Q (1934.738010 sec): 3 clusters Score: Raw -293986.486345 + Penalty 1809.273798 = -292177.212547 nChanged 130 SP:Iteration 9Q (1934.859270 sec): 3 clusters Score: Raw -294052.056192 + Penalty 1809.273798 = -292242.782394 nChanged 104 SP:Iteration 10Q (1934.967768 sec): 3 clusters Score: Raw -294097.791541 + Penalty 1809.273798 = -292288.517743 nChanged 74 SP:Iteration 11Q (1935.094730 sec): 3 clusters Score: Raw -294124.966258 + Penalty 1809.273798 = -292315.692460 nChanged 65 SP:Iteration 12Q (1935.188598 sec): 3 clusters Score: Raw -294146.035858 + Penalty 1809.273798 = -292336.762061 nChanged 62 SP:Iteration 13Q (1935.303559 sec): 3 clusters Score: Raw -294165.720414 + Penalty 1809.273798 = -292356.446616 nChanged 57 SP:Iteration 14Q (1935.411207 sec): 3 clusters Score: Raw -294188.134002 + Penalty 1809.273798 = -292378.860204 nChanged 46 SP:Iteration 15Q (1935.521090 sec): 3 clusters Score: Raw -294204.625881 + Penalty 1809.273798 = -292395.352083 nChanged 58 SP:Iteration 16Q (1935.637203 sec): 3 clusters Score: Raw -294227.318208 + Penalty 1809.273798 = -292418.044410 nChanged 47 SP:Iteration 17Q (1935.715348 sec): 3 clusters Score: Raw -294242.209996 + Penalty 1809.273798 = -292432.936198 nChanged 50 SP:Iteration 18Q (1935.845317 sec): 3 clusters Score: Raw -294256.665970 + Penalty 1809.273798 = -292447.392172 nChanged 40 SP:Iteration 19Q (1935.950530 sec): 3 clusters Score: Raw -294268.653335 + Penalty 1809.273798 = -292459.379537 nChanged 40 SP:Iteration 20F (1936.042529 sec): 3 clusters Score: Raw -294280.565711 + Penalty 1809.273798 = -292471.291913 nChanged 47 SP:Iteration 21Q (1936.156235 sec): 3 clusters Score: Raw -294295.668987 + Penalty 1809.273798 = -292486.395189 nChanged 46 SP:Iteration 22Q (1936.247633 sec): 3 clusters Score: Raw -294310.431270 + Penalty 1809.273798 = -292501.157472 nChanged 44 SP:Iteration 23Q (1936.349461 sec): 3 clusters Score: Raw -294327.542900 + Penalty 1809.273798 = -292518.269102 nChanged 50 SP:Iteration 24Q (1936.473647 sec): 3 clusters Score: Raw -294344.822965 + Penalty 1809.273798 = -292535.549168 nChanged 56 SP:Iteration 25Q (1936.563276 sec): 3 clusters Score: Raw -294366.633708 + Penalty 1809.273798 = -292557.359910 nChanged 63 SP:Iteration 26Q (1936.693680 sec): 3 clusters Score: Raw -294391.693630 + Penalty 1809.273798 = -292582.419832 nChanged 48 SP:Iteration 27Q (1936.808628 sec): 3 clusters Score: Raw -294406.131136 + Penalty 1809.273798 = -292596.857338 nChanged 32 SP:Iteration 28Q (1936.896836 sec): 3 clusters Score: Raw -294413.776553 + Penalty 1809.273798 = -292604.502755 nChanged 27 SP:Iteration 29Q (1937.026189 sec): 3 clusters Score: Raw -294420.701680 + Penalty 1809.273798 = -292611.427882 nChanged 25 SP:Iteration 30Q (1937.130974 sec): 3 clusters Score: Raw -294427.029323 + Penalty 1809.273798 = -292617.755525 nChanged 21 SP:Iteration 31Q (1937.244185 sec): 3 clusters Score: Raw -294432.360256 + Penalty 1809.273798 = -292623.086458 nChanged 22 SP:Iteration 32Q (1937.362356 sec): 3 clusters Score: Raw -294437.245046 + Penalty 1809.273798 = -292627.971248 nChanged 22 SP:Iteration 33Q (1937.480083 sec): 3 clusters Score: Raw -294442.374256 + Penalty 1809.273798 = -292633.100458 nChanged 24 SP:Iteration 34Q (1937.590774 sec): 3 clusters Score: Raw -294447.128220 + Penalty 1809.273798 = -292637.854422 nChanged 22 SP:Iteration 35Q (1937.695473 sec): 3 clusters Score: Raw -294451.628072 + Penalty 1809.273798 = -292642.354274 nChanged 17 SP:Iteration 36Q (1937.777022 sec): 3 clusters Score: Raw -294455.084750 + Penalty 1809.273798 = -292645.810953 nChanged 12 SP:Iteration 37Q (1937.902010 sec): 3 clusters Score: Raw -294456.874034 + Penalty 1809.273798 = -292647.600236 nChanged 6 SP:Iteration 38Q (1937.989391 sec): 3 clusters Score: Raw -294457.596653 + Penalty 1809.273798 = -292648.322855 nChanged 4 SP:Iteration 39Q (1938.099766 sec): 3 clusters Score: Raw -294458.158137 + Penalty 1809.273798 = -292648.884339 nChanged 5 SP:Iteration 40F (1938.198058 sec): 3 clusters Score: Raw -294458.961547 + Penalty 1809.273798 = -292649.687749 nChanged 5 SP:Iteration 41Q (1938.296664 sec): 3 clusters Score: Raw -294460.148879 + Penalty 1809.273798 = -292650.875082 nChanged 10 SP:Iteration 42Q (1938.411098 sec): 3 clusters Score: Raw -294462.195146 + Penalty 1809.273798 = -292652.921348 nChanged 9 SP:Iteration 43Q (1938.508772 sec): 3 clusters Score: Raw -294463.498363 + Penalty 1809.273798 = -292654.224565 nChanged 8 SP:Iteration 44Q (1938.618860 sec): 3 clusters Score: Raw -294464.784699 + Penalty 1809.273798 = -292655.510901 nChanged 9 SP:Iteration 45Q (1938.708642 sec): 3 clusters Score: Raw -294466.401128 + Penalty 1809.273798 = -292657.127330 nChanged 9 SP:Iteration 46Q (1938.819534 sec): 3 clusters Score: Raw -294467.523430 + Penalty 1809.273798 = -292658.249632 nChanged 10 SP:Iteration 47Q (1938.935614 sec): 3 clusters Score: Raw -294468.859302 + Penalty 1809.273798 = -292659.585505 nChanged 6 SP:Iteration 48Q (1939.059764 sec): 3 clusters Score: Raw -294469.766306 + Penalty 1809.273798 = -292660.492509 nChanged 3 SP:Iteration 49Q (1939.137926 sec): 3 clusters Score: Raw -294470.017037 + Penalty 1809.273798 = -292660.743239 nChanged 3 SP:Iteration 50Q (1939.245134 sec): 3 clusters Score: Raw -294470.324115 + Penalty 1809.273798 = -292661.050317 nChanged 1 SP:Iteration 51Q (1939.368332 sec): 3 clusters Score: Raw -294470.478385 + Penalty 1809.273798 = -292661.204588 nChanged 1 SP:Iteration 52Q (1939.452622 sec): 3 clusters Score: Raw -294470.655359 + Penalty 1809.273798 = -292661.381561 nChanged 2 SP:Iteration 53Q (1939.588214 sec): 3 clusters Score: Raw -294470.949716 + Penalty 1809.273798 = -292661.675919 nChanged 3 SP:Iteration 54Q (1939.675840 sec): 3 clusters Score: Raw -294471.255206 + Penalty 1809.273798 = -292661.981408 nChanged 3 SP:Iteration 55Q (1939.793626 sec): 3 clusters Score: Raw -294471.525458 + Penalty 1809.273798 = -292662.251660 nChanged 0 SP:Iteration 56F (1939.913599 sec): 3 clusters Score: Raw -294471.525458 + Penalty 1809.273798 = -292662.251660 nChanged 0 Trying to split cluster 2 (4392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1939.948745 sec): 2 clusters Score: Raw -206651.268771 + Penalty 880.691698 = -205770.577073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1940.062295 sec): 3 clusters Score: Raw -204324.215967 + Penalty 1761.383396 = -202562.832570 nChanged 1812 SP:Iteration 1F (1940.146179 sec): 3 clusters Score: Raw -205889.347251 + Penalty 1761.383396 = -204127.963854 nChanged 476 SP:Iteration 2F (1940.272038 sec): 3 clusters Score: Raw -206482.527462 + Penalty 1761.383396 = -204721.144065 nChanged 397 SP:Iteration 3F (1940.370856 sec): 3 clusters Score: Raw -206927.119818 + Penalty 1761.383396 = -205165.736422 nChanged 305 SP:Iteration 4F (1940.473161 sec): 3 clusters Score: Raw -207220.372089 + Penalty 1761.383396 = -205458.988693 nChanged 250 SP:Iteration 5F (1940.581514 sec): 3 clusters Score: Raw -207415.482320 + Penalty 1761.383396 = -205654.098924 nChanged 167 SP:Iteration 6Q (1940.677716 sec): 3 clusters Score: Raw -207521.662009 + Penalty 1761.383396 = -205760.278612 nChanged 119 SP:Iteration 7Q (1940.782099 sec): 3 clusters Score: Raw -207593.693600 + Penalty 1761.383396 = -205832.310203 nChanged 94 SP:Iteration 8Q (1940.870192 sec): 3 clusters Score: Raw -207649.404254 + Penalty 1761.383396 = -205888.020857 nChanged 79 SP:Iteration 9Q (1940.976997 sec): 3 clusters Score: Raw -207700.538397 + Penalty 1761.383396 = -205939.155001 nChanged 61 SP:Iteration 10Q (1941.099094 sec): 3 clusters Score: Raw -207733.934368 + Penalty 1761.383396 = -205972.550971 nChanged 53 SP:Iteration 11Q (1941.185811 sec): 3 clusters Score: Raw -207762.378731 + Penalty 1761.383396 = -206000.995335 nChanged 58 SP:Iteration 12Q (1941.297308 sec): 3 clusters Score: Raw -207799.429923 + Penalty 1761.383396 = -206038.046526 nChanged 58 SP:Iteration 13Q (1941.410596 sec): 3 clusters Score: Raw -207831.859482 + Penalty 1761.383396 = -206070.476085 nChanged 57 SP:Iteration 14Q (1941.517178 sec): 3 clusters Score: Raw -207863.115406 + Penalty 1761.383396 = -206101.732010 nChanged 51 SP:Iteration 15Q (1941.597746 sec): 3 clusters Score: Raw -207889.519777 + Penalty 1761.383396 = -206128.136381 nChanged 57 SP:Iteration 16Q (1941.687018 sec): 3 clusters Score: Raw -207924.121444 + Penalty 1761.383396 = -206162.738047 nChanged 50 SP:Iteration 17Q (1941.781499 sec): 3 clusters Score: Raw -207948.118416 + Penalty 1761.383396 = -206186.735019 nChanged 47 SP:Iteration 18Q (1941.888255 sec): 3 clusters Score: Raw -207970.729856 + Penalty 1761.383396 = -206209.346459 nChanged 36 SP:Iteration 19Q (1942.006344 sec): 3 clusters Score: Raw -207986.372560 + Penalty 1761.383396 = -206224.989164 nChanged 40 SP:Iteration 20F (1942.092111 sec): 3 clusters Score: Raw -208005.012052 + Penalty 1761.383396 = -206243.628656 nChanged 44 SP:Iteration 21Q (1942.221387 sec): 3 clusters Score: Raw -208025.119080 + Penalty 1761.383396 = -206263.735683 nChanged 41 SP:Iteration 22Q (1942.293744 sec): 3 clusters Score: Raw -208041.561277 + Penalty 1761.383396 = -206280.177880 nChanged 38 SP:Iteration 23Q (1942.414257 sec): 3 clusters Score: Raw -208056.675968 + Penalty 1761.383396 = -206295.292572 nChanged 26 SP:Iteration 24Q (1942.503390 sec): 3 clusters Score: Raw -208066.134144 + Penalty 1761.383396 = -206304.750748 nChanged 22 SP:Iteration 25Q (1942.608539 sec): 3 clusters Score: Raw -208071.789505 + Penalty 1761.383396 = -206310.406109 nChanged 26 SP:Iteration 26Q (1942.711506 sec): 3 clusters Score: Raw -208080.475902 + Penalty 1761.383396 = -206319.092506 nChanged 33 SP:Iteration 27Q (1942.824258 sec): 3 clusters Score: Raw -208093.707285 + Penalty 1761.383396 = -206332.323889 nChanged 34 SP:Iteration 28Q (1942.909812 sec): 3 clusters Score: Raw -208107.142183 + Penalty 1761.383396 = -206345.758787 nChanged 29 SP:Iteration 29Q (1943.024052 sec): 3 clusters Score: Raw -208115.874179 + Penalty 1761.383396 = -206354.490783 nChanged 21 SP:Iteration 30Q (1943.102167 sec): 3 clusters Score: Raw -208123.176649 + Penalty 1761.383396 = -206361.793252 nChanged 15 SP:Iteration 31Q (1943.205449 sec): 3 clusters Score: Raw -208129.762834 + Penalty 1761.383396 = -206368.379437 nChanged 14 SP:Iteration 32Q (1943.296710 sec): 3 clusters Score: Raw -208135.382383 + Penalty 1761.383396 = -206373.998986 nChanged 19 SP:Iteration 33Q (1943.416275 sec): 3 clusters Score: Raw -208141.932621 + Penalty 1761.383396 = -206380.549224 nChanged 12 SP:Iteration 34Q (1943.523054 sec): 3 clusters Score: Raw -208145.883347 + Penalty 1761.383396 = -206384.499950 nChanged 13 SP:Iteration 35Q (1943.653239 sec): 3 clusters Score: Raw -208149.962276 + Penalty 1761.383396 = -206388.578880 nChanged 10 SP:Iteration 36Q (1943.755371 sec): 3 clusters Score: Raw -208152.768431 + Penalty 1761.383396 = -206391.385035 nChanged 11 SP:Iteration 37Q (1943.851163 sec): 3 clusters Score: Raw -208157.777883 + Penalty 1761.383396 = -206396.394487 nChanged 12 SP:Iteration 38Q (1943.967369 sec): 3 clusters Score: Raw -208163.091086 + Penalty 1761.383396 = -206401.707690 nChanged 10 SP:Iteration 39Q (1944.058921 sec): 3 clusters Score: Raw -208166.144573 + Penalty 1761.383396 = -206404.761177 nChanged 8 SP:Iteration 40F (1944.173847 sec): 3 clusters Score: Raw -208168.755427 + Penalty 1761.383396 = -206407.372030 nChanged 6 SP:Iteration 41Q (1944.270673 sec): 3 clusters Score: Raw -208170.222092 + Penalty 1761.383396 = -206408.838696 nChanged 5 SP:Iteration 42Q (1944.374713 sec): 3 clusters Score: Raw -208171.278815 + Penalty 1761.383396 = -206409.895418 nChanged 4 SP:Iteration 43Q (1944.477303 sec): 3 clusters Score: Raw -208172.457970 + Penalty 1761.383396 = -206411.074574 nChanged 7 SP:Iteration 44Q (1944.597729 sec): 3 clusters Score: Raw -208174.804014 + Penalty 1761.383396 = -206413.420617 nChanged 7 SP:Iteration 45Q (1944.674961 sec): 3 clusters Score: Raw -208176.248899 + Penalty 1761.383396 = -206414.865503 nChanged 4 SP:Iteration 46Q (1944.796315 sec): 3 clusters Score: Raw -208177.345867 + Penalty 1761.383396 = -206415.962471 nChanged 6 SP:Iteration 47Q (1944.910351 sec): 3 clusters Score: Raw -208180.351358 + Penalty 1761.383396 = -206418.967962 nChanged 5 SP:Iteration 48Q (1944.989490 sec): 3 clusters Score: Raw -208182.105887 + Penalty 1761.383396 = -206420.722490 nChanged 7 SP:Iteration 49Q (1945.099854 sec): 3 clusters Score: Raw -208183.577353 + Penalty 1761.383396 = -206422.193957 nChanged 4 SP:Iteration 50Q (1945.212642 sec): 3 clusters Score: Raw -208184.265685 + Penalty 1761.383396 = -206422.882288 nChanged 1 SP:Iteration 51Q (1945.323862 sec): 3 clusters Score: Raw -208184.501756 + Penalty 1761.383396 = -206423.118359 nChanged 2 SP:Iteration 52Q (1945.424210 sec): 3 clusters Score: Raw -208185.326551 + Penalty 1761.383396 = -206423.943155 nChanged 5 SP:Iteration 53Q (1945.528544 sec): 3 clusters Score: Raw -208186.872292 + Penalty 1761.383396 = -206425.488896 nChanged 5 SP:Iteration 54Q (1945.658708 sec): 3 clusters Score: Raw -208189.131757 + Penalty 1761.383396 = -206427.748360 nChanged 6 SP:Iteration 55Q (1945.755821 sec): 3 clusters Score: Raw -208190.622332 + Penalty 1761.383396 = -206429.238935 nChanged 4 SP:Iteration 56Q (1945.855101 sec): 3 clusters Score: Raw -208192.364267 + Penalty 1761.383396 = -206430.980870 nChanged 3 SP:Iteration 57Q (1945.980005 sec): 3 clusters Score: Raw -208192.804091 + Penalty 1761.383396 = -206431.420695 nChanged 2 SP:Iteration 58Q (1946.065254 sec): 3 clusters Score: Raw -208193.232057 + Penalty 1761.383396 = -206431.848660 nChanged 2 SP:Iteration 59Q (1946.171451 sec): 3 clusters Score: Raw -208193.890316 + Penalty 1761.383396 = -206432.506920 nChanged 2 SP:Iteration 60F (1946.260466 sec): 3 clusters Score: Raw -208194.298312 + Penalty 1761.383396 = -206432.914915 nChanged 2 SP:Iteration 61Q (1946.364827 sec): 3 clusters Score: Raw -208195.168647 + Penalty 1761.383396 = -206433.785251 nChanged 2 SP:Iteration 62Q (1946.473291 sec): 3 clusters Score: Raw -208195.425205 + Penalty 1761.383396 = -206434.041808 nChanged 1 SP:Iteration 63Q (1946.583962 sec): 3 clusters Score: Raw -208195.612644 + Penalty 1761.383396 = -206434.229247 nChanged 1 SP:Iteration 64Q (1946.685996 sec): 3 clusters Score: Raw -208195.779941 + Penalty 1761.383396 = -206434.396545 nChanged 1 SP:Iteration 65Q (1946.789701 sec): 3 clusters Score: Raw -208195.847750 + Penalty 1761.383396 = -206434.464353 nChanged 0 SP:Iteration 66F (1946.897246 sec): 3 clusters Score: Raw -208195.847750 + Penalty 1761.383396 = -206434.464353 nChanged 0 Score: Raw -2000953.389899 + Penalty 14499.243309 = -1986454.146590 Splitting cluster 2 changes total score from -1985994.697474 to -1986454.146590 So it's getting split into cluster 13. Trying to split cluster 3 (15539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1948.095614 sec): 2 clusters Score: Raw -865255.459498 + Penalty 1013.366369 = -864242.093130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1948.242023 sec): 3 clusters Score: Raw -855815.848076 + Penalty 2026.732737 = -853789.115339 nChanged 7163 SP:Iteration 1F (1948.378928 sec): 3 clusters Score: Raw -860221.099395 + Penalty 2026.732737 = -858194.366658 nChanged 1058 SP:Iteration 2F (1948.519263 sec): 3 clusters Score: Raw -860885.769558 + Penalty 2026.732737 = -858859.036821 nChanged 1082 SP:Iteration 3F (1948.653395 sec): 3 clusters Score: Raw -861633.241801 + Penalty 2026.732737 = -859606.509064 nChanged 1049 SP:Iteration 4F (1948.775304 sec): 3 clusters Score: Raw -862422.985895 + Penalty 2026.732737 = -860396.253158 nChanged 1011 SP:Iteration 5F (1948.910608 sec): 3 clusters Score: Raw -863172.471553 + Penalty 2026.732737 = -861145.738816 nChanged 873 SP:Iteration 6F (1949.051888 sec): 3 clusters Score: Raw -863727.418570 + Penalty 2026.732737 = -861700.685833 nChanged 714 SP:Iteration 7Q (1949.198235 sec): 3 clusters Score: Raw -864141.748548 + Penalty 2026.732737 = -862115.015810 nChanged 524 SP:Iteration 8Q (1949.341246 sec): 3 clusters Score: Raw -864383.702822 + Penalty 2026.732737 = -862356.970085 nChanged 397 SP:Iteration 9Q (1949.459192 sec): 3 clusters Score: Raw -864530.660198 + Penalty 2026.732737 = -862503.927461 nChanged 291 SP:Iteration 10Q (1949.593030 sec): 3 clusters Score: Raw -864630.744030 + Penalty 2026.732737 = -862604.011293 nChanged 228 SP:Iteration 11Q (1949.724449 sec): 3 clusters Score: Raw -864722.788025 + Penalty 2026.732737 = -862696.055288 nChanged 230 SP:Iteration 12Q (1949.858355 sec): 3 clusters Score: Raw -864810.505055 + Penalty 2026.732737 = -862783.772318 nChanged 190 SP:Iteration 13Q (1949.965601 sec): 3 clusters Score: Raw -864881.050827 + Penalty 2026.732737 = -862854.318090 nChanged 192 SP:Iteration 14Q (1950.121722 sec): 3 clusters Score: Raw -864951.198224 + Penalty 2026.732737 = -862924.465487 nChanged 182 SP:Iteration 15Q (1950.251096 sec): 3 clusters Score: Raw -865019.940197 + Penalty 2026.732737 = -862993.207460 nChanged 195 SP:Iteration 16Q (1950.392971 sec): 3 clusters Score: Raw -865093.089237 + Penalty 2026.732737 = -863066.356500 nChanged 198 SP:Iteration 17Q (1950.542873 sec): 3 clusters Score: Raw -865190.089802 + Penalty 2026.732737 = -863163.357065 nChanged 221 SP:Iteration 18Q (1950.657428 sec): 3 clusters Score: Raw -865340.106050 + Penalty 2026.732737 = -863313.373313 nChanged 258 SP:Iteration 19Q (1950.776234 sec): 3 clusters Score: Raw -865583.414347 + Penalty 2026.732737 = -863556.681610 nChanged 267 SP:Iteration 20F (1950.915980 sec): 3 clusters Score: Raw -865824.385509 + Penalty 2026.732737 = -863797.652772 nChanged 269 SP:Iteration 21Q (1951.041207 sec): 3 clusters Score: Raw -866032.902966 + Penalty 2026.732737 = -864006.170229 nChanged 255 SP:Iteration 22Q (1951.173719 sec): 3 clusters Score: Raw -866198.264257 + Penalty 2026.732737 = -864171.531520 nChanged 226 SP:Iteration 23Q (1951.330775 sec): 3 clusters Score: Raw -866300.156782 + Penalty 2026.732737 = -864273.424045 nChanged 186 SP:Iteration 24Q (1951.453252 sec): 3 clusters Score: Raw -866370.572287 + Penalty 2026.732737 = -864343.839550 nChanged 165 SP:Iteration 25Q (1951.572910 sec): 3 clusters Score: Raw -866434.743504 + Penalty 2026.732737 = -864408.010767 nChanged 168 SP:Iteration 26Q (1951.692652 sec): 3 clusters Score: Raw -866510.344696 + Penalty 2026.732737 = -864483.611959 nChanged 191 SP:Iteration 27Q (1951.836768 sec): 3 clusters Score: Raw -866608.724613 + Penalty 2026.732737 = -864581.991876 nChanged 200 SP:Iteration 28Q (1951.948974 sec): 3 clusters Score: Raw -866715.167567 + Penalty 2026.732737 = -864688.434830 nChanged 189 SP:Iteration 29Q (1952.095236 sec): 3 clusters Score: Raw -866808.946489 + Penalty 2026.732737 = -864782.213752 nChanged 174 SP:Iteration 30Q (1952.206616 sec): 3 clusters Score: Raw -866895.853645 + Penalty 2026.732737 = -864869.120908 nChanged 190 SP:Iteration 31Q (1952.329468 sec): 3 clusters Score: Raw -866992.825668 + Penalty 2026.732737 = -864966.092931 nChanged 186 SP:Iteration 32Q (1952.474993 sec): 3 clusters Score: Raw -867085.628437 + Penalty 2026.732737 = -865058.895700 nChanged 168 SP:Iteration 33Q (1952.607016 sec): 3 clusters Score: Raw -867157.373207 + Penalty 2026.732737 = -865130.640470 nChanged 127 SP:Iteration 34Q (1952.729178 sec): 3 clusters Score: Raw -867209.239269 + Penalty 2026.732737 = -865182.506531 nChanged 116 SP:Iteration 35Q (1952.850122 sec): 3 clusters Score: Raw -867249.135019 + Penalty 2026.732737 = -865222.402281 nChanged 87 SP:Iteration 36Q (1952.977255 sec): 3 clusters Score: Raw -867272.194335 + Penalty 2026.732737 = -865245.461598 nChanged 63 SP:Iteration 37Q (1953.108552 sec): 3 clusters Score: Raw -867285.644401 + Penalty 2026.732737 = -865258.911664 nChanged 53 SP:Iteration 38Q (1953.244161 sec): 3 clusters Score: Raw -867295.791948 + Penalty 2026.732737 = -865269.059211 nChanged 46 SP:Iteration 39Q (1953.397880 sec): 3 clusters Score: Raw -867302.589312 + Penalty 2026.732737 = -865275.856575 nChanged 27 SP:Iteration 40F (1953.518066 sec): 3 clusters Score: Raw -867305.967040 + Penalty 2026.732737 = -865279.234303 nChanged 17 SP:Iteration 41Q (1953.663212 sec): 3 clusters Score: Raw -867307.557264 + Penalty 2026.732737 = -865280.824527 nChanged 16 SP:Iteration 42Q (1953.781458 sec): 3 clusters Score: Raw -867309.198521 + Penalty 2026.732737 = -865282.465784 nChanged 12 SP:Iteration 43Q (1953.900822 sec): 3 clusters Score: Raw -867310.254586 + Penalty 2026.732737 = -865283.521848 nChanged 10 SP:Iteration 44Q (1954.030682 sec): 3 clusters Score: Raw -867311.009183 + Penalty 2026.732737 = -865284.276446 nChanged 4 SP:Iteration 45Q (1954.127204 sec): 3 clusters Score: Raw -867311.259513 + Penalty 2026.732737 = -865284.526776 nChanged 1 SP:Iteration 46Q (1954.264428 sec): 3 clusters Score: Raw -867311.319034 + Penalty 2026.732737 = -865284.586297 nChanged 1 SP:Iteration 47Q (1954.405909 sec): 3 clusters Score: Raw -867311.346746 + Penalty 2026.732737 = -865284.614009 nChanged 1 SP:Iteration 48Q (1954.534576 sec): 3 clusters Score: Raw -867311.473013 + Penalty 2026.732737 = -865284.740276 nChanged 2 SP:Iteration 49Q (1954.681584 sec): 3 clusters Score: Raw -867311.675368 + Penalty 2026.732737 = -865284.942630 nChanged 4 SP:Iteration 50Q (1954.785914 sec): 3 clusters Score: Raw -867311.856140 + Penalty 2026.732737 = -865285.123403 nChanged 0 SP:Iteration 51F (1954.924206 sec): 3 clusters Score: Raw -867311.856140 + Penalty 2026.732737 = -865285.123403 nChanged 0 Score: Raw -2003009.786540 + Penalty 15614.569717 = -1987395.216823 Splitting cluster 3 changes total score from -1985994.697474 to -1987395.216823 So it's getting split into cluster 14. Trying to split cluster 4 (888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1956.193812 sec): 2 clusters Score: Raw -32025.836146 + Penalty 712.842033 = -31312.994113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1956.285714 sec): 3 clusters Score: Raw -31725.282216 + Penalty 1425.684066 = -30299.598150 nChanged 300 SP:Iteration 1F (1956.387983 sec): 3 clusters Score: Raw -32113.937574 + Penalty 1425.684066 = -30688.253508 nChanged 105 SP:Iteration 2F (1956.509895 sec): 3 clusters Score: Raw -32318.469299 + Penalty 1425.684066 = -30892.785233 nChanged 61 SP:Iteration 3F (1956.599104 sec): 3 clusters Score: Raw -32409.036075 + Penalty 1425.684066 = -30983.352009 nChanged 41 SP:Iteration 4Q (1956.725359 sec): 3 clusters Score: Raw -32456.390228 + Penalty 1425.684066 = -31030.706162 nChanged 18 SP:Iteration 5Q (1956.813174 sec): 3 clusters Score: Raw -32473.813279 + Penalty 1425.684066 = -31048.129213 nChanged 9 SP:Iteration 6Q (1956.905411 sec): 3 clusters Score: Raw -32481.083324 + Penalty 1425.684066 = -31055.399258 nChanged 6 SP:Iteration 7Q (1957.000304 sec): 3 clusters Score: Raw -32485.772985 + Penalty 1425.684066 = -31060.088919 nChanged 2 SP:Iteration 8Q (1957.098138 sec): 3 clusters Score: Raw -32486.635774 + Penalty 1425.684066 = -31060.951708 nChanged 0 SP:Iteration 9F (1957.217128 sec): 3 clusters Score: Raw -32486.635774 + Penalty 1425.684066 = -31060.951708 nChanged 0 Trying to split cluster 5 (1756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1957.258277 sec): 2 clusters Score: Raw -66750.867902 + Penalty 784.433346 = -65966.434555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1957.355487 sec): 3 clusters Score: Raw -66063.970548 + Penalty 1568.866693 = -64495.103856 nChanged 656 SP:Iteration 1F (1957.461247 sec): 3 clusters Score: Raw -66698.864913 + Penalty 1568.866693 = -65129.998221 nChanged 179 SP:Iteration 2F (1957.575683 sec): 3 clusters Score: Raw -66862.292853 + Penalty 1568.866693 = -65293.426160 nChanged 109 SP:Iteration 3F (1957.661096 sec): 3 clusters Score: Raw -66957.453965 + Penalty 1568.866693 = -65388.587273 nChanged 78 SP:Iteration 4Q (1957.752846 sec): 3 clusters Score: Raw -67027.949448 + Penalty 1568.866693 = -65459.082755 nChanged 59 SP:Iteration 5Q (1957.842537 sec): 3 clusters Score: Raw -67073.152641 + Penalty 1568.866693 = -65504.285948 nChanged 43 SP:Iteration 6Q (1957.939087 sec): 3 clusters Score: Raw -67097.330017 + Penalty 1568.866693 = -65528.463324 nChanged 25 SP:Iteration 7Q (1958.043973 sec): 3 clusters Score: Raw -67115.191892 + Penalty 1568.866693 = -65546.325199 nChanged 33 SP:Iteration 8Q (1958.154516 sec): 3 clusters Score: Raw -67133.367580 + Penalty 1568.866693 = -65564.500888 nChanged 24 SP:Iteration 9Q (1958.258375 sec): 3 clusters Score: Raw -67145.910998 + Penalty 1568.866693 = -65577.044306 nChanged 13 SP:Iteration 10Q (1958.355146 sec): 3 clusters Score: Raw -67151.617539 + Penalty 1568.866693 = -65582.750846 nChanged 7 SP:Iteration 11Q (1958.448654 sec): 3 clusters Score: Raw -67153.678258 + Penalty 1568.866693 = -65584.811565 nChanged 4 SP:Iteration 12Q (1958.550470 sec): 3 clusters Score: Raw -67155.227768 + Penalty 1568.866693 = -65586.361076 nChanged 5 SP:Iteration 13Q (1958.652994 sec): 3 clusters Score: Raw -67156.929431 + Penalty 1568.866693 = -65588.062738 nChanged 3 SP:Iteration 14Q (1958.766246 sec): 3 clusters Score: Raw -67157.862721 + Penalty 1568.866693 = -65588.996029 nChanged 3 SP:Iteration 15Q (1958.846951 sec): 3 clusters Score: Raw -67158.277705 + Penalty 1568.866693 = -65589.411012 nChanged 0 SP:Iteration 16F (1958.963125 sec): 3 clusters Score: Raw -67158.277705 + Penalty 1568.866693 = -65589.411012 nChanged 0 Trying to split cluster 6 (4233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1959.017182 sec): 2 clusters Score: Raw -207529.430485 + Penalty 876.819955 = -206652.610530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1959.119807 sec): 3 clusters Score: Raw -205279.628282 + Penalty 1753.639911 = -203525.988372 nChanged 1759 SP:Iteration 1F (1959.245371 sec): 3 clusters Score: Raw -206461.158794 + Penalty 1753.639911 = -204707.518883 nChanged 383 SP:Iteration 2F (1959.330920 sec): 3 clusters Score: Raw -206792.962438 + Penalty 1753.639911 = -205039.322527 nChanged 315 SP:Iteration 3F (1959.424659 sec): 3 clusters Score: Raw -207087.143428 + Penalty 1753.639911 = -205333.503517 nChanged 248 SP:Iteration 4F (1959.533985 sec): 3 clusters Score: Raw -207300.349995 + Penalty 1753.639911 = -205546.710084 nChanged 212 SP:Iteration 5F (1959.659139 sec): 3 clusters Score: Raw -207437.507977 + Penalty 1753.639911 = -205683.868067 nChanged 162 SP:Iteration 6Q (1959.743850 sec): 3 clusters Score: Raw -207558.068073 + Penalty 1753.639911 = -205804.428163 nChanged 135 SP:Iteration 7Q (1959.863821 sec): 3 clusters Score: Raw -207650.815365 + Penalty 1753.639911 = -205897.175455 nChanged 120 SP:Iteration 8Q (1959.956971 sec): 3 clusters Score: Raw -207734.616344 + Penalty 1753.639911 = -205980.976434 nChanged 107 SP:Iteration 9Q (1960.066972 sec): 3 clusters Score: Raw -207803.964986 + Penalty 1753.639911 = -206050.325076 nChanged 87 SP:Iteration 10Q (1960.161880 sec): 3 clusters Score: Raw -207855.850506 + Penalty 1753.639911 = -206102.210595 nChanged 70 SP:Iteration 11Q (1960.265819 sec): 3 clusters Score: Raw -207884.904595 + Penalty 1753.639911 = -206131.264684 nChanged 42 SP:Iteration 12Q (1960.382144 sec): 3 clusters Score: Raw -207901.041631 + Penalty 1753.639911 = -206147.401720 nChanged 36 SP:Iteration 13Q (1960.487412 sec): 3 clusters Score: Raw -207914.889481 + Penalty 1753.639911 = -206161.249570 nChanged 35 SP:Iteration 14Q (1960.592082 sec): 3 clusters Score: Raw -207925.464875 + Penalty 1753.639911 = -206171.824965 nChanged 28 SP:Iteration 15Q (1960.704079 sec): 3 clusters Score: Raw -207934.210115 + Penalty 1753.639911 = -206180.570205 nChanged 28 SP:Iteration 16Q (1960.808122 sec): 3 clusters Score: Raw -207943.899479 + Penalty 1753.639911 = -206190.259568 nChanged 28 SP:Iteration 17Q (1960.911178 sec): 3 clusters Score: Raw -207956.224589 + Penalty 1753.639911 = -206202.584679 nChanged 33 SP:Iteration 18Q (1961.018743 sec): 3 clusters Score: Raw -207968.762496 + Penalty 1753.639911 = -206215.122586 nChanged 28 SP:Iteration 19Q (1961.111259 sec): 3 clusters Score: Raw -207978.364842 + Penalty 1753.639911 = -206224.724932 nChanged 27 SP:Iteration 20F (1961.217951 sec): 3 clusters Score: Raw -207986.172690 + Penalty 1753.639911 = -206232.532780 nChanged 20 SP:Iteration 21Q (1961.324988 sec): 3 clusters Score: Raw -207991.150278 + Penalty 1753.639911 = -206237.510368 nChanged 20 SP:Iteration 22Q (1961.426856 sec): 3 clusters Score: Raw -207997.439878 + Penalty 1753.639911 = -206243.799967 nChanged 27 SP:Iteration 23Q (1961.527056 sec): 3 clusters Score: Raw -208006.382152 + Penalty 1753.639911 = -206252.742242 nChanged 30 SP:Iteration 24Q (1961.633750 sec): 3 clusters Score: Raw -208015.992610 + Penalty 1753.639911 = -206262.352700 nChanged 24 SP:Iteration 25Q (1961.738960 sec): 3 clusters Score: Raw -208022.681051 + Penalty 1753.639911 = -206269.041141 nChanged 18 SP:Iteration 26Q (1961.839952 sec): 3 clusters Score: Raw -208026.818880 + Penalty 1753.639911 = -206273.178969 nChanged 17 SP:Iteration 27Q (1961.961945 sec): 3 clusters Score: Raw -208031.729526 + Penalty 1753.639911 = -206278.089616 nChanged 16 SP:Iteration 28Q (1962.060474 sec): 3 clusters Score: Raw -208038.001029 + Penalty 1753.639911 = -206284.361118 nChanged 19 SP:Iteration 29Q (1962.164805 sec): 3 clusters Score: Raw -208044.545595 + Penalty 1753.639911 = -206290.905685 nChanged 16 SP:Iteration 30Q (1962.267492 sec): 3 clusters Score: Raw -208048.650821 + Penalty 1753.639911 = -206295.010910 nChanged 12 SP:Iteration 31Q (1962.390926 sec): 3 clusters Score: Raw -208050.818519 + Penalty 1753.639911 = -206297.178608 nChanged 9 SP:Iteration 32Q (1962.504525 sec): 3 clusters Score: Raw -208052.698836 + Penalty 1753.639911 = -206299.058925 nChanged 10 SP:Iteration 33Q (1962.593577 sec): 3 clusters Score: Raw -208055.626081 + Penalty 1753.639911 = -206301.986171 nChanged 13 SP:Iteration 34Q (1962.694378 sec): 3 clusters Score: Raw -208058.304299 + Penalty 1753.639911 = -206304.664388 nChanged 3 SP:Iteration 35Q (1962.804746 sec): 3 clusters Score: Raw -208058.783497 + Penalty 1753.639911 = -206305.143587 nChanged 4 SP:Iteration 36Q (1962.913492 sec): 3 clusters Score: Raw -208059.773338 + Penalty 1753.639911 = -206306.133428 nChanged 4 SP:Iteration 37Q (1963.041555 sec): 3 clusters Score: Raw -208060.524515 + Penalty 1753.639911 = -206306.884605 nChanged 5 SP:Iteration 38Q (1963.138216 sec): 3 clusters Score: Raw -208061.001878 + Penalty 1753.639911 = -206307.361967 nChanged 1 SP:Iteration 39Q (1963.246533 sec): 3 clusters Score: Raw -208061.097710 + Penalty 1753.639911 = -206307.457800 nChanged 2 SP:Iteration 40F (1963.349479 sec): 3 clusters Score: Raw -208061.483290 + Penalty 1753.639911 = -206307.843380 nChanged 1 SP:Iteration 41Q (1963.432644 sec): 3 clusters Score: Raw -208061.782146 + Penalty 1753.639911 = -206308.142236 nChanged 2 SP:Iteration 42Q (1963.550608 sec): 3 clusters Score: Raw -208062.091281 + Penalty 1753.639911 = -206308.451370 nChanged 2 SP:Iteration 43Q (1963.661339 sec): 3 clusters Score: Raw -208062.283401 + Penalty 1753.639911 = -206308.643491 nChanged 2 SP:Iteration 44Q (1963.764759 sec): 3 clusters Score: Raw -208062.472227 + Penalty 1753.639911 = -206308.832317 nChanged 2 SP:Iteration 45Q (1963.845032 sec): 3 clusters Score: Raw -208062.620932 + Penalty 1753.639911 = -206308.981022 nChanged 0 SP:Iteration 46F (1963.962067 sec): 3 clusters Score: Raw -208062.620932 + Penalty 1753.639911 = -206308.981022 nChanged 0 Trying to split cluster 7 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1963.998739 sec): 2 clusters Score: Raw -16809.497151 + Penalty 650.840265 = -16158.656885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1964.087922 sec): 3 clusters Score: Raw -16705.913995 + Penalty 1301.680530 = -15404.233464 nChanged 135 SP:Iteration 1F (1964.172584 sec): 3 clusters Score: Raw -16941.829893 + Penalty 1301.680530 = -15640.149363 nChanged 43 SP:Iteration 2F (1964.275475 sec): 3 clusters Score: Raw -17023.961061 + Penalty 1301.680530 = -15722.280530 nChanged 25 SP:Iteration 3F (1964.366087 sec): 3 clusters Score: Raw -17060.640465 + Penalty 1301.680530 = -15758.959934 nChanged 13 SP:Iteration 4Q (1964.446824 sec): 3 clusters Score: Raw -17081.165531 + Penalty 1301.680530 = -15779.485001 nChanged 12 SP:Iteration 5Q (1964.543208 sec): 3 clusters Score: Raw -17099.558135 + Penalty 1301.680530 = -15797.877605 nChanged 8 SP:Iteration 6Q (1964.637105 sec): 3 clusters Score: Raw -17108.900465 + Penalty 1301.680530 = -15807.219934 nChanged 4 SP:Iteration 7Q (1964.762136 sec): 3 clusters Score: Raw -17115.274168 + Penalty 1301.680530 = -15813.593638 nChanged 5 SP:Iteration 8Q (1964.833561 sec): 3 clusters Score: Raw -17121.574000 + Penalty 1301.680530 = -15819.893470 nChanged 5 SP:Iteration 9Q (1964.931117 sec): 3 clusters Score: Raw -17126.834663 + Penalty 1301.680530 = -15825.154133 nChanged 6 SP:Iteration 10Q (1965.031867 sec): 3 clusters Score: Raw -17134.679557 + Penalty 1301.680530 = -15832.999027 nChanged 5 SP:Iteration 11Q (1965.149599 sec): 3 clusters Score: Raw -17139.612075 + Penalty 1301.680530 = -15837.931545 nChanged 2 SP:Iteration 12Q (1965.233859 sec): 3 clusters Score: Raw -17142.774873 + Penalty 1301.680530 = -15841.094343 nChanged 2 SP:Iteration 13Q (1965.337090 sec): 3 clusters Score: Raw -17144.501810 + Penalty 1301.680530 = -15842.821279 nChanged 1 SP:Iteration 14Q (1965.430817 sec): 3 clusters Score: Raw -17147.366303 + Penalty 1301.680530 = -15845.685772 nChanged 2 SP:Iteration 15Q (1965.522120 sec): 3 clusters Score: Raw -17150.138144 + Penalty 1301.680530 = -15848.457613 nChanged 3 SP:Iteration 16Q (1965.619911 sec): 3 clusters Score: Raw -17153.645875 + Penalty 1301.680530 = -15851.965344 nChanged 1 SP:Iteration 17Q (1965.730876 sec): 3 clusters Score: Raw -17157.171885 + Penalty 1301.680530 = -15855.491355 nChanged 1 SP:Iteration 18Q (1965.814053 sec): 3 clusters Score: Raw -17157.961730 + Penalty 1301.680530 = -15856.281200 nChanged 1 SP:Iteration 19Q (1965.883183 sec): 3 clusters Score: Raw -17158.916430 + Penalty 1301.680530 = -15857.235899 nChanged 0 SP:Iteration 20F (1965.964704 sec): 3 clusters Score: Raw -17158.916430 + Penalty 1301.680530 = -15857.235899 nChanged 0 Trying to split cluster 8 (2255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1966.041053 sec): 2 clusters Score: Raw -105414.332674 + Penalty 810.695051 = -104603.637622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1966.128418 sec): 3 clusters Score: Raw -104372.646109 + Penalty 1621.390103 = -102751.256006 nChanged 889 SP:Iteration 1F (1966.219227 sec): 3 clusters Score: Raw -104945.838794 + Penalty 1621.390103 = -103324.448692 nChanged 215 SP:Iteration 2F (1966.303103 sec): 3 clusters Score: Raw -105136.661549 + Penalty 1621.390103 = -103515.271446 nChanged 165 SP:Iteration 3F (1966.418477 sec): 3 clusters Score: Raw -105263.506988 + Penalty 1621.390103 = -103642.116885 nChanged 120 SP:Iteration 4F (1966.502715 sec): 3 clusters Score: Raw -105359.267238 + Penalty 1621.390103 = -103737.877136 nChanged 103 SP:Iteration 5Q (1966.606093 sec): 3 clusters Score: Raw -105450.368800 + Penalty 1621.390103 = -103828.978697 nChanged 96 SP:Iteration 6Q (1966.710759 sec): 3 clusters Score: Raw -105530.394334 + Penalty 1621.390103 = -103909.004231 nChanged 80 SP:Iteration 7Q (1966.788255 sec): 3 clusters Score: Raw -105616.302937 + Penalty 1621.390103 = -103994.912834 nChanged 83 SP:Iteration 8Q (1966.880536 sec): 3 clusters Score: Raw -105694.295536 + Penalty 1621.390103 = -104072.905433 nChanged 63 SP:Iteration 9Q (1966.979016 sec): 3 clusters Score: Raw -105743.316184 + Penalty 1621.390103 = -104121.926081 nChanged 52 SP:Iteration 10Q (1967.066608 sec): 3 clusters Score: Raw -105784.401717 + Penalty 1621.390103 = -104163.011614 nChanged 46 SP:Iteration 11Q (1967.164357 sec): 3 clusters Score: Raw -105821.438016 + Penalty 1621.390103 = -104200.047913 nChanged 38 SP:Iteration 12Q (1967.287875 sec): 3 clusters Score: Raw -105846.369907 + Penalty 1621.390103 = -104224.979804 nChanged 22 SP:Iteration 13Q (1967.372273 sec): 3 clusters Score: Raw -105859.515326 + Penalty 1621.390103 = -104238.125223 nChanged 24 SP:Iteration 14Q (1967.487327 sec): 3 clusters Score: Raw -105870.886340 + Penalty 1621.390103 = -104249.496237 nChanged 20 SP:Iteration 15Q (1967.589601 sec): 3 clusters Score: Raw -105878.580824 + Penalty 1621.390103 = -104257.190721 nChanged 15 SP:Iteration 16Q (1967.670197 sec): 3 clusters Score: Raw -105885.863237 + Penalty 1621.390103 = -104264.473134 nChanged 13 SP:Iteration 17Q (1967.762702 sec): 3 clusters Score: Raw -105893.048418 + Penalty 1621.390103 = -104271.658315 nChanged 14 SP:Iteration 18Q (1967.857454 sec): 3 clusters Score: Raw -105898.193670 + Penalty 1621.390103 = -104276.803567 nChanged 11 SP:Iteration 19Q (1967.970073 sec): 3 clusters Score: Raw -105904.519540 + Penalty 1621.390103 = -104283.129437 nChanged 7 SP:Iteration 20F (1968.062228 sec): 3 clusters Score: Raw -105907.508594 + Penalty 1621.390103 = -104286.118491 nChanged 10 SP:Iteration 21Q (1968.166778 sec): 3 clusters Score: Raw -105910.708944 + Penalty 1621.390103 = -104289.318841 nChanged 7 SP:Iteration 22Q (1968.270662 sec): 3 clusters Score: Raw -105912.949335 + Penalty 1621.390103 = -104291.559232 nChanged 6 SP:Iteration 23Q (1968.361244 sec): 3 clusters Score: Raw -105914.290679 + Penalty 1621.390103 = -104292.900577 nChanged 7 SP:Iteration 24Q (1968.461755 sec): 3 clusters Score: Raw -105916.633187 + Penalty 1621.390103 = -104295.243084 nChanged 9 SP:Iteration 25Q (1968.540497 sec): 3 clusters Score: Raw -105920.027038 + Penalty 1621.390103 = -104298.636935 nChanged 5 SP:Iteration 26Q (1968.678152 sec): 3 clusters Score: Raw -105921.587981 + Penalty 1621.390103 = -104300.197878 nChanged 6 SP:Iteration 27Q (1968.787622 sec): 3 clusters Score: Raw -105923.531901 + Penalty 1621.390103 = -104302.141798 nChanged 3 SP:Iteration 28Q (1968.872143 sec): 3 clusters Score: Raw -105924.065676 + Penalty 1621.390103 = -104302.675573 nChanged 2 SP:Iteration 29Q (1968.969820 sec): 3 clusters Score: Raw -105924.790106 + Penalty 1621.390103 = -104303.400003 nChanged 4 SP:Iteration 30Q (1969.072022 sec): 3 clusters Score: Raw -105926.340015 + Penalty 1621.390103 = -104304.949912 nChanged 6 SP:Iteration 31Q (1969.171855 sec): 3 clusters Score: Raw -105929.789333 + Penalty 1621.390103 = -104308.399230 nChanged 5 SP:Iteration 32Q (1969.270695 sec): 3 clusters Score: Raw -105933.382312 + Penalty 1621.390103 = -104311.992209 nChanged 6 SP:Iteration 33Q (1969.366655 sec): 3 clusters Score: Raw -105937.830800 + Penalty 1621.390103 = -104316.440697 nChanged 8 SP:Iteration 34Q (1969.490066 sec): 3 clusters Score: Raw -105942.297099 + Penalty 1621.390103 = -104320.906996 nChanged 8 SP:Iteration 35Q (1969.565547 sec): 3 clusters Score: Raw -105945.969566 + Penalty 1621.390103 = -104324.579463 nChanged 6 SP:Iteration 36Q (1969.660943 sec): 3 clusters Score: Raw -105947.543838 + Penalty 1621.390103 = -104326.153735 nChanged 5 SP:Iteration 37Q (1969.752794 sec): 3 clusters Score: Raw -105948.715827 + Penalty 1621.390103 = -104327.325724 nChanged 4 SP:Iteration 38Q (1969.874852 sec): 3 clusters Score: Raw -105950.134947 + Penalty 1621.390103 = -104328.744844 nChanged 4 SP:Iteration 39Q (1969.959674 sec): 3 clusters Score: Raw -105951.732943 + Penalty 1621.390103 = -104330.342840 nChanged 6 SP:Iteration 40F (1970.038201 sec): 3 clusters Score: Raw -105952.939421 + Penalty 1621.390103 = -104331.549318 nChanged 5 SP:Iteration 41Q (1970.138388 sec): 3 clusters Score: Raw -105955.543377 + Penalty 1621.390103 = -104334.153274 nChanged 7 SP:Iteration 42Q (1970.249189 sec): 3 clusters Score: Raw -105957.990437 + Penalty 1621.390103 = -104336.600334 nChanged 6 SP:Iteration 43Q (1970.348144 sec): 3 clusters Score: Raw -105959.839975 + Penalty 1621.390103 = -104338.449873 nChanged 3 SP:Iteration 44Q (1970.420603 sec): 3 clusters Score: Raw -105960.678537 + Penalty 1621.390103 = -104339.288434 nChanged 4 SP:Iteration 45Q (1970.515389 sec): 3 clusters Score: Raw -105961.891426 + Penalty 1621.390103 = -104340.501323 nChanged 5 SP:Iteration 46Q (1970.608186 sec): 3 clusters Score: Raw -105964.653157 + Penalty 1621.390103 = -104343.263054 nChanged 7 SP:Iteration 47Q (1970.721462 sec): 3 clusters Score: Raw -105966.409282 + Penalty 1621.390103 = -104345.019179 nChanged 2 SP:Iteration 48Q (1970.809204 sec): 3 clusters Score: Raw -105966.798813 + Penalty 1621.390103 = -104345.408710 nChanged 2 SP:Iteration 49Q (1970.894374 sec): 3 clusters Score: Raw -105967.452967 + Penalty 1621.390103 = -104346.062864 nChanged 2 SP:Iteration 50Q (1970.997473 sec): 3 clusters Score: Raw -105967.964820 + Penalty 1621.390103 = -104346.574717 nChanged 2 SP:Iteration 51Q (1971.096315 sec): 3 clusters Score: Raw -105969.369748 + Penalty 1621.390103 = -104347.979645 nChanged 2 SP:Iteration 52Q (1971.188510 sec): 3 clusters Score: Raw -105970.524265 + Penalty 1621.390103 = -104349.134163 nChanged 3 SP:Iteration 53Q (1971.290271 sec): 3 clusters Score: Raw -105972.705363 + Penalty 1621.390103 = -104351.315260 nChanged 5 SP:Iteration 54Q (1971.396660 sec): 3 clusters Score: Raw -105974.600317 + Penalty 1621.390103 = -104353.210214 nChanged 3 SP:Iteration 55Q (1971.487889 sec): 3 clusters Score: Raw -105976.021715 + Penalty 1621.390103 = -104354.631612 nChanged 3 SP:Iteration 56Q (1971.583064 sec): 3 clusters Score: Raw -105976.726159 + Penalty 1621.390103 = -104355.336056 nChanged 4 SP:Iteration 57Q (1971.674756 sec): 3 clusters Score: Raw -105978.511596 + Penalty 1621.390103 = -104357.121493 nChanged 7 SP:Iteration 58Q (1971.752093 sec): 3 clusters Score: Raw -105982.123653 + Penalty 1621.390103 = -104360.733550 nChanged 12 SP:Iteration 59Q (1971.845042 sec): 3 clusters Score: Raw -105991.459953 + Penalty 1621.390103 = -104370.069850 nChanged 14 SP:Iteration 60F (1971.950890 sec): 3 clusters Score: Raw -106000.809809 + Penalty 1621.390103 = -104379.419706 nChanged 18 SP:Iteration 61Q (1972.021215 sec): 3 clusters Score: Raw -106013.277447 + Penalty 1621.390103 = -104391.887344 nChanged 15 SP:Iteration 62Q (1972.130212 sec): 3 clusters Score: Raw -106021.587585 + Penalty 1621.390103 = -104400.197482 nChanged 9 SP:Iteration 63Q (1972.214950 sec): 3 clusters Score: Raw -106026.665261 + Penalty 1621.390103 = -104405.275158 nChanged 4 SP:Iteration 64Q (1972.286655 sec): 3 clusters Score: Raw -106027.426652 + Penalty 1621.390103 = -104406.036549 nChanged 1 SP:Iteration 65Q (1972.347718 sec): 3 clusters Score: Raw -106028.181100 + Penalty 1621.390103 = -104406.790997 nChanged 3 SP:Iteration 66Q (1972.443040 sec): 3 clusters Score: Raw -106028.991632 + Penalty 1621.390103 = -104407.601529 nChanged 0 SP:Iteration 67F (1972.531995 sec): 3 clusters Score: Raw -106028.991632 + Penalty 1621.390103 = -104407.601529 nChanged 0 Trying to split cluster 9 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1972.606359 sec): 2 clusters Score: Raw -62965.694260 + Penalty 763.601831 = -62202.092429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1972.680502 sec): 3 clusters Score: Raw -62316.231076 + Penalty 1527.203662 = -60789.027413 nChanged 529 SP:Iteration 1F (1972.793067 sec): 3 clusters Score: Raw -62768.609126 + Penalty 1527.203662 = -61241.405464 nChanged 169 SP:Iteration 2F (1972.880713 sec): 3 clusters Score: Raw -63010.171684 + Penalty 1527.203662 = -61482.968022 nChanged 127 SP:Iteration 3F (1972.985843 sec): 3 clusters Score: Raw -63239.849610 + Penalty 1527.203662 = -61712.645948 nChanged 111 SP:Iteration 4F (1973.070454 sec): 3 clusters Score: Raw -63444.418129 + Penalty 1527.203662 = -61917.214467 nChanged 94 SP:Iteration 5F (1973.157880 sec): 3 clusters Score: Raw -63612.985654 + Penalty 1527.203662 = -62085.781991 nChanged 62 SP:Iteration 6Q (1973.234755 sec): 3 clusters Score: Raw -63698.886323 + Penalty 1527.203662 = -62171.682661 nChanged 41 SP:Iteration 7Q (1973.334133 sec): 3 clusters Score: Raw -63745.668535 + Penalty 1527.203662 = -62218.464873 nChanged 37 SP:Iteration 8Q (1973.427003 sec): 3 clusters Score: Raw -63786.926018 + Penalty 1527.203662 = -62259.722356 nChanged 20 SP:Iteration 9Q (1973.548669 sec): 3 clusters Score: Raw -63806.132635 + Penalty 1527.203662 = -62278.928972 nChanged 21 SP:Iteration 10Q (1973.626931 sec): 3 clusters Score: Raw -63824.569607 + Penalty 1527.203662 = -62297.365945 nChanged 19 SP:Iteration 11Q (1973.738275 sec): 3 clusters Score: Raw -63842.067417 + Penalty 1527.203662 = -62314.863755 nChanged 17 SP:Iteration 12Q (1973.813517 sec): 3 clusters Score: Raw -63852.494765 + Penalty 1527.203662 = -62325.291103 nChanged 3 SP:Iteration 13Q (1973.912790 sec): 3 clusters Score: Raw -63853.315828 + Penalty 1527.203662 = -62326.112166 nChanged 1 SP:Iteration 14Q (1973.994722 sec): 3 clusters Score: Raw -63854.061124 + Penalty 1527.203662 = -62326.857462 nChanged 1 SP:Iteration 15Q (1974.115656 sec): 3 clusters Score: Raw -63854.574087 + Penalty 1527.203662 = -62327.370424 nChanged 0 SP:Iteration 16F (1974.186110 sec): 3 clusters Score: Raw -63854.574087 + Penalty 1527.203662 = -62327.370424 nChanged 0 Score: Raw -2003898.666367 + Penalty 16729.896126 = -1987168.770241 Splitting cluster 9 changes total score from -1985994.697474 to -1987168.770241 So it's getting split into cluster 15. Trying to split cluster 10 (994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1975.469243 sec): 2 clusters Score: Raw -44823.215951 + Penalty 724.682407 = -44098.533544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1975.541333 sec): 3 clusters Score: Raw -44461.836928 + Penalty 1449.364813 = -43012.472115 nChanged 355 SP:Iteration 1F (1975.630340 sec): 3 clusters Score: Raw -44775.728115 + Penalty 1449.364813 = -43326.363302 nChanged 93 SP:Iteration 2F (1975.762458 sec): 3 clusters Score: Raw -44898.582423 + Penalty 1449.364813 = -43449.217610 nChanged 77 SP:Iteration 3F (1975.829661 sec): 3 clusters Score: Raw -44999.736818 + Penalty 1449.364813 = -43550.372005 nChanged 66 SP:Iteration 4F (1975.933867 sec): 3 clusters Score: Raw -45092.818602 + Penalty 1449.364813 = -43643.453788 nChanged 37 SP:Iteration 5Q (1976.029334 sec): 3 clusters Score: Raw -45126.500476 + Penalty 1449.364813 = -43677.135663 nChanged 30 SP:Iteration 6Q (1976.104798 sec): 3 clusters Score: Raw -45160.379447 + Penalty 1449.364813 = -43711.014633 nChanged 25 SP:Iteration 7Q (1976.162514 sec): 3 clusters Score: Raw -45178.348679 + Penalty 1449.364813 = -43728.983866 nChanged 8 SP:Iteration 8Q (1976.269784 sec): 3 clusters Score: Raw -45187.798711 + Penalty 1449.364813 = -43738.433897 nChanged 8 SP:Iteration 9Q (1976.363859 sec): 3 clusters Score: Raw -45194.862339 + Penalty 1449.364813 = -43745.497526 nChanged 3 SP:Iteration 10Q (1976.456226 sec): 3 clusters Score: Raw -45198.251590 + Penalty 1449.364813 = -43748.886777 nChanged 3 SP:Iteration 11Q (1976.547073 sec): 3 clusters Score: Raw -45200.082181 + Penalty 1449.364813 = -43750.717368 nChanged 3 SP:Iteration 12Q (1976.605906 sec): 3 clusters Score: Raw -45202.507652 + Penalty 1449.364813 = -43753.142839 nChanged 4 SP:Iteration 13Q (1976.710249 sec): 3 clusters Score: Raw -45205.956131 + Penalty 1449.364813 = -43756.591318 nChanged 3 SP:Iteration 14Q (1976.808960 sec): 3 clusters Score: Raw -45209.237251 + Penalty 1449.364813 = -43759.872438 nChanged 2 SP:Iteration 15Q (1976.910104 sec): 3 clusters Score: Raw -45210.240464 + Penalty 1449.364813 = -43760.875650 nChanged 2 SP:Iteration 16Q (1977.003858 sec): 3 clusters Score: Raw -45213.587376 + Penalty 1449.364813 = -43764.222563 nChanged 3 SP:Iteration 17Q (1977.092486 sec): 3 clusters Score: Raw -45215.638455 + Penalty 1449.364813 = -43766.273642 nChanged 2 SP:Iteration 18Q (1977.193390 sec): 3 clusters Score: Raw -45216.584886 + Penalty 1449.364813 = -43767.220073 nChanged 1 SP:Iteration 19Q (1977.276834 sec): 3 clusters Score: Raw -45217.060692 + Penalty 1449.364813 = -43767.695879 nChanged 1 SP:Iteration 20F (1977.376659 sec): 3 clusters Score: Raw -45217.284393 + Penalty 1449.364813 = -43767.919580 nChanged 0 Trying to split cluster 11 (2726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1977.450825 sec): 2 clusters Score: Raw -146792.662869 + Penalty 830.612014 = -145962.050855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1977.554130 sec): 3 clusters Score: Raw -145435.586548 + Penalty 1661.224029 = -143774.362520 nChanged 1078 SP:Iteration 1F (1977.646012 sec): 3 clusters Score: Raw -146081.515665 + Penalty 1661.224029 = -144420.291636 nChanged 202 SP:Iteration 2F (1977.723061 sec): 3 clusters Score: Raw -146217.184906 + Penalty 1661.224029 = -144555.960878 nChanged 165 SP:Iteration 3F (1977.837159 sec): 3 clusters Score: Raw -146339.292145 + Penalty 1661.224029 = -144678.068116 nChanged 149 SP:Iteration 4F (1977.915867 sec): 3 clusters Score: Raw -146448.448782 + Penalty 1661.224029 = -144787.224753 nChanged 128 SP:Iteration 5Q (1978.039902 sec): 3 clusters Score: Raw -146548.761937 + Penalty 1661.224029 = -144887.537908 nChanged 101 SP:Iteration 6Q (1978.129883 sec): 3 clusters Score: Raw -146616.862314 + Penalty 1661.224029 = -144955.638286 nChanged 85 SP:Iteration 7Q (1978.229399 sec): 3 clusters Score: Raw -146678.937807 + Penalty 1661.224029 = -145017.713778 nChanged 68 SP:Iteration 8Q (1978.327340 sec): 3 clusters Score: Raw -146732.794079 + Penalty 1661.224029 = -145071.570050 nChanged 63 SP:Iteration 9Q (1978.435256 sec): 3 clusters Score: Raw -146783.191970 + Penalty 1661.224029 = -145121.967942 nChanged 46 SP:Iteration 10Q (1978.548397 sec): 3 clusters Score: Raw -146816.998025 + Penalty 1661.224029 = -145155.773997 nChanged 46 SP:Iteration 11Q (1978.652805 sec): 3 clusters Score: Raw -146850.850324 + Penalty 1661.224029 = -145189.626296 nChanged 46 SP:Iteration 12Q (1978.732454 sec): 3 clusters Score: Raw -146889.243942 + Penalty 1661.224029 = -145228.019913 nChanged 41 SP:Iteration 13Q (1978.825310 sec): 3 clusters Score: Raw -146918.828143 + Penalty 1661.224029 = -145257.604114 nChanged 42 SP:Iteration 14Q (1978.920192 sec): 3 clusters Score: Raw -146951.225413 + Penalty 1661.224029 = -145290.001384 nChanged 34 SP:Iteration 15Q (1979.012102 sec): 3 clusters Score: Raw -146973.247596 + Penalty 1661.224029 = -145312.023568 nChanged 20 SP:Iteration 16Q (1979.110699 sec): 3 clusters Score: Raw -146982.036894 + Penalty 1661.224029 = -145320.812865 nChanged 8 SP:Iteration 17Q (1979.204670 sec): 3 clusters Score: Raw -146985.083390 + Penalty 1661.224029 = -145323.859361 nChanged 4 SP:Iteration 18Q (1979.312706 sec): 3 clusters Score: Raw -146986.067150 + Penalty 1661.224029 = -145324.843122 nChanged 4 SP:Iteration 19Q (1979.392554 sec): 3 clusters Score: Raw -146987.229133 + Penalty 1661.224029 = -145326.005104 nChanged 2 SP:Iteration 20F (1979.507627 sec): 3 clusters Score: Raw -146987.728385 + Penalty 1661.224029 = -145326.504357 nChanged 1 SP:Iteration 21Q (1979.590532 sec): 3 clusters Score: Raw -146988.151558 + Penalty 1661.224029 = -145326.927530 nChanged 1 SP:Iteration 22Q (1979.704555 sec): 3 clusters Score: Raw -146988.307213 + Penalty 1661.224029 = -145327.083185 nChanged 2 SP:Iteration 23Q (1979.811214 sec): 3 clusters Score: Raw -146989.843884 + Penalty 1661.224029 = -145328.619855 nChanged 6 SP:Iteration 24Q (1979.891869 sec): 3 clusters Score: Raw -146993.030093 + Penalty 1661.224029 = -145331.806065 nChanged 3 SP:Iteration 25Q (1979.998801 sec): 3 clusters Score: Raw -146994.776362 + Penalty 1661.224029 = -145333.552334 nChanged 2 SP:Iteration 26Q (1980.126872 sec): 3 clusters Score: Raw -146995.462949 + Penalty 1661.224029 = -145334.238920 nChanged 3 SP:Iteration 27Q (1980.202198 sec): 3 clusters Score: Raw -146996.118599 + Penalty 1661.224029 = -145334.894570 nChanged 1 SP:Iteration 28Q (1980.303941 sec): 3 clusters Score: Raw -146996.287815 + Penalty 1661.224029 = -145335.063786 nChanged 0 SP:Iteration 29F (1980.396158 sec): 3 clusters Score: Raw -146996.287815 + Penalty 1661.224029 = -145335.063786 nChanged 0 Trying to split cluster 12 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1980.449077 sec): 2 clusters Score: Raw -33095.404756 + Penalty 693.840066 = -32401.564690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1980.534911 sec): 3 clusters Score: Raw -32822.708136 + Penalty 1387.680131 = -31435.028005 nChanged 252 SP:Iteration 1F (1980.635322 sec): 3 clusters Score: Raw -33062.272713 + Penalty 1387.680131 = -31674.592582 nChanged 67 SP:Iteration 2F (1980.745453 sec): 3 clusters Score: Raw -33129.393998 + Penalty 1387.680131 = -31741.713866 nChanged 37 SP:Iteration 3Q (1980.818708 sec): 3 clusters Score: Raw -33172.755977 + Penalty 1387.680131 = -31785.075846 nChanged 25 SP:Iteration 4Q (1980.912601 sec): 3 clusters Score: Raw -33210.302804 + Penalty 1387.680131 = -31822.622673 nChanged 21 SP:Iteration 5Q (1981.011951 sec): 3 clusters Score: Raw -33237.072368 + Penalty 1387.680131 = -31849.392237 nChanged 15 SP:Iteration 6Q (1981.129598 sec): 3 clusters Score: Raw -33254.681227 + Penalty 1387.680131 = -31867.001096 nChanged 17 SP:Iteration 7Q (1981.209800 sec): 3 clusters Score: Raw -33273.583008 + Penalty 1387.680131 = -31885.902877 nChanged 17 SP:Iteration 8Q (1981.300665 sec): 3 clusters Score: Raw -33293.716668 + Penalty 1387.680131 = -31906.036537 nChanged 15 SP:Iteration 9Q (1981.387574 sec): 3 clusters Score: Raw -33308.484067 + Penalty 1387.680131 = -31920.803936 nChanged 9 SP:Iteration 10Q (1981.484111 sec): 3 clusters Score: Raw -33315.154710 + Penalty 1387.680131 = -31927.474579 nChanged 3 SP:Iteration 11Q (1981.620178 sec): 3 clusters Score: Raw -33319.485489 + Penalty 1387.680131 = -31931.805358 nChanged 3 SP:Iteration 12Q (1981.707411 sec): 3 clusters Score: Raw -33321.530096 + Penalty 1387.680131 = -31933.849964 nChanged 2 SP:Iteration 13Q (1981.785004 sec): 3 clusters Score: Raw -33322.970894 + Penalty 1387.680131 = -31935.290763 nChanged 5 SP:Iteration 14Q (1981.882890 sec): 3 clusters Score: Raw -33326.571514 + Penalty 1387.680131 = -31938.891383 nChanged 3 SP:Iteration 15Q (1981.984853 sec): 3 clusters Score: Raw -33330.982295 + Penalty 1387.680131 = -31943.302164 nChanged 4 SP:Iteration 16Q (1982.099238 sec): 3 clusters Score: Raw -33337.178719 + Penalty 1387.680131 = -31949.498587 nChanged 5 SP:Iteration 17Q (1982.191915 sec): 3 clusters Score: Raw -33342.706937 + Penalty 1387.680131 = -31955.026806 nChanged 6 SP:Iteration 18Q (1982.301035 sec): 3 clusters Score: Raw -33353.648477 + Penalty 1387.680131 = -31965.968346 nChanged 6 SP:Iteration 19Q (1982.374220 sec): 3 clusters Score: Raw -33358.842175 + Penalty 1387.680131 = -31971.162044 nChanged 4 SP:Iteration 20F (1982.479069 sec): 3 clusters Score: Raw -33371.093574 + Penalty 1387.680131 = -31983.413442 nChanged 7 SP:Iteration 21Q (1982.603650 sec): 3 clusters Score: Raw -33376.999275 + Penalty 1387.680131 = -31989.319144 nChanged 5 SP:Iteration 22Q (1982.692519 sec): 3 clusters Score: Raw -33383.152750 + Penalty 1387.680131 = -31995.472619 nChanged 4 SP:Iteration 23Q (1982.795001 sec): 3 clusters Score: Raw -33390.429924 + Penalty 1387.680131 = -32002.749792 nChanged 9 SP:Iteration 24Q (1982.911291 sec): 3 clusters Score: Raw -33400.111196 + Penalty 1387.680131 = -32012.431065 nChanged 5 SP:Iteration 25Q (1982.987249 sec): 3 clusters Score: Raw -33403.871243 + Penalty 1387.680131 = -32016.191112 nChanged 3 SP:Iteration 26Q (1983.084615 sec): 3 clusters Score: Raw -33407.152025 + Penalty 1387.680131 = -32019.471893 nChanged 2 SP:Iteration 27Q (1983.203072 sec): 3 clusters Score: Raw -33409.692269 + Penalty 1387.680131 = -32022.012137 nChanged 7 SP:Iteration 28Q (1983.294179 sec): 3 clusters Score: Raw -33419.159675 + Penalty 1387.680131 = -32031.479543 nChanged 4 SP:Iteration 29Q (1983.366810 sec): 3 clusters Score: Raw -33421.113381 + Penalty 1387.680131 = -32033.433249 nChanged 1 SP:Iteration 30Q (1983.481594 sec): 3 clusters Score: Raw -33421.644006 + Penalty 1387.680131 = -32033.963875 nChanged 3 SP:Iteration 31Q (1983.568893 sec): 3 clusters Score: Raw -33426.827735 + Penalty 1387.680131 = -32039.147604 nChanged 4 SP:Iteration 32Q (1983.686313 sec): 3 clusters Score: Raw -33434.085626 + Penalty 1387.680131 = -32046.405495 nChanged 4 SP:Iteration 33Q (1983.768761 sec): 3 clusters Score: Raw -33436.874455 + Penalty 1387.680131 = -32049.194323 nChanged 0 SP:Iteration 34F (1983.847193 sec): 3 clusters Score: Raw -33436.874455 + Penalty 1387.680131 = -32049.194323 nChanged 0 Iteration 59Q (1984.987239 sec): 16 clusters Score: Raw -2004667.422870 + Penalty 16729.896126 = -1987937.526745 nChanged 1132 Iteration 60F (1986.239861 sec): 16 clusters Score: Raw -2005455.534357 + Penalty 16729.896126 = -1988725.638232 nChanged 839 Iteration 61Q (1987.300685 sec): 16 clusters Score: Raw -2005918.059778 + Penalty 16729.896126 = -1989188.163652 nChanged 557 Iteration 62Q (1988.329336 sec): 16 clusters Score: Raw -2006206.318483 + Penalty 16729.896126 = -1989476.422357 nChanged 412 Iteration 63Q (1989.368787 sec): 16 clusters Score: Raw -2006392.315024 + Penalty 16729.896126 = -1989662.418899 nChanged 316 Iteration 64Q (1990.461282 sec): 16 clusters Score: Raw -2006510.279717 + Penalty 16729.896126 = -1989780.383591 nChanged 261 Iteration 65Q (1991.534276 sec): 16 clusters Score: Raw -2006596.441591 + Penalty 16729.896126 = -1989866.545466 nChanged 204 Iteration 66Q (1992.601494 sec): 16 clusters Score: Raw -2006651.224820 + Penalty 16729.896126 = -1989921.328694 nChanged 166 Iteration 67Q (1993.696715 sec): 16 clusters Score: Raw -2006698.936891 + Penalty 16729.896126 = -1989969.040765 nChanged 128 Iteration 68Q (1994.743248 sec): 16 clusters Score: Raw -2006738.117074 + Penalty 16729.896126 = -1990008.220948 nChanged 119 Iteration 69Q (1995.784452 sec): 16 clusters Score: Raw -2006769.865594 + Penalty 16729.896126 = -1990039.969468 nChanged 111 Iteration 70Q (1996.862736 sec): 16 clusters Score: Raw -2006803.056034 + Penalty 16729.896126 = -1990073.159909 nChanged 106 Iteration 71Q (1998.025585 sec): 16 clusters Score: Raw -2006836.468406 + Penalty 16729.896126 = -1990106.572280 nChanged 82 Iteration 72Q (1999.126356 sec): 16 clusters Score: Raw -2006857.451966 + Penalty 16729.896126 = -1990127.555840 nChanged 63 Iteration 73Q (2000.257718 sec): 16 clusters Score: Raw -2006870.107363 + Penalty 16729.896126 = -1990140.211237 nChanged 46 Iteration 74Q (2001.368380 sec): 16 clusters Score: Raw -2006879.627657 + Penalty 16729.896126 = -1990149.731531 nChanged 43 Iteration 75Q (2002.516627 sec): 16 clusters Score: Raw -2006887.137283 + Penalty 16729.896126 = -1990157.241158 nChanged 35 Iteration 76Q (2003.608874 sec): 16 clusters Score: Raw -2006891.845255 + Penalty 16729.896126 = -1990161.949129 nChanged 33 Iteration 77Q (2004.633393 sec): 16 clusters Score: Raw -2006895.680588 + Penalty 16729.896126 = -1990165.784462 nChanged 32 Iteration 78Q (2005.767215 sec): 16 clusters Score: Raw -2006900.612343 + Penalty 16729.896126 = -1990170.716217 nChanged 33 Iteration 79Q (2006.860857 sec): 16 clusters Score: Raw -2006904.183080 + Penalty 16729.896126 = -1990174.286954 nChanged 26 Iteration 80F (2008.159927 sec): 16 clusters Score: Raw -2006918.317655 + Penalty 16729.896126 = -1990188.421530 nChanged 14 Iteration 81Q (2009.260851 sec): 16 clusters Score: Raw -2006921.933318 + Penalty 16729.896126 = -1990192.037192 nChanged 14 Iteration 82Q (2010.360225 sec): 16 clusters Score: Raw -2006923.521736 + Penalty 16729.896126 = -1990193.625611 nChanged 16 Iteration 83Q (2011.453918 sec): 16 clusters Score: Raw -2006924.916520 + Penalty 16729.896126 = -1990195.020394 nChanged 15 Iteration 84Q (2012.531334 sec): 16 clusters Score: Raw -2006926.314238 + Penalty 16729.896126 = -1990196.418112 nChanged 11 Iteration 85Q (2013.595353 sec): 16 clusters Score: Raw -2006927.132206 + Penalty 16729.896126 = -1990197.236080 nChanged 10 Iteration 86Q (2014.658784 sec): 16 clusters Score: Raw -2006928.170926 + Penalty 16729.896126 = -1990198.274801 nChanged 10 Iteration 87Q (2015.740488 sec): 16 clusters Score: Raw -2006929.290226 + Penalty 16729.896126 = -1990199.394101 nChanged 10 Iteration 88Q (2016.931137 sec): 16 clusters Score: Raw -2006930.185364 + Penalty 16729.896126 = -1990200.289238 nChanged 9 Iteration 89Q (2018.034028 sec): 16 clusters Score: Raw -2006931.691876 + Penalty 16729.896126 = -1990201.795751 nChanged 13 Iteration 90Q (2019.149219 sec): 16 clusters Score: Raw -2006933.413810 + Penalty 16729.896126 = -1990203.517684 nChanged 9 Iteration 91Q (2020.235006 sec): 16 clusters Score: Raw -2006934.598410 + Penalty 16729.896126 = -1990204.702284 nChanged 13 Iteration 92Q (2021.327363 sec): 16 clusters Score: Raw -2006935.818998 + Penalty 16729.896126 = -1990205.922872 nChanged 12 Iteration 93Q (2022.448380 sec): 16 clusters Score: Raw -2006936.766881 + Penalty 16729.896126 = -1990206.870755 nChanged 6 Iteration 94Q (2023.510335 sec): 16 clusters Score: Raw -2006937.619584 + Penalty 16729.896126 = -1990207.723458 nChanged 9 Iteration 95Q (2024.670866 sec): 16 clusters Score: Raw -2006939.171604 + Penalty 16729.896126 = -1990209.275478 nChanged 8 Iteration 96Q (2025.813302 sec): 16 clusters Score: Raw -2006939.918481 + Penalty 16729.896126 = -1990210.022356 nChanged 7 Iteration 97Q (2026.960810 sec): 16 clusters Score: Raw -2006940.485191 + Penalty 16729.896126 = -1990210.589065 nChanged 11 Iteration 98Q (2028.096926 sec): 16 clusters Score: Raw -2006941.725064 + Penalty 16729.896126 = -1990211.828938 nChanged 9 Writing temp clu file Because OldScore, -1990210.589065, is greater than current (better) Score,-1990211.828938 Compute initial score before splitting: Score: Raw -2006941.725064 + Penalty 16729.896126 = -1990211.828938 Trying to split cluster 1 (5179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2028.203169 sec): 2 clusters Score: Raw -275841.550644 + Penalty 897.998563 = -274943.552081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2028.285330 sec): 3 clusters Score: Raw -273011.070257 + Penalty 1795.997126 = -271215.073131 nChanged 2204 SP:Iteration 1F (2028.376237 sec): 3 clusters Score: Raw -274346.928692 + Penalty 1795.997126 = -272550.931566 nChanged 457 SP:Iteration 2F (2028.483629 sec): 3 clusters Score: Raw -274708.682549 + Penalty 1795.997126 = -272912.685423 nChanged 406 SP:Iteration 3F (2028.594807 sec): 3 clusters Score: Raw -275049.064453 + Penalty 1795.997126 = -273253.067327 nChanged 383 SP:Iteration 4F (2028.702312 sec): 3 clusters Score: Raw -275371.387524 + Penalty 1795.997126 = -273575.390398 nChanged 318 SP:Iteration 5F (2028.810011 sec): 3 clusters Score: Raw -275596.368932 + Penalty 1795.997126 = -273800.371806 nChanged 239 SP:Iteration 6Q (2028.934566 sec): 3 clusters Score: Raw -275760.060236 + Penalty 1795.997126 = -273964.063110 nChanged 192 SP:Iteration 7Q (2029.030132 sec): 3 clusters Score: Raw -275882.556145 + Penalty 1795.997126 = -274086.559019 nChanged 138 SP:Iteration 8Q (2029.142656 sec): 3 clusters Score: Raw -275972.674146 + Penalty 1795.997126 = -274176.677020 nChanged 118 SP:Iteration 9Q (2029.259684 sec): 3 clusters Score: Raw -276043.382638 + Penalty 1795.997126 = -274247.385512 nChanged 95 SP:Iteration 10Q (2029.371505 sec): 3 clusters Score: Raw -276107.319544 + Penalty 1795.997126 = -274311.322418 nChanged 101 SP:Iteration 11Q (2029.479719 sec): 3 clusters Score: Raw -276193.181503 + Penalty 1795.997126 = -274397.184378 nChanged 98 SP:Iteration 12Q (2029.598425 sec): 3 clusters Score: Raw -276269.875806 + Penalty 1795.997126 = -274473.878680 nChanged 71 SP:Iteration 13Q (2029.708902 sec): 3 clusters Score: Raw -276322.894911 + Penalty 1795.997126 = -274526.897785 nChanged 69 SP:Iteration 14Q (2029.817022 sec): 3 clusters Score: Raw -276362.216383 + Penalty 1795.997126 = -274566.219257 nChanged 67 SP:Iteration 15Q (2029.921075 sec): 3 clusters Score: Raw -276399.728421 + Penalty 1795.997126 = -274603.731295 nChanged 49 SP:Iteration 16Q (2030.037915 sec): 3 clusters Score: Raw -276429.876517 + Penalty 1795.997126 = -274633.879392 nChanged 49 SP:Iteration 17Q (2030.129925 sec): 3 clusters Score: Raw -276459.918229 + Penalty 1795.997126 = -274663.921103 nChanged 40 SP:Iteration 18Q (2030.233732 sec): 3 clusters Score: Raw -276480.998779 + Penalty 1795.997126 = -274685.001653 nChanged 41 SP:Iteration 19Q (2030.347874 sec): 3 clusters Score: Raw -276497.590479 + Penalty 1795.997126 = -274701.593353 nChanged 20 SP:Iteration 20F (2030.462173 sec): 3 clusters Score: Raw -276505.142550 + Penalty 1795.997126 = -274709.145424 nChanged 21 SP:Iteration 21Q (2030.579760 sec): 3 clusters Score: Raw -276509.538735 + Penalty 1795.997126 = -274713.541609 nChanged 10 SP:Iteration 22Q (2030.669791 sec): 3 clusters Score: Raw -276511.843462 + Penalty 1795.997126 = -274715.846336 nChanged 9 SP:Iteration 23Q (2030.796063 sec): 3 clusters Score: Raw -276513.293737 + Penalty 1795.997126 = -274717.296611 nChanged 5 SP:Iteration 24Q (2030.908112 sec): 3 clusters Score: Raw -276514.397148 + Penalty 1795.997126 = -274718.400022 nChanged 4 SP:Iteration 25Q (2031.028107 sec): 3 clusters Score: Raw -276515.398311 + Penalty 1795.997126 = -274719.401185 nChanged 4 SP:Iteration 26Q (2031.096364 sec): 3 clusters Score: Raw -276516.025836 + Penalty 1795.997126 = -274720.028710 nChanged 4 SP:Iteration 27Q (2031.213679 sec): 3 clusters Score: Raw -276516.804971 + Penalty 1795.997126 = -274720.807845 nChanged 3 SP:Iteration 28Q (2031.344717 sec): 3 clusters Score: Raw -276517.258208 + Penalty 1795.997126 = -274721.261082 nChanged 5 SP:Iteration 29Q (2031.431805 sec): 3 clusters Score: Raw -276518.368257 + Penalty 1795.997126 = -274722.371131 nChanged 3 SP:Iteration 30Q (2031.534805 sec): 3 clusters Score: Raw -276519.170223 + Penalty 1795.997126 = -274723.173097 nChanged 4 SP:Iteration 31Q (2031.641794 sec): 3 clusters Score: Raw -276520.091319 + Penalty 1795.997126 = -274724.094193 nChanged 1 SP:Iteration 32Q (2031.760473 sec): 3 clusters Score: Raw -276520.162477 + Penalty 1795.997126 = -274724.165351 nChanged 0 SP:Iteration 33F (2031.866857 sec): 3 clusters Score: Raw -276520.162477 + Penalty 1795.997126 = -274724.165351 nChanged 0 Trying to split cluster 2 (1537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2031.946570 sec): 2 clusters Score: Raw -79459.224683 + Penalty 770.446713 = -78688.777970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2032.031609 sec): 3 clusters Score: Raw -78758.367605 + Penalty 1540.893426 = -77217.474179 nChanged 518 SP:Iteration 1F (2032.145392 sec): 3 clusters Score: Raw -79090.970262 + Penalty 1540.893426 = -77550.076836 nChanged 140 SP:Iteration 2F (2032.225545 sec): 3 clusters Score: Raw -79218.127465 + Penalty 1540.893426 = -77677.234039 nChanged 123 SP:Iteration 3F (2032.325216 sec): 3 clusters Score: Raw -79353.764143 + Penalty 1540.893426 = -77812.870716 nChanged 97 SP:Iteration 4F (2032.422464 sec): 3 clusters Score: Raw -79438.779969 + Penalty 1540.893426 = -77897.886543 nChanged 79 SP:Iteration 5F (2032.521609 sec): 3 clusters Score: Raw -79518.474346 + Penalty 1540.893426 = -77977.580920 nChanged 75 SP:Iteration 6Q (2032.617934 sec): 3 clusters Score: Raw -79594.354094 + Penalty 1540.893426 = -78053.460668 nChanged 52 SP:Iteration 7Q (2032.754022 sec): 3 clusters Score: Raw -79644.314758 + Penalty 1540.893426 = -78103.421332 nChanged 40 SP:Iteration 8Q (2032.885244 sec): 3 clusters Score: Raw -79678.458575 + Penalty 1540.893426 = -78137.565149 nChanged 36 SP:Iteration 9Q (2032.968534 sec): 3 clusters Score: Raw -79704.720010 + Penalty 1540.893426 = -78163.826584 nChanged 29 SP:Iteration 10Q (2033.042925 sec): 3 clusters Score: Raw -79727.370635 + Penalty 1540.893426 = -78186.477209 nChanged 26 SP:Iteration 11Q (2033.130471 sec): 3 clusters Score: Raw -79742.856338 + Penalty 1540.893426 = -78201.962912 nChanged 10 SP:Iteration 12Q (2033.257227 sec): 3 clusters Score: Raw -79749.848472 + Penalty 1540.893426 = -78208.955045 nChanged 7 SP:Iteration 13Q (2033.338743 sec): 3 clusters Score: Raw -79754.776082 + Penalty 1540.893426 = -78213.882656 nChanged 8 SP:Iteration 14Q (2033.440985 sec): 3 clusters Score: Raw -79758.911846 + Penalty 1540.893426 = -78218.018420 nChanged 7 SP:Iteration 15Q (2033.527141 sec): 3 clusters Score: Raw -79764.912945 + Penalty 1540.893426 = -78224.019519 nChanged 8 SP:Iteration 16Q (2033.628340 sec): 3 clusters Score: Raw -79770.816453 + Penalty 1540.893426 = -78229.923027 nChanged 5 SP:Iteration 17Q (2033.750995 sec): 3 clusters Score: Raw -79774.086922 + Penalty 1540.893426 = -78233.193496 nChanged 3 SP:Iteration 18Q (2033.857310 sec): 3 clusters Score: Raw -79775.883995 + Penalty 1540.893426 = -78234.990569 nChanged 1 SP:Iteration 19Q (2033.941920 sec): 3 clusters Score: Raw -79776.414601 + Penalty 1540.893426 = -78235.521175 nChanged 2 SP:Iteration 20F (2034.070343 sec): 3 clusters Score: Raw -79777.150503 + Penalty 1540.893426 = -78236.257077 nChanged 2 SP:Iteration 21Q (2034.155674 sec): 3 clusters Score: Raw -79779.032742 + Penalty 1540.893426 = -78238.139316 nChanged 2 SP:Iteration 22Q (2034.268332 sec): 3 clusters Score: Raw -79779.727797 + Penalty 1540.893426 = -78238.834371 nChanged 2 SP:Iteration 23Q (2034.399743 sec): 3 clusters Score: Raw -79781.654537 + Penalty 1540.893426 = -78240.761111 nChanged 0 SP:Iteration 24F (2034.482258 sec): 3 clusters Score: Raw -79781.654537 + Penalty 1540.893426 = -78240.761111 nChanged 0 Trying to split cluster 3 (11278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2034.566453 sec): 2 clusters Score: Raw -634498.268383 + Penalty 979.713966 = -633518.554416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2034.721370 sec): 3 clusters Score: Raw -627747.238784 + Penalty 1959.427933 = -625787.810851 nChanged 5181 SP:Iteration 1F (2034.839569 sec): 3 clusters Score: Raw -631239.423576 + Penalty 1959.427933 = -629279.995643 nChanged 1043 SP:Iteration 2F (2034.964452 sec): 3 clusters Score: Raw -632188.859633 + Penalty 1959.427933 = -630229.431700 nChanged 1005 SP:Iteration 3F (2035.108728 sec): 3 clusters Score: Raw -633016.488027 + Penalty 1959.427933 = -631057.060094 nChanged 857 SP:Iteration 4F (2035.216397 sec): 3 clusters Score: Raw -633631.057949 + Penalty 1959.427933 = -631671.630016 nChanged 637 SP:Iteration 5F (2035.340560 sec): 3 clusters Score: Raw -634064.887311 + Penalty 1959.427933 = -632105.459378 nChanged 486 SP:Iteration 6Q (2035.467242 sec): 3 clusters Score: Raw -634352.994022 + Penalty 1959.427933 = -632393.566089 nChanged 355 SP:Iteration 7Q (2035.597271 sec): 3 clusters Score: Raw -634547.666299 + Penalty 1959.427933 = -632588.238366 nChanged 287 SP:Iteration 8Q (2035.721501 sec): 3 clusters Score: Raw -634693.898541 + Penalty 1959.427933 = -632734.470608 nChanged 230 SP:Iteration 9Q (2035.821692 sec): 3 clusters Score: Raw -634802.132687 + Penalty 1959.427933 = -632842.704754 nChanged 202 SP:Iteration 10Q (2035.946539 sec): 3 clusters Score: Raw -634887.371911 + Penalty 1959.427933 = -632927.943978 nChanged 182 SP:Iteration 11Q (2036.069143 sec): 3 clusters Score: Raw -634970.609387 + Penalty 1959.427933 = -633011.181454 nChanged 154 SP:Iteration 12Q (2036.200082 sec): 3 clusters Score: Raw -635044.687950 + Penalty 1959.427933 = -633085.260017 nChanged 143 SP:Iteration 13Q (2036.363515 sec): 3 clusters Score: Raw -635101.894383 + Penalty 1959.427933 = -633142.466450 nChanged 120 SP:Iteration 14Q (2036.470445 sec): 3 clusters Score: Raw -635142.544316 + Penalty 1959.427933 = -633183.116383 nChanged 92 SP:Iteration 15Q (2036.590385 sec): 3 clusters Score: Raw -635171.092773 + Penalty 1959.427933 = -633211.664840 nChanged 84 SP:Iteration 16Q (2036.729263 sec): 3 clusters Score: Raw -635199.737534 + Penalty 1959.427933 = -633240.309601 nChanged 81 SP:Iteration 17Q (2036.848136 sec): 3 clusters Score: Raw -635226.849007 + Penalty 1959.427933 = -633267.421074 nChanged 62 SP:Iteration 18Q (2036.960243 sec): 3 clusters Score: Raw -635243.406322 + Penalty 1959.427933 = -633283.978389 nChanged 46 SP:Iteration 19Q (2037.075670 sec): 3 clusters Score: Raw -635255.381766 + Penalty 1959.427933 = -633295.953834 nChanged 45 SP:Iteration 20F (2037.210013 sec): 3 clusters Score: Raw -635263.982793 + Penalty 1959.427933 = -633304.554860 nChanged 46 SP:Iteration 21Q (2037.362595 sec): 3 clusters Score: Raw -635274.555272 + Penalty 1959.427933 = -633315.127339 nChanged 43 SP:Iteration 22Q (2037.461982 sec): 3 clusters Score: Raw -635284.036053 + Penalty 1959.427933 = -633324.608120 nChanged 51 SP:Iteration 23Q (2037.602179 sec): 3 clusters Score: Raw -635295.451700 + Penalty 1959.427933 = -633336.023767 nChanged 45 SP:Iteration 24Q (2037.719432 sec): 3 clusters Score: Raw -635302.936913 + Penalty 1959.427933 = -633343.508980 nChanged 30 SP:Iteration 25Q (2037.846516 sec): 3 clusters Score: Raw -635307.127540 + Penalty 1959.427933 = -633347.699608 nChanged 29 SP:Iteration 26Q (2037.983298 sec): 3 clusters Score: Raw -635311.695903 + Penalty 1959.427933 = -633352.267970 nChanged 37 SP:Iteration 27Q (2038.108321 sec): 3 clusters Score: Raw -635317.929639 + Penalty 1959.427933 = -633358.501706 nChanged 32 SP:Iteration 28Q (2038.224789 sec): 3 clusters Score: Raw -635322.454513 + Penalty 1959.427933 = -633363.026580 nChanged 20 SP:Iteration 29Q (2038.352127 sec): 3 clusters Score: Raw -635325.584069 + Penalty 1959.427933 = -633366.156136 nChanged 22 SP:Iteration 30Q (2038.487109 sec): 3 clusters Score: Raw -635328.849208 + Penalty 1959.427933 = -633369.421275 nChanged 13 SP:Iteration 31Q (2038.603719 sec): 3 clusters Score: Raw -635329.907719 + Penalty 1959.427933 = -633370.479786 nChanged 14 SP:Iteration 32Q (2038.752502 sec): 3 clusters Score: Raw -635331.504558 + Penalty 1959.427933 = -633372.076625 nChanged 14 SP:Iteration 33Q (2038.885231 sec): 3 clusters Score: Raw -635332.758682 + Penalty 1959.427933 = -633373.330749 nChanged 8 SP:Iteration 34Q (2039.008925 sec): 3 clusters Score: Raw -635334.124247 + Penalty 1959.427933 = -633374.696314 nChanged 8 SP:Iteration 35Q (2039.146824 sec): 3 clusters Score: Raw -635335.352609 + Penalty 1959.427933 = -633375.924676 nChanged 12 SP:Iteration 36Q (2039.283209 sec): 3 clusters Score: Raw -635336.942229 + Penalty 1959.427933 = -633377.514297 nChanged 10 SP:Iteration 37Q (2039.422712 sec): 3 clusters Score: Raw -635337.791102 + Penalty 1959.427933 = -633378.363169 nChanged 6 SP:Iteration 38Q (2039.528972 sec): 3 clusters Score: Raw -635338.242202 + Penalty 1959.427933 = -633378.814269 nChanged 6 SP:Iteration 39Q (2039.672238 sec): 3 clusters Score: Raw -635338.937285 + Penalty 1959.427933 = -633379.509352 nChanged 7 SP:Iteration 40F (2039.807664 sec): 3 clusters Score: Raw -635339.831152 + Penalty 1959.427933 = -633380.403219 nChanged 8 SP:Iteration 41Q (2039.936566 sec): 3 clusters Score: Raw -635340.783161 + Penalty 1959.427933 = -633381.355228 nChanged 9 SP:Iteration 42Q (2040.063414 sec): 3 clusters Score: Raw -635341.615388 + Penalty 1959.427933 = -633382.187455 nChanged 8 SP:Iteration 43Q (2040.189667 sec): 3 clusters Score: Raw -635342.683904 + Penalty 1959.427933 = -633383.255971 nChanged 6 SP:Iteration 44Q (2040.330253 sec): 3 clusters Score: Raw -635343.137908 + Penalty 1959.427933 = -633383.709975 nChanged 3 SP:Iteration 45Q (2040.461966 sec): 3 clusters Score: Raw -635343.553208 + Penalty 1959.427933 = -633384.125275 nChanged 6 SP:Iteration 46Q (2040.583419 sec): 3 clusters Score: Raw -635344.311060 + Penalty 1959.427933 = -633384.883127 nChanged 7 SP:Iteration 47Q (2040.692675 sec): 3 clusters Score: Raw -635344.873012 + Penalty 1959.427933 = -633385.445079 nChanged 4 SP:Iteration 48Q (2040.808001 sec): 3 clusters Score: Raw -635345.131657 + Penalty 1959.427933 = -633385.703724 nChanged 3 SP:Iteration 49Q (2040.935831 sec): 3 clusters Score: Raw -635345.499690 + Penalty 1959.427933 = -633386.071757 nChanged 4 SP:Iteration 50Q (2041.077460 sec): 3 clusters Score: Raw -635346.037590 + Penalty 1959.427933 = -633386.609657 nChanged 9 SP:Iteration 51Q (2041.186773 sec): 3 clusters Score: Raw -635347.037818 + Penalty 1959.427933 = -633387.609885 nChanged 11 SP:Iteration 52Q (2041.344463 sec): 3 clusters Score: Raw -635349.420556 + Penalty 1959.427933 = -633389.992623 nChanged 11 SP:Iteration 53Q (2041.456010 sec): 3 clusters Score: Raw -635350.930055 + Penalty 1959.427933 = -633391.502122 nChanged 5 SP:Iteration 54Q (2041.597136 sec): 3 clusters Score: Raw -635351.601525 + Penalty 1959.427933 = -633392.173592 nChanged 8 SP:Iteration 55Q (2041.726324 sec): 3 clusters Score: Raw -635352.684681 + Penalty 1959.427933 = -633393.256748 nChanged 10 SP:Iteration 56Q (2041.838408 sec): 3 clusters Score: Raw -635353.832199 + Penalty 1959.427933 = -633394.404266 nChanged 11 SP:Iteration 57Q (2042.005453 sec): 3 clusters Score: Raw -635355.304152 + Penalty 1959.427933 = -633395.876220 nChanged 7 SP:Iteration 58Q (2042.108950 sec): 3 clusters Score: Raw -635356.243123 + Penalty 1959.427933 = -633396.815190 nChanged 8 SP:Iteration 59Q (2042.238595 sec): 3 clusters Score: Raw -635357.490067 + Penalty 1959.427933 = -633398.062134 nChanged 7 SP:Iteration 60F (2042.377786 sec): 3 clusters Score: Raw -635358.791096 + Penalty 1959.427933 = -633399.363163 nChanged 10 SP:Iteration 61Q (2042.501362 sec): 3 clusters Score: Raw -635360.067005 + Penalty 1959.427933 = -633400.639072 nChanged 9 SP:Iteration 62Q (2042.622343 sec): 3 clusters Score: Raw -635361.264740 + Penalty 1959.427933 = -633401.836807 nChanged 10 SP:Iteration 63Q (2042.743545 sec): 3 clusters Score: Raw -635362.559862 + Penalty 1959.427933 = -633403.131929 nChanged 8 SP:Iteration 64Q (2042.898746 sec): 3 clusters Score: Raw -635363.206193 + Penalty 1959.427933 = -633403.778260 nChanged 4 SP:Iteration 65Q (2042.987170 sec): 3 clusters Score: Raw -635363.513242 + Penalty 1959.427933 = -633404.085309 nChanged 5 SP:Iteration 66Q (2043.110635 sec): 3 clusters Score: Raw -635363.862304 + Penalty 1959.427933 = -633404.434371 nChanged 2 SP:Iteration 67Q (2043.245116 sec): 3 clusters Score: Raw -635363.935144 + Penalty 1959.427933 = -633404.507211 nChanged 0 SP:Iteration 68F (2043.373018 sec): 3 clusters Score: Raw -635363.935144 + Penalty 1959.427933 = -633404.507211 nChanged 0 Trying to split cluster 4 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2043.428499 sec): 2 clusters Score: Raw -30929.690330 + Penalty 708.988389 = -30220.701940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2043.565170 sec): 3 clusters Score: Raw -30651.583499 + Penalty 1417.976779 = -29233.606720 nChanged 292 SP:Iteration 1F (2043.670513 sec): 3 clusters Score: Raw -30931.451986 + Penalty 1417.976779 = -29513.475207 nChanged 65 SP:Iteration 2F (2043.783500 sec): 3 clusters Score: Raw -31017.483307 + Penalty 1417.976779 = -29599.506528 nChanged 41 SP:Iteration 3Q (2043.911683 sec): 3 clusters Score: Raw -31078.146603 + Penalty 1417.976779 = -29660.169824 nChanged 35 SP:Iteration 4Q (2043.991490 sec): 3 clusters Score: Raw -31128.153523 + Penalty 1417.976779 = -29710.176744 nChanged 40 SP:Iteration 5Q (2044.097539 sec): 3 clusters Score: Raw -31201.956990 + Penalty 1417.976779 = -29783.980211 nChanged 35 SP:Iteration 6Q (2044.202154 sec): 3 clusters Score: Raw -31246.893165 + Penalty 1417.976779 = -29828.916386 nChanged 23 SP:Iteration 7Q (2044.305463 sec): 3 clusters Score: Raw -31277.705498 + Penalty 1417.976779 = -29859.728719 nChanged 18 SP:Iteration 8Q (2044.411006 sec): 3 clusters Score: Raw -31297.505609 + Penalty 1417.976779 = -29879.528830 nChanged 15 SP:Iteration 9Q (2044.515175 sec): 3 clusters Score: Raw -31310.946611 + Penalty 1417.976779 = -29892.969832 nChanged 7 SP:Iteration 10Q (2044.604365 sec): 3 clusters Score: Raw -31320.554481 + Penalty 1417.976779 = -29902.577702 nChanged 6 SP:Iteration 11Q (2044.682602 sec): 3 clusters Score: Raw -31326.725737 + Penalty 1417.976779 = -29908.748958 nChanged 2 SP:Iteration 12Q (2044.804185 sec): 3 clusters Score: Raw -31329.258345 + Penalty 1417.976779 = -29911.281566 nChanged 1 SP:Iteration 13Q (2044.876704 sec): 3 clusters Score: Raw -31330.161112 + Penalty 1417.976779 = -29912.184333 nChanged 2 SP:Iteration 14Q (2044.997747 sec): 3 clusters Score: Raw -31331.524858 + Penalty 1417.976779 = -29913.548079 nChanged 1 SP:Iteration 15Q (2045.071800 sec): 3 clusters Score: Raw -31331.875272 + Penalty 1417.976779 = -29913.898493 nChanged 1 SP:Iteration 16Q (2045.206226 sec): 3 clusters Score: Raw -31332.147244 + Penalty 1417.976779 = -29914.170465 nChanged 0 SP:Iteration 17F (2045.281297 sec): 3 clusters Score: Raw -31332.147244 + Penalty 1417.976779 = -29914.170465 nChanged 0 Trying to split cluster 5 (1657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2045.366674 sec): 2 clusters Score: Raw -63466.985172 + Penalty 778.340222 = -62688.644951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2045.458045 sec): 3 clusters Score: Raw -62789.109935 + Penalty 1556.680444 = -61232.429491 nChanged 617 SP:Iteration 1F (2045.573583 sec): 3 clusters Score: Raw -63328.316721 + Penalty 1556.680444 = -61771.636278 nChanged 166 SP:Iteration 2F (2045.681903 sec): 3 clusters Score: Raw -63491.480986 + Penalty 1556.680444 = -61934.800543 nChanged 86 SP:Iteration 3F (2045.778063 sec): 3 clusters Score: Raw -63560.697354 + Penalty 1556.680444 = -62004.016911 nChanged 59 SP:Iteration 4Q (2045.875657 sec): 3 clusters Score: Raw -63604.934232 + Penalty 1556.680444 = -62048.253789 nChanged 49 SP:Iteration 5Q (2045.979214 sec): 3 clusters Score: Raw -63642.962407 + Penalty 1556.680444 = -62086.281963 nChanged 45 SP:Iteration 6Q (2046.081262 sec): 3 clusters Score: Raw -63676.451156 + Penalty 1556.680444 = -62119.770713 nChanged 40 SP:Iteration 7Q (2046.155481 sec): 3 clusters Score: Raw -63698.022176 + Penalty 1556.680444 = -62141.341733 nChanged 24 SP:Iteration 8Q (2046.257786 sec): 3 clusters Score: Raw -63710.760686 + Penalty 1556.680444 = -62154.080243 nChanged 22 SP:Iteration 9Q (2046.368612 sec): 3 clusters Score: Raw -63728.863916 + Penalty 1556.680444 = -62172.183472 nChanged 24 SP:Iteration 10Q (2046.475441 sec): 3 clusters Score: Raw -63743.293983 + Penalty 1556.680444 = -62186.613539 nChanged 18 SP:Iteration 11Q (2046.581364 sec): 3 clusters Score: Raw -63752.793324 + Penalty 1556.680444 = -62196.112880 nChanged 17 SP:Iteration 12Q (2046.685395 sec): 3 clusters Score: Raw -63759.566851 + Penalty 1556.680444 = -62202.886408 nChanged 18 SP:Iteration 13Q (2046.759028 sec): 3 clusters Score: Raw -63766.750769 + Penalty 1556.680444 = -62210.070325 nChanged 14 SP:Iteration 14Q (2046.852301 sec): 3 clusters Score: Raw -63773.699894 + Penalty 1556.680444 = -62217.019450 nChanged 13 SP:Iteration 15Q (2046.948826 sec): 3 clusters Score: Raw -63779.778717 + Penalty 1556.680444 = -62223.098273 nChanged 13 SP:Iteration 16Q (2047.053109 sec): 3 clusters Score: Raw -63786.813746 + Penalty 1556.680444 = -62230.133303 nChanged 9 SP:Iteration 17Q (2047.150870 sec): 3 clusters Score: Raw -63789.416548 + Penalty 1556.680444 = -62232.736104 nChanged 2 SP:Iteration 18Q (2047.248131 sec): 3 clusters Score: Raw -63789.773408 + Penalty 1556.680444 = -62233.092965 nChanged 3 SP:Iteration 19Q (2047.375445 sec): 3 clusters Score: Raw -63790.529058 + Penalty 1556.680444 = -62233.848614 nChanged 2 SP:Iteration 20F (2047.503985 sec): 3 clusters Score: Raw -63790.766857 + Penalty 1556.680444 = -62234.086414 nChanged 2 SP:Iteration 21Q (2047.576960 sec): 3 clusters Score: Raw -63791.356766 + Penalty 1556.680444 = -62234.676322 nChanged 1 SP:Iteration 22Q (2047.667564 sec): 3 clusters Score: Raw -63791.562885 + Penalty 1556.680444 = -62234.882441 nChanged 2 SP:Iteration 23Q (2047.757569 sec): 3 clusters Score: Raw -63791.972285 + Penalty 1556.680444 = -62235.291841 nChanged 1 SP:Iteration 24Q (2047.856063 sec): 3 clusters Score: Raw -63792.880267 + Penalty 1556.680444 = -62236.199824 nChanged 1 SP:Iteration 25Q (2047.951112 sec): 3 clusters Score: Raw -63793.267465 + Penalty 1556.680444 = -62236.587021 nChanged 3 SP:Iteration 26Q (2048.049759 sec): 3 clusters Score: Raw -63794.456931 + Penalty 1556.680444 = -62237.776487 nChanged 5 SP:Iteration 27Q (2048.147886 sec): 3 clusters Score: Raw -63795.730785 + Penalty 1556.680444 = -62239.050341 nChanged 4 SP:Iteration 28Q (2048.258478 sec): 3 clusters Score: Raw -63797.443126 + Penalty 1556.680444 = -62240.762682 nChanged 2 SP:Iteration 29Q (2048.356037 sec): 3 clusters Score: Raw -63799.227729 + Penalty 1556.680444 = -62242.547285 nChanged 5 SP:Iteration 30Q (2048.490916 sec): 3 clusters Score: Raw -63800.911265 + Penalty 1556.680444 = -62244.230822 nChanged 3 SP:Iteration 31Q (2048.601148 sec): 3 clusters Score: Raw -63802.065902 + Penalty 1556.680444 = -62245.385458 nChanged 5 SP:Iteration 32Q (2048.700194 sec): 3 clusters Score: Raw -63804.190781 + Penalty 1556.680444 = -62247.510337 nChanged 3 SP:Iteration 33Q (2048.810754 sec): 3 clusters Score: Raw -63804.822974 + Penalty 1556.680444 = -62248.142530 nChanged 2 SP:Iteration 34Q (2048.912151 sec): 3 clusters Score: Raw -63805.317240 + Penalty 1556.680444 = -62248.636796 nChanged 1 SP:Iteration 35Q (2049.013054 sec): 3 clusters Score: Raw -63805.647933 + Penalty 1556.680444 = -62248.967489 nChanged 1 SP:Iteration 36Q (2049.094605 sec): 3 clusters Score: Raw -63806.228810 + Penalty 1556.680444 = -62249.548366 nChanged 1 SP:Iteration 37Q (2049.192337 sec): 3 clusters Score: Raw -63806.675782 + Penalty 1556.680444 = -62249.995339 nChanged 1 SP:Iteration 38Q (2049.268459 sec): 3 clusters Score: Raw -63807.155584 + Penalty 1556.680444 = -62250.475140 nChanged 2 SP:Iteration 39Q (2049.366575 sec): 3 clusters Score: Raw -63807.855750 + Penalty 1556.680444 = -62251.175307 nChanged 2 SP:Iteration 40F (2049.441938 sec): 3 clusters Score: Raw -63808.610277 + Penalty 1556.680444 = -62251.929833 nChanged 0 Trying to split cluster 6 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2049.523744 sec): 2 clusters Score: Raw -175960.563673 + Penalty 859.168723 = -175101.394950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2049.626530 sec): 3 clusters Score: Raw -174074.400416 + Penalty 1718.337445 = -172356.062971 nChanged 1520 SP:Iteration 1F (2049.724411 sec): 3 clusters Score: Raw -174956.894612 + Penalty 1718.337445 = -173238.557166 nChanged 310 SP:Iteration 2F (2049.791311 sec): 3 clusters Score: Raw -175170.815302 + Penalty 1718.337445 = -173452.477857 nChanged 234 SP:Iteration 3F (2049.901712 sec): 3 clusters Score: Raw -175343.032611 + Penalty 1718.337445 = -173624.695166 nChanged 195 SP:Iteration 4F (2050.011230 sec): 3 clusters Score: Raw -175510.560227 + Penalty 1718.337445 = -173792.222782 nChanged 181 SP:Iteration 5F (2050.131357 sec): 3 clusters Score: Raw -175672.610240 + Penalty 1718.337445 = -173954.272794 nChanged 171 SP:Iteration 6Q (2050.230591 sec): 3 clusters Score: Raw -175807.900094 + Penalty 1718.337445 = -174089.562649 nChanged 150 SP:Iteration 7Q (2050.338621 sec): 3 clusters Score: Raw -175938.222939 + Penalty 1718.337445 = -174219.885494 nChanged 143 SP:Iteration 8Q (2050.449582 sec): 3 clusters Score: Raw -176054.104731 + Penalty 1718.337445 = -174335.767286 nChanged 123 SP:Iteration 9Q (2050.528485 sec): 3 clusters Score: Raw -176159.311589 + Penalty 1718.337445 = -174440.974143 nChanged 93 SP:Iteration 10Q (2050.620971 sec): 3 clusters Score: Raw -176225.217553 + Penalty 1718.337445 = -174506.880108 nChanged 83 SP:Iteration 11Q (2050.731097 sec): 3 clusters Score: Raw -176287.509629 + Penalty 1718.337445 = -174569.172183 nChanged 61 SP:Iteration 12Q (2050.831866 sec): 3 clusters Score: Raw -176324.985278 + Penalty 1718.337445 = -174606.647832 nChanged 60 SP:Iteration 13Q (2050.935041 sec): 3 clusters Score: Raw -176351.231861 + Penalty 1718.337445 = -174632.894416 nChanged 44 SP:Iteration 14Q (2051.021667 sec): 3 clusters Score: Raw -176366.979847 + Penalty 1718.337445 = -174648.642401 nChanged 32 SP:Iteration 15Q (2051.132808 sec): 3 clusters Score: Raw -176376.754668 + Penalty 1718.337445 = -174658.417223 nChanged 24 SP:Iteration 16Q (2051.223611 sec): 3 clusters Score: Raw -176384.390685 + Penalty 1718.337445 = -174666.053240 nChanged 16 SP:Iteration 17Q (2051.318552 sec): 3 clusters Score: Raw -176390.271155 + Penalty 1718.337445 = -174671.933709 nChanged 17 SP:Iteration 18Q (2051.410906 sec): 3 clusters Score: Raw -176395.452486 + Penalty 1718.337445 = -174677.115041 nChanged 11 SP:Iteration 19Q (2051.526972 sec): 3 clusters Score: Raw -176397.888036 + Penalty 1718.337445 = -174679.550590 nChanged 9 SP:Iteration 20F (2051.641124 sec): 3 clusters Score: Raw -176400.138109 + Penalty 1718.337445 = -174681.800664 nChanged 6 SP:Iteration 21Q (2051.752853 sec): 3 clusters Score: Raw -176401.063126 + Penalty 1718.337445 = -174682.725681 nChanged 4 SP:Iteration 22Q (2051.867862 sec): 3 clusters Score: Raw -176402.123181 + Penalty 1718.337445 = -174683.785736 nChanged 4 SP:Iteration 23Q (2051.969915 sec): 3 clusters Score: Raw -176403.659467 + Penalty 1718.337445 = -174685.322021 nChanged 6 SP:Iteration 24Q (2052.087069 sec): 3 clusters Score: Raw -176405.371336 + Penalty 1718.337445 = -174687.033890 nChanged 8 SP:Iteration 25Q (2052.179582 sec): 3 clusters Score: Raw -176408.227386 + Penalty 1718.337445 = -174689.889940 nChanged 11 SP:Iteration 26Q (2052.262754 sec): 3 clusters Score: Raw -176412.299229 + Penalty 1718.337445 = -174693.961783 nChanged 14 SP:Iteration 27Q (2052.363744 sec): 3 clusters Score: Raw -176417.231178 + Penalty 1718.337445 = -174698.893733 nChanged 11 SP:Iteration 28Q (2052.462921 sec): 3 clusters Score: Raw -176420.447813 + Penalty 1718.337445 = -174702.110368 nChanged 10 SP:Iteration 29Q (2052.556276 sec): 3 clusters Score: Raw -176422.255307 + Penalty 1718.337445 = -174703.917861 nChanged 4 SP:Iteration 30Q (2052.655353 sec): 3 clusters Score: Raw -176423.153929 + Penalty 1718.337445 = -174704.816484 nChanged 4 SP:Iteration 31Q (2052.757545 sec): 3 clusters Score: Raw -176423.511836 + Penalty 1718.337445 = -174705.174390 nChanged 0 SP:Iteration 32F (2052.861224 sec): 3 clusters Score: Raw -176423.511836 + Penalty 1718.337445 = -174705.174390 nChanged 0 Trying to split cluster 7 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2052.939447 sec): 2 clusters Score: Raw -15897.593458 + Penalty 647.368875 = -15250.224584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2053.018024 sec): 3 clusters Score: Raw -15792.231055 + Penalty 1294.737749 = -14497.493306 nChanged 147 SP:Iteration 1F (2053.116428 sec): 3 clusters Score: Raw -16086.721722 + Penalty 1294.737749 = -14791.983973 nChanged 48 SP:Iteration 2F (2053.214015 sec): 3 clusters Score: Raw -16173.194011 + Penalty 1294.737749 = -14878.456261 nChanged 22 SP:Iteration 3Q (2053.311908 sec): 3 clusters Score: Raw -16212.150392 + Penalty 1294.737749 = -14917.412643 nChanged 18 SP:Iteration 4Q (2053.410370 sec): 3 clusters Score: Raw -16251.825685 + Penalty 1294.737749 = -14957.087936 nChanged 12 SP:Iteration 5Q (2053.507464 sec): 3 clusters Score: Raw -16269.035525 + Penalty 1294.737749 = -14974.297775 nChanged 10 SP:Iteration 6Q (2053.600812 sec): 3 clusters Score: Raw -16290.688365 + Penalty 1294.737749 = -14995.950616 nChanged 6 SP:Iteration 7Q (2053.701785 sec): 3 clusters Score: Raw -16313.362621 + Penalty 1294.737749 = -15018.624871 nChanged 5 SP:Iteration 8Q (2053.795908 sec): 3 clusters Score: Raw -16326.431982 + Penalty 1294.737749 = -15031.694232 nChanged 1 SP:Iteration 9Q (2053.895145 sec): 3 clusters Score: Raw -16327.821003 + Penalty 1294.737749 = -15033.083254 nChanged 0 SP:Iteration 10F (2053.990960 sec): 3 clusters Score: Raw -16327.821003 + Penalty 1294.737749 = -15033.083254 nChanged 0 Trying to split cluster 8 (2311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2054.070711 sec): 2 clusters Score: Raw -107737.336728 + Penalty 813.270739 = -106924.065989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2054.161643 sec): 3 clusters Score: Raw -106611.922307 + Penalty 1626.541478 = -104985.380829 nChanged 882 SP:Iteration 1F (2054.305640 sec): 3 clusters Score: Raw -107122.150372 + Penalty 1626.541478 = -105495.608894 nChanged 188 SP:Iteration 2F (2054.377709 sec): 3 clusters Score: Raw -107252.150066 + Penalty 1626.541478 = -105625.608588 nChanged 153 SP:Iteration 3F (2054.484383 sec): 3 clusters Score: Raw -107385.215760 + Penalty 1626.541478 = -105758.674281 nChanged 139 SP:Iteration 4F (2054.582422 sec): 3 clusters Score: Raw -107500.499551 + Penalty 1626.541478 = -105873.958073 nChanged 117 SP:Iteration 5F (2054.678531 sec): 3 clusters Score: Raw -107579.054968 + Penalty 1626.541478 = -105952.513490 nChanged 90 SP:Iteration 6Q (2054.783099 sec): 3 clusters Score: Raw -107645.525602 + Penalty 1626.541478 = -106018.984124 nChanged 82 SP:Iteration 7Q (2054.901449 sec): 3 clusters Score: Raw -107712.753659 + Penalty 1626.541478 = -106086.212181 nChanged 82 SP:Iteration 8Q (2054.984008 sec): 3 clusters Score: Raw -107786.877730 + Penalty 1626.541478 = -106160.336252 nChanged 78 SP:Iteration 9Q (2055.090432 sec): 3 clusters Score: Raw -107859.615360 + Penalty 1626.541478 = -106233.073881 nChanged 82 SP:Iteration 10Q (2055.184748 sec): 3 clusters Score: Raw -107967.110445 + Penalty 1626.541478 = -106340.568967 nChanged 85 SP:Iteration 11Q (2055.276451 sec): 3 clusters Score: Raw -108092.010629 + Penalty 1626.541478 = -106465.469151 nChanged 95 SP:Iteration 12Q (2055.363946 sec): 3 clusters Score: Raw -108231.851441 + Penalty 1626.541478 = -106605.309963 nChanged 90 SP:Iteration 13Q (2055.448222 sec): 3 clusters Score: Raw -108378.971044 + Penalty 1626.541478 = -106752.429565 nChanged 72 SP:Iteration 14Q (2055.532613 sec): 3 clusters Score: Raw -108482.764111 + Penalty 1626.541478 = -106856.222633 nChanged 68 SP:Iteration 15Q (2055.647359 sec): 3 clusters Score: Raw -108591.650539 + Penalty 1626.541478 = -106965.109060 nChanged 57 SP:Iteration 16Q (2055.738312 sec): 3 clusters Score: Raw -108690.351544 + Penalty 1626.541478 = -107063.810065 nChanged 41 SP:Iteration 17Q (2055.828515 sec): 3 clusters Score: Raw -108745.208734 + Penalty 1626.541478 = -107118.667256 nChanged 19 SP:Iteration 18Q (2055.924477 sec): 3 clusters Score: Raw -108759.769356 + Penalty 1626.541478 = -107133.227878 nChanged 9 SP:Iteration 19Q (2056.003403 sec): 3 clusters Score: Raw -108763.701616 + Penalty 1626.541478 = -107137.160138 nChanged 5 SP:Iteration 20F (2056.101841 sec): 3 clusters Score: Raw -108770.958766 + Penalty 1626.541478 = -107144.417288 nChanged 1 SP:Iteration 21Q (2056.196058 sec): 3 clusters Score: Raw -108771.679142 + Penalty 1626.541478 = -107145.137664 nChanged 0 SP:Iteration 22F (2056.302222 sec): 3 clusters Score: Raw -108771.679142 + Penalty 1626.541478 = -107145.137664 nChanged 0 Score: Raw -2007976.833832 + Penalty 17845.222534 = -1990131.611298 Splitting cluster 8 changes total score from -1990211.828938 to -1990131.611298 So it's not getting split. Trying to split cluster 9 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2057.685377 sec): 2 clusters Score: Raw -34110.777172 + Penalty 692.700299 = -33418.076873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2057.781357 sec): 3 clusters Score: Raw -33878.923776 + Penalty 1385.400597 = -32493.523179 nChanged 221 SP:Iteration 1F (2057.880549 sec): 3 clusters Score: Raw -34094.971210 + Penalty 1385.400597 = -32709.570613 nChanged 52 SP:Iteration 2F (2058.013133 sec): 3 clusters Score: Raw -34154.388632 + Penalty 1385.400597 = -32768.988034 nChanged 30 SP:Iteration 3Q (2058.106870 sec): 3 clusters Score: Raw -34181.375475 + Penalty 1385.400597 = -32795.974878 nChanged 21 SP:Iteration 4Q (2058.228370 sec): 3 clusters Score: Raw -34203.230624 + Penalty 1385.400597 = -32817.830027 nChanged 17 SP:Iteration 5Q (2058.324101 sec): 3 clusters Score: Raw -34222.820927 + Penalty 1385.400597 = -32837.420330 nChanged 16 SP:Iteration 6Q (2058.413290 sec): 3 clusters Score: Raw -34240.014222 + Penalty 1385.400597 = -32854.613625 nChanged 20 SP:Iteration 7Q (2058.512449 sec): 3 clusters Score: Raw -34260.307659 + Penalty 1385.400597 = -32874.907062 nChanged 14 SP:Iteration 8Q (2058.606809 sec): 3 clusters Score: Raw -34275.393704 + Penalty 1385.400597 = -32889.993107 nChanged 11 SP:Iteration 9Q (2058.704930 sec): 3 clusters Score: Raw -34283.979349 + Penalty 1385.400597 = -32898.578751 nChanged 13 SP:Iteration 10Q (2058.793489 sec): 3 clusters Score: Raw -34294.181670 + Penalty 1385.400597 = -32908.781073 nChanged 4 SP:Iteration 11Q (2058.898245 sec): 3 clusters Score: Raw -34296.347490 + Penalty 1385.400597 = -32910.946892 nChanged 4 SP:Iteration 12Q (2058.990427 sec): 3 clusters Score: Raw -34299.197685 + Penalty 1385.400597 = -32913.797088 nChanged 5 SP:Iteration 13Q (2059.075340 sec): 3 clusters Score: Raw -34304.073473 + Penalty 1385.400597 = -32918.672876 nChanged 5 SP:Iteration 14Q (2059.174323 sec): 3 clusters Score: Raw -34308.839832 + Penalty 1385.400597 = -32923.439235 nChanged 5 SP:Iteration 15Q (2059.259897 sec): 3 clusters Score: Raw -34315.330157 + Penalty 1385.400597 = -32929.929560 nChanged 3 SP:Iteration 16Q (2059.343972 sec): 3 clusters Score: Raw -34317.336941 + Penalty 1385.400597 = -32931.936344 nChanged 2 SP:Iteration 17Q (2059.444041 sec): 3 clusters Score: Raw -34318.830233 + Penalty 1385.400597 = -32933.429636 nChanged 1 SP:Iteration 18Q (2059.565924 sec): 3 clusters Score: Raw -34319.768712 + Penalty 1385.400597 = -32934.368115 nChanged 0 SP:Iteration 19F (2059.629115 sec): 3 clusters Score: Raw -34319.768712 + Penalty 1385.400597 = -32934.368115 nChanged 0 Trying to split cluster 10 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2059.678085 sec): 2 clusters Score: Raw -45670.820353 + Penalty 726.774109 = -44944.046244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2059.785194 sec): 3 clusters Score: Raw -45290.813146 + Penalty 1453.548219 = -43837.264927 nChanged 344 SP:Iteration 1F (2059.882601 sec): 3 clusters Score: Raw -45558.230154 + Penalty 1453.548219 = -44104.681936 nChanged 72 SP:Iteration 2F (2059.998065 sec): 3 clusters Score: Raw -45629.762694 + Penalty 1453.548219 = -44176.214475 nChanged 49 SP:Iteration 3Q (2060.067855 sec): 3 clusters Score: Raw -45682.964025 + Penalty 1453.548219 = -44229.415806 nChanged 46 SP:Iteration 4Q (2060.171049 sec): 3 clusters Score: Raw -45736.838553 + Penalty 1453.548219 = -44283.290334 nChanged 41 SP:Iteration 5Q (2060.239095 sec): 3 clusters Score: Raw -45796.186435 + Penalty 1453.548219 = -44342.638216 nChanged 40 SP:Iteration 6Q (2060.325113 sec): 3 clusters Score: Raw -45846.529244 + Penalty 1453.548219 = -44392.981025 nChanged 36 SP:Iteration 7Q (2060.436375 sec): 3 clusters Score: Raw -45898.999185 + Penalty 1453.548219 = -44445.450966 nChanged 35 SP:Iteration 8Q (2060.517262 sec): 3 clusters Score: Raw -45944.638868 + Penalty 1453.548219 = -44491.090649 nChanged 37 SP:Iteration 9Q (2060.604990 sec): 3 clusters Score: Raw -45975.290012 + Penalty 1453.548219 = -44521.741793 nChanged 30 SP:Iteration 10Q (2060.703543 sec): 3 clusters Score: Raw -45999.845571 + Penalty 1453.548219 = -44546.297353 nChanged 13 SP:Iteration 11Q (2060.804673 sec): 3 clusters Score: Raw -46012.394668 + Penalty 1453.548219 = -44558.846450 nChanged 7 SP:Iteration 12Q (2060.907127 sec): 3 clusters Score: Raw -46018.363567 + Penalty 1453.548219 = -44564.815348 nChanged 6 SP:Iteration 13Q (2061.002830 sec): 3 clusters Score: Raw -46022.050382 + Penalty 1453.548219 = -44568.502163 nChanged 4 SP:Iteration 14Q (2061.087094 sec): 3 clusters Score: Raw -46025.621678 + Penalty 1453.548219 = -44572.073459 nChanged 1 SP:Iteration 15Q (2061.182981 sec): 3 clusters Score: Raw -46026.272040 + Penalty 1453.548219 = -44572.723821 nChanged 1 SP:Iteration 16Q (2061.285460 sec): 3 clusters Score: Raw -46026.872189 + Penalty 1453.548219 = -44573.323970 nChanged 1 SP:Iteration 17Q (2061.394672 sec): 3 clusters Score: Raw -46027.241319 + Penalty 1453.548219 = -44573.693100 nChanged 1 SP:Iteration 18Q (2061.478754 sec): 3 clusters Score: Raw -46027.674329 + Penalty 1453.548219 = -44574.126111 nChanged 0 SP:Iteration 19F (2061.586657 sec): 3 clusters Score: Raw -46027.674329 + Penalty 1453.548219 = -44574.126111 nChanged 0 Trying to split cluster 11 (2814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2061.639207 sec): 2 clusters Score: Raw -152177.876609 + Penalty 833.948035 = -151343.928574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2061.779021 sec): 3 clusters Score: Raw -150776.058496 + Penalty 1667.896070 = -149108.162426 nChanged 1119 SP:Iteration 1F (2061.839579 sec): 3 clusters Score: Raw -151523.664468 + Penalty 1667.896070 = -149855.768399 nChanged 226 SP:Iteration 2F (2061.947709 sec): 3 clusters Score: Raw -151698.240546 + Penalty 1667.896070 = -150030.344476 nChanged 160 SP:Iteration 3F (2062.043771 sec): 3 clusters Score: Raw -151826.851596 + Penalty 1667.896070 = -150158.955526 nChanged 148 SP:Iteration 4F (2062.168008 sec): 3 clusters Score: Raw -151927.526771 + Penalty 1667.896070 = -150259.630701 nChanged 105 SP:Iteration 5Q (2062.251450 sec): 3 clusters Score: Raw -152004.467490 + Penalty 1667.896070 = -150336.571420 nChanged 105 SP:Iteration 6Q (2062.357645 sec): 3 clusters Score: Raw -152069.526468 + Penalty 1667.896070 = -150401.630398 nChanged 84 SP:Iteration 7Q (2062.460772 sec): 3 clusters Score: Raw -152114.101228 + Penalty 1667.896070 = -150446.205158 nChanged 72 SP:Iteration 8Q (2062.562182 sec): 3 clusters Score: Raw -152150.880387 + Penalty 1667.896070 = -150482.984317 nChanged 58 SP:Iteration 9Q (2062.670373 sec): 3 clusters Score: Raw -152180.470920 + Penalty 1667.896070 = -150512.574850 nChanged 61 SP:Iteration 10Q (2062.798976 sec): 3 clusters Score: Raw -152207.338931 + Penalty 1667.896070 = -150539.442861 nChanged 45 SP:Iteration 11Q (2062.876308 sec): 3 clusters Score: Raw -152227.948190 + Penalty 1667.896070 = -150560.052120 nChanged 46 SP:Iteration 12Q (2062.974128 sec): 3 clusters Score: Raw -152254.603813 + Penalty 1667.896070 = -150586.707743 nChanged 53 SP:Iteration 13Q (2063.073333 sec): 3 clusters Score: Raw -152287.182406 + Penalty 1667.896070 = -150619.286336 nChanged 53 SP:Iteration 14Q (2063.176998 sec): 3 clusters Score: Raw -152315.217989 + Penalty 1667.896070 = -150647.321920 nChanged 38 SP:Iteration 15Q (2063.300154 sec): 3 clusters Score: Raw -152329.972707 + Penalty 1667.896070 = -150662.076637 nChanged 27 SP:Iteration 16Q (2063.383174 sec): 3 clusters Score: Raw -152340.145926 + Penalty 1667.896070 = -150672.249857 nChanged 22 SP:Iteration 17Q (2063.482303 sec): 3 clusters Score: Raw -152347.292885 + Penalty 1667.896070 = -150679.396815 nChanged 13 SP:Iteration 18Q (2063.598822 sec): 3 clusters Score: Raw -152350.827419 + Penalty 1667.896070 = -150682.931349 nChanged 13 SP:Iteration 19Q (2063.681442 sec): 3 clusters Score: Raw -152355.309392 + Penalty 1667.896070 = -150687.413322 nChanged 11 SP:Iteration 20F (2063.787107 sec): 3 clusters Score: Raw -152357.759321 + Penalty 1667.896070 = -150689.863251 nChanged 9 SP:Iteration 21Q (2063.898022 sec): 3 clusters Score: Raw -152359.709352 + Penalty 1667.896070 = -150691.813282 nChanged 4 SP:Iteration 22Q (2063.995220 sec): 3 clusters Score: Raw -152361.555506 + Penalty 1667.896070 = -150693.659436 nChanged 1 SP:Iteration 23Q (2064.104378 sec): 3 clusters Score: Raw -152361.828699 + Penalty 1667.896070 = -150693.932629 nChanged 1 SP:Iteration 24Q (2064.194460 sec): 3 clusters Score: Raw -152361.906131 + Penalty 1667.896070 = -150694.010061 nChanged 0 SP:Iteration 25F (2064.297515 sec): 3 clusters Score: Raw -152361.906131 + Penalty 1667.896070 = -150694.010061 nChanged 0 Trying to split cluster 12 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2064.375710 sec): 2 clusters Score: Raw -27749.078095 + Penalty 675.795789 = -27073.282307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2064.442845 sec): 3 clusters Score: Raw -27559.498189 + Penalty 1351.591577 = -26207.906612 nChanged 174 SP:Iteration 1F (2064.545441 sec): 3 clusters Score: Raw -27720.278508 + Penalty 1351.591577 = -26368.686930 nChanged 54 SP:Iteration 2F (2064.649231 sec): 3 clusters Score: Raw -27784.511750 + Penalty 1351.591577 = -26432.920173 nChanged 26 SP:Iteration 3Q (2064.749703 sec): 3 clusters Score: Raw -27833.993887 + Penalty 1351.591577 = -26482.402310 nChanged 30 SP:Iteration 4Q (2064.848841 sec): 3 clusters Score: Raw -27871.898285 + Penalty 1351.591577 = -26520.306708 nChanged 21 SP:Iteration 5Q (2064.945425 sec): 3 clusters Score: Raw -27907.620838 + Penalty 1351.591577 = -26556.029260 nChanged 16 SP:Iteration 6Q (2065.044371 sec): 3 clusters Score: Raw -27946.111253 + Penalty 1351.591577 = -26594.519675 nChanged 23 SP:Iteration 7Q (2065.141392 sec): 3 clusters Score: Raw -27997.465872 + Penalty 1351.591577 = -26645.874295 nChanged 20 SP:Iteration 8Q (2065.238143 sec): 3 clusters Score: Raw -28030.747658 + Penalty 1351.591577 = -26679.156081 nChanged 14 SP:Iteration 9Q (2065.333123 sec): 3 clusters Score: Raw -28048.512303 + Penalty 1351.591577 = -26696.920725 nChanged 5 SP:Iteration 10Q (2065.423507 sec): 3 clusters Score: Raw -28056.558487 + Penalty 1351.591577 = -26704.966909 nChanged 4 SP:Iteration 11Q (2065.551801 sec): 3 clusters Score: Raw -28063.742355 + Penalty 1351.591577 = -26712.150777 nChanged 7 SP:Iteration 12Q (2065.681055 sec): 3 clusters Score: Raw -28071.000295 + Penalty 1351.591577 = -26719.408717 nChanged 8 SP:Iteration 13Q (2065.813524 sec): 3 clusters Score: Raw -28080.034475 + Penalty 1351.591577 = -26728.442898 nChanged 4 SP:Iteration 14Q (2065.910111 sec): 3 clusters Score: Raw -28084.370311 + Penalty 1351.591577 = -26732.778734 nChanged 3 SP:Iteration 15Q (2066.006215 sec): 3 clusters Score: Raw -28089.923877 + Penalty 1351.591577 = -26738.332300 nChanged 3 SP:Iteration 16Q (2066.106479 sec): 3 clusters Score: Raw -28092.346046 + Penalty 1351.591577 = -26740.754468 nChanged 2 SP:Iteration 17Q (2066.214634 sec): 3 clusters Score: Raw -28094.982678 + Penalty 1351.591577 = -26743.391101 nChanged 4 SP:Iteration 18Q (2066.319846 sec): 3 clusters Score: Raw -28099.840660 + Penalty 1351.591577 = -26748.249082 nChanged 3 SP:Iteration 19Q (2066.419741 sec): 3 clusters Score: Raw -28103.364646 + Penalty 1351.591577 = -26751.773068 nChanged 3 SP:Iteration 20F (2066.524160 sec): 3 clusters Score: Raw -28107.260647 + Penalty 1351.591577 = -26755.669070 nChanged 3 SP:Iteration 21Q (2066.627755 sec): 3 clusters Score: Raw -28110.818665 + Penalty 1351.591577 = -26759.227088 nChanged 1 SP:Iteration 22Q (2066.728759 sec): 3 clusters Score: Raw -28111.150759 + Penalty 1351.591577 = -26759.559182 nChanged 0 SP:Iteration 23F (2066.828516 sec): 3 clusters Score: Raw -28111.150759 + Penalty 1351.591577 = -26759.559182 nChanged 0 Trying to split cluster 13 (3518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2066.890864 sec): 2 clusters Score: Raw -164799.763575 + Penalty 857.393032 = -163942.370543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2067.034494 sec): 3 clusters Score: Raw -162927.104152 + Penalty 1714.786064 = -161212.318087 nChanged 1465 SP:Iteration 1F (2067.151073 sec): 3 clusters Score: Raw -163868.922137 + Penalty 1714.786064 = -162154.136072 nChanged 295 SP:Iteration 2F (2067.246747 sec): 3 clusters Score: Raw -164067.241424 + Penalty 1714.786064 = -162352.455359 nChanged 239 SP:Iteration 3F (2067.352111 sec): 3 clusters Score: Raw -164234.303901 + Penalty 1714.786064 = -162519.517837 nChanged 210 SP:Iteration 4F (2067.457146 sec): 3 clusters Score: Raw -164405.807775 + Penalty 1714.786064 = -162691.021710 nChanged 186 SP:Iteration 5F (2067.564016 sec): 3 clusters Score: Raw -164552.334368 + Penalty 1714.786064 = -162837.548304 nChanged 152 SP:Iteration 6Q (2067.671585 sec): 3 clusters Score: Raw -164655.539062 + Penalty 1714.786064 = -162940.752998 nChanged 148 SP:Iteration 7Q (2067.772953 sec): 3 clusters Score: Raw -164729.353153 + Penalty 1714.786064 = -163014.567088 nChanged 99 SP:Iteration 8Q (2067.864004 sec): 3 clusters Score: Raw -164775.082744 + Penalty 1714.786064 = -163060.296679 nChanged 81 SP:Iteration 9Q (2067.971338 sec): 3 clusters Score: Raw -164804.957281 + Penalty 1714.786064 = -163090.171217 nChanged 57 SP:Iteration 10Q (2068.101435 sec): 3 clusters Score: Raw -164831.018144 + Penalty 1714.786064 = -163116.232080 nChanged 55 SP:Iteration 11Q (2068.207545 sec): 3 clusters Score: Raw -164858.629364 + Penalty 1714.786064 = -163143.843300 nChanged 51 SP:Iteration 12Q (2068.332113 sec): 3 clusters Score: Raw -164877.224248 + Penalty 1714.786064 = -163162.438184 nChanged 40 SP:Iteration 13Q (2068.395443 sec): 3 clusters Score: Raw -164887.636881 + Penalty 1714.786064 = -163172.850817 nChanged 21 SP:Iteration 14Q (2068.498095 sec): 3 clusters Score: Raw -164893.199203 + Penalty 1714.786064 = -163178.413138 nChanged 18 SP:Iteration 15Q (2068.599848 sec): 3 clusters Score: Raw -164897.857216 + Penalty 1714.786064 = -163183.071151 nChanged 21 SP:Iteration 16Q (2068.708126 sec): 3 clusters Score: Raw -164904.127227 + Penalty 1714.786064 = -163189.341163 nChanged 22 SP:Iteration 17Q (2068.871684 sec): 3 clusters Score: Raw -164910.833125 + Penalty 1714.786064 = -163196.047061 nChanged 16 SP:Iteration 18Q (2068.982584 sec): 3 clusters Score: Raw -164914.880567 + Penalty 1714.786064 = -163200.094503 nChanged 15 SP:Iteration 19Q (2069.093262 sec): 3 clusters Score: Raw -164918.189817 + Penalty 1714.786064 = -163203.403753 nChanged 16 SP:Iteration 20F (2069.179246 sec): 3 clusters Score: Raw -164921.857697 + Penalty 1714.786064 = -163207.071633 nChanged 16 SP:Iteration 21Q (2069.289239 sec): 3 clusters Score: Raw -164926.348227 + Penalty 1714.786064 = -163211.562163 nChanged 8 SP:Iteration 22Q (2069.399324 sec): 3 clusters Score: Raw -164928.882694 + Penalty 1714.786064 = -163214.096630 nChanged 9 SP:Iteration 23Q (2069.508612 sec): 3 clusters Score: Raw -164930.859451 + Penalty 1714.786064 = -163216.073387 nChanged 8 SP:Iteration 24Q (2069.618941 sec): 3 clusters Score: Raw -164933.061141 + Penalty 1714.786064 = -163218.275077 nChanged 16 SP:Iteration 25Q (2069.726962 sec): 3 clusters Score: Raw -164937.586427 + Penalty 1714.786064 = -163222.800363 nChanged 21 SP:Iteration 26Q (2069.833181 sec): 3 clusters Score: Raw -164942.837742 + Penalty 1714.786064 = -163228.051677 nChanged 23 SP:Iteration 27Q (2069.956904 sec): 3 clusters Score: Raw -164949.732571 + Penalty 1714.786064 = -163234.946507 nChanged 22 SP:Iteration 28Q (2070.062063 sec): 3 clusters Score: Raw -164956.684208 + Penalty 1714.786064 = -163241.898144 nChanged 22 SP:Iteration 29Q (2070.178549 sec): 3 clusters Score: Raw -164966.020747 + Penalty 1714.786064 = -163251.234683 nChanged 23 SP:Iteration 30Q (2070.273237 sec): 3 clusters Score: Raw -164975.902631 + Penalty 1714.786064 = -163261.116567 nChanged 21 SP:Iteration 31Q (2070.345581 sec): 3 clusters Score: Raw -164988.443016 + Penalty 1714.786064 = -163273.656952 nChanged 33 SP:Iteration 32Q (2070.458595 sec): 3 clusters Score: Raw -165009.142026 + Penalty 1714.786064 = -163294.355962 nChanged 37 SP:Iteration 33Q (2070.570677 sec): 3 clusters Score: Raw -165028.408879 + Penalty 1714.786064 = -163313.622814 nChanged 38 SP:Iteration 34Q (2070.659121 sec): 3 clusters Score: Raw -165049.484738 + Penalty 1714.786064 = -163334.698674 nChanged 45 SP:Iteration 35Q (2070.776300 sec): 3 clusters Score: Raw -165071.628832 + Penalty 1714.786064 = -163356.842767 nChanged 42 SP:Iteration 36Q (2070.878614 sec): 3 clusters Score: Raw -165087.063544 + Penalty 1714.786064 = -163372.277479 nChanged 30 SP:Iteration 37Q (2070.972242 sec): 3 clusters Score: Raw -165099.490796 + Penalty 1714.786064 = -163384.704732 nChanged 25 SP:Iteration 38Q (2071.072605 sec): 3 clusters Score: Raw -165108.026922 + Penalty 1714.786064 = -163393.240857 nChanged 18 SP:Iteration 39Q (2071.158547 sec): 3 clusters Score: Raw -165113.567097 + Penalty 1714.786064 = -163398.781033 nChanged 12 SP:Iteration 40F (2071.258551 sec): 3 clusters Score: Raw -165118.859373 + Penalty 1714.786064 = -163404.073308 nChanged 17 SP:Iteration 41Q (2071.382038 sec): 3 clusters Score: Raw -165125.902856 + Penalty 1714.786064 = -163411.116791 nChanged 17 SP:Iteration 42Q (2071.459920 sec): 3 clusters Score: Raw -165132.569954 + Penalty 1714.786064 = -163417.783889 nChanged 16 SP:Iteration 43Q (2071.559121 sec): 3 clusters Score: Raw -165138.110163 + Penalty 1714.786064 = -163423.324099 nChanged 17 SP:Iteration 44Q (2071.655965 sec): 3 clusters Score: Raw -165146.266463 + Penalty 1714.786064 = -163431.480399 nChanged 18 SP:Iteration 45Q (2071.780060 sec): 3 clusters Score: Raw -165152.605832 + Penalty 1714.786064 = -163437.819768 nChanged 22 SP:Iteration 46Q (2071.867886 sec): 3 clusters Score: Raw -165161.175891 + Penalty 1714.786064 = -163446.389827 nChanged 19 SP:Iteration 47Q (2071.959993 sec): 3 clusters Score: Raw -165167.723487 + Penalty 1714.786064 = -163452.937423 nChanged 25 SP:Iteration 48Q (2072.081509 sec): 3 clusters Score: Raw -165177.837677 + Penalty 1714.786064 = -163463.051613 nChanged 18 SP:Iteration 49Q (2072.187529 sec): 3 clusters Score: Raw -165185.683740 + Penalty 1714.786064 = -163470.897676 nChanged 13 SP:Iteration 50Q (2072.279733 sec): 3 clusters Score: Raw -165191.270838 + Penalty 1714.786064 = -163476.484774 nChanged 17 SP:Iteration 51Q (2072.363148 sec): 3 clusters Score: Raw -165197.056935 + Penalty 1714.786064 = -163482.270871 nChanged 23 SP:Iteration 52Q (2072.487778 sec): 3 clusters Score: Raw -165207.554030 + Penalty 1714.786064 = -163492.767966 nChanged 26 SP:Iteration 53Q (2072.574301 sec): 3 clusters Score: Raw -165222.276770 + Penalty 1714.786064 = -163507.490705 nChanged 20 SP:Iteration 54Q (2072.661952 sec): 3 clusters Score: Raw -165232.401841 + Penalty 1714.786064 = -163517.615777 nChanged 19 SP:Iteration 55Q (2072.748261 sec): 3 clusters Score: Raw -165239.849222 + Penalty 1714.786064 = -163525.063158 nChanged 17 SP:Iteration 56Q (2072.846010 sec): 3 clusters Score: Raw -165245.490778 + Penalty 1714.786064 = -163530.704714 nChanged 12 SP:Iteration 57Q (2072.923829 sec): 3 clusters Score: Raw -165249.471164 + Penalty 1714.786064 = -163534.685099 nChanged 9 SP:Iteration 58Q (2073.014512 sec): 3 clusters Score: Raw -165252.596557 + Penalty 1714.786064 = -163537.810493 nChanged 8 SP:Iteration 59Q (2073.102156 sec): 3 clusters Score: Raw -165255.462780 + Penalty 1714.786064 = -163540.676715 nChanged 5 SP:Iteration 60F (2073.188775 sec): 3 clusters Score: Raw -165256.938783 + Penalty 1714.786064 = -163542.152719 nChanged 4 SP:Iteration 61Q (2073.275187 sec): 3 clusters Score: Raw -165258.090627 + Penalty 1714.786064 = -163543.304563 nChanged 1 SP:Iteration 62Q (2073.368879 sec): 3 clusters Score: Raw -165258.331130 + Penalty 1714.786064 = -163543.545066 nChanged 3 SP:Iteration 63Q (2073.454019 sec): 3 clusters Score: Raw -165258.922116 + Penalty 1714.786064 = -163544.136052 nChanged 3 SP:Iteration 64Q (2073.541697 sec): 3 clusters Score: Raw -165259.949909 + Penalty 1714.786064 = -163545.163845 nChanged 4 SP:Iteration 65Q (2073.636116 sec): 3 clusters Score: Raw -165260.837129 + Penalty 1714.786064 = -163546.051065 nChanged 3 SP:Iteration 66Q (2073.723577 sec): 3 clusters Score: Raw -165261.578187 + Penalty 1714.786064 = -163546.792122 nChanged 4 SP:Iteration 67Q (2073.799562 sec): 3 clusters Score: Raw -165263.635392 + Penalty 1714.786064 = -163548.849327 nChanged 7 SP:Iteration 68Q (2073.905952 sec): 3 clusters Score: Raw -165266.012346 + Penalty 1714.786064 = -163551.226282 nChanged 5 SP:Iteration 69Q (2073.994849 sec): 3 clusters Score: Raw -165267.118842 + Penalty 1714.786064 = -163552.332778 nChanged 2 SP:Iteration 70Q (2074.076689 sec): 3 clusters Score: Raw -165267.450512 + Penalty 1714.786064 = -163552.664448 nChanged 3 SP:Iteration 71Q (2074.162862 sec): 3 clusters Score: Raw -165268.991795 + Penalty 1714.786064 = -163554.205731 nChanged 2 SP:Iteration 72Q (2074.266824 sec): 3 clusters Score: Raw -165269.905449 + Penalty 1714.786064 = -163555.119385 nChanged 3 SP:Iteration 73Q (2074.342618 sec): 3 clusters Score: Raw -165270.732791 + Penalty 1714.786064 = -163555.946726 nChanged 2 SP:Iteration 74Q (2074.449832 sec): 3 clusters Score: Raw -165271.466848 + Penalty 1714.786064 = -163556.680784 nChanged 1 SP:Iteration 75Q (2074.512323 sec): 3 clusters Score: Raw -165271.651987 + Penalty 1714.786064 = -163556.865923 nChanged 1 SP:Iteration 76Q (2074.621992 sec): 3 clusters Score: Raw -165271.896598 + Penalty 1714.786064 = -163557.110534 nChanged 0 SP:Iteration 77F (2074.699849 sec): 3 clusters Score: Raw -165271.896598 + Penalty 1714.786064 = -163557.110534 nChanged 0 Trying to split cluster 14 (4450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2074.742209 sec): 2 clusters Score: Raw -252056.937421 + Penalty 882.069234 = -251174.868186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2074.850528 sec): 3 clusters Score: Raw -249580.636539 + Penalty 1764.138469 = -247816.498071 nChanged 1893 SP:Iteration 1F (2074.947273 sec): 3 clusters Score: Raw -250687.861318 + Penalty 1764.138469 = -248923.722850 nChanged 332 SP:Iteration 2F (2075.011215 sec): 3 clusters Score: Raw -250891.787539 + Penalty 1764.138469 = -249127.649071 nChanged 276 SP:Iteration 3F (2075.107375 sec): 3 clusters Score: Raw -251082.492347 + Penalty 1764.138469 = -249318.353879 nChanged 272 SP:Iteration 4F (2075.172074 sec): 3 clusters Score: Raw -251265.633146 + Penalty 1764.138469 = -249501.494678 nChanged 235 SP:Iteration 5F (2075.246309 sec): 3 clusters Score: Raw -251406.550901 + Penalty 1764.138469 = -249642.412432 nChanged 224 SP:Iteration 6F (2075.336562 sec): 3 clusters Score: Raw -251540.736248 + Penalty 1764.138469 = -249776.597780 nChanged 191 SP:Iteration 7Q (2075.428505 sec): 3 clusters Score: Raw -251638.870225 + Penalty 1764.138469 = -249874.731756 nChanged 160 SP:Iteration 8Q (2075.492610 sec): 3 clusters Score: Raw -251718.646250 + Penalty 1764.138469 = -249954.507781 nChanged 136 SP:Iteration 9Q (2075.574582 sec): 3 clusters Score: Raw -251787.701446 + Penalty 1764.138469 = -250023.562978 nChanged 114 SP:Iteration 10Q (2075.664034 sec): 3 clusters Score: Raw -251829.150244 + Penalty 1764.138469 = -250065.011776 nChanged 69 SP:Iteration 11Q (2075.731983 sec): 3 clusters Score: Raw -251854.289694 + Penalty 1764.138469 = -250090.151226 nChanged 67 SP:Iteration 12Q (2075.821990 sec): 3 clusters Score: Raw -251873.632718 + Penalty 1764.138469 = -250109.494249 nChanged 57 SP:Iteration 13Q (2075.917109 sec): 3 clusters Score: Raw -251891.092557 + Penalty 1764.138469 = -250126.954089 nChanged 61 SP:Iteration 14Q (2076.001727 sec): 3 clusters Score: Raw -251913.395176 + Penalty 1764.138469 = -250149.256707 nChanged 67 SP:Iteration 15Q (2076.064693 sec): 3 clusters Score: Raw -251937.422877 + Penalty 1764.138469 = -250173.284408 nChanged 65 SP:Iteration 16Q (2076.156374 sec): 3 clusters Score: Raw -251959.117338 + Penalty 1764.138469 = -250194.978869 nChanged 50 SP:Iteration 17Q (2076.247812 sec): 3 clusters Score: Raw -251973.470527 + Penalty 1764.138469 = -250209.332058 nChanged 45 SP:Iteration 18Q (2076.324964 sec): 3 clusters Score: Raw -251987.033861 + Penalty 1764.138469 = -250222.895393 nChanged 45 SP:Iteration 19Q (2076.418396 sec): 3 clusters Score: Raw -252000.752919 + Penalty 1764.138469 = -250236.614450 nChanged 37 SP:Iteration 20F (2076.507964 sec): 3 clusters Score: Raw -252010.558480 + Penalty 1764.138469 = -250246.420011 nChanged 25 SP:Iteration 21Q (2076.568778 sec): 3 clusters Score: Raw -252016.275252 + Penalty 1764.138469 = -250252.136783 nChanged 14 SP:Iteration 22Q (2076.653172 sec): 3 clusters Score: Raw -252019.684521 + Penalty 1764.138469 = -250255.546052 nChanged 15 SP:Iteration 23Q (2076.741949 sec): 3 clusters Score: Raw -252023.207812 + Penalty 1764.138469 = -250259.069343 nChanged 14 SP:Iteration 24Q (2076.844094 sec): 3 clusters Score: Raw -252026.075683 + Penalty 1764.138469 = -250261.937214 nChanged 11 SP:Iteration 25Q (2076.964362 sec): 3 clusters Score: Raw -252028.262489 + Penalty 1764.138469 = -250264.124020 nChanged 12 SP:Iteration 26Q (2077.054136 sec): 3 clusters Score: Raw -252030.412667 + Penalty 1764.138469 = -250266.274199 nChanged 9 SP:Iteration 27Q (2077.145311 sec): 3 clusters Score: Raw -252032.617107 + Penalty 1764.138469 = -250268.478638 nChanged 16 SP:Iteration 28Q (2077.235518 sec): 3 clusters Score: Raw -252035.843079 + Penalty 1764.138469 = -250271.704610 nChanged 19 SP:Iteration 29Q (2077.315659 sec): 3 clusters Score: Raw -252039.484404 + Penalty 1764.138469 = -250275.345935 nChanged 16 SP:Iteration 30Q (2077.404886 sec): 3 clusters Score: Raw -252042.230213 + Penalty 1764.138469 = -250278.091744 nChanged 14 SP:Iteration 31Q (2077.482258 sec): 3 clusters Score: Raw -252045.376404 + Penalty 1764.138469 = -250281.237935 nChanged 18 SP:Iteration 32Q (2077.570148 sec): 3 clusters Score: Raw -252049.132434 + Penalty 1764.138469 = -250284.993965 nChanged 16 SP:Iteration 33Q (2077.658924 sec): 3 clusters Score: Raw -252051.512897 + Penalty 1764.138469 = -250287.374428 nChanged 11 SP:Iteration 34Q (2077.753406 sec): 3 clusters Score: Raw -252054.016012 + Penalty 1764.138469 = -250289.877543 nChanged 14 SP:Iteration 35Q (2077.849051 sec): 3 clusters Score: Raw -252056.692025 + Penalty 1764.138469 = -250292.553556 nChanged 14 SP:Iteration 36Q (2077.944330 sec): 3 clusters Score: Raw -252059.463906 + Penalty 1764.138469 = -250295.325437 nChanged 9 SP:Iteration 37Q (2078.039569 sec): 3 clusters Score: Raw -252062.082049 + Penalty 1764.138469 = -250297.943580 nChanged 11 SP:Iteration 38Q (2078.128027 sec): 3 clusters Score: Raw -252064.908239 + Penalty 1764.138469 = -250300.769770 nChanged 10 SP:Iteration 39Q (2078.224039 sec): 3 clusters Score: Raw -252066.741697 + Penalty 1764.138469 = -250302.603228 nChanged 8 SP:Iteration 40F (2078.314482 sec): 3 clusters Score: Raw -252067.947295 + Penalty 1764.138469 = -250303.808826 nChanged 5 SP:Iteration 41Q (2078.433124 sec): 3 clusters Score: Raw -252068.547671 + Penalty 1764.138469 = -250304.409202 nChanged 4 SP:Iteration 42Q (2078.508813 sec): 3 clusters Score: Raw -252068.870290 + Penalty 1764.138469 = -250304.731822 nChanged 2 SP:Iteration 43Q (2078.604399 sec): 3 clusters Score: Raw -252069.187378 + Penalty 1764.138469 = -250305.048910 nChanged 4 SP:Iteration 44Q (2078.683337 sec): 3 clusters Score: Raw -252069.879365 + Penalty 1764.138469 = -250305.740897 nChanged 10 SP:Iteration 45Q (2078.778847 sec): 3 clusters Score: Raw -252071.983275 + Penalty 1764.138469 = -250307.844806 nChanged 8 SP:Iteration 46Q (2078.860986 sec): 3 clusters Score: Raw -252073.493659 + Penalty 1764.138469 = -250309.355190 nChanged 7 SP:Iteration 47Q (2078.956251 sec): 3 clusters Score: Raw -252075.073295 + Penalty 1764.138469 = -250310.934827 nChanged 6 SP:Iteration 48Q (2079.035888 sec): 3 clusters Score: Raw -252075.931637 + Penalty 1764.138469 = -250311.793168 nChanged 6 SP:Iteration 49Q (2079.131143 sec): 3 clusters Score: Raw -252076.587756 + Penalty 1764.138469 = -250312.449287 nChanged 5 SP:Iteration 50Q (2079.212632 sec): 3 clusters Score: Raw -252077.310228 + Penalty 1764.138469 = -250313.171760 nChanged 8 SP:Iteration 51Q (2079.327755 sec): 3 clusters Score: Raw -252078.844408 + Penalty 1764.138469 = -250314.705939 nChanged 3 SP:Iteration 52Q (2079.433191 sec): 3 clusters Score: Raw -252079.122626 + Penalty 1764.138469 = -250314.984157 nChanged 7 SP:Iteration 53Q (2079.522708 sec): 3 clusters Score: Raw -252080.422534 + Penalty 1764.138469 = -250316.284065 nChanged 9 SP:Iteration 54Q (2079.659172 sec): 3 clusters Score: Raw -252082.092121 + Penalty 1764.138469 = -250317.953652 nChanged 10 SP:Iteration 55Q (2079.763972 sec): 3 clusters Score: Raw -252084.031951 + Penalty 1764.138469 = -250319.893483 nChanged 12 SP:Iteration 56Q (2079.894442 sec): 3 clusters Score: Raw -252086.592122 + Penalty 1764.138469 = -250322.453653 nChanged 11 SP:Iteration 57Q (2079.976444 sec): 3 clusters Score: Raw -252089.484281 + Penalty 1764.138469 = -250325.345812 nChanged 14 SP:Iteration 58Q (2080.105590 sec): 3 clusters Score: Raw -252093.731257 + Penalty 1764.138469 = -250329.592788 nChanged 20 SP:Iteration 59Q (2080.192899 sec): 3 clusters Score: Raw -252098.802753 + Penalty 1764.138469 = -250334.664284 nChanged 22 SP:Iteration 60F (2080.308317 sec): 3 clusters Score: Raw -252104.610038 + Penalty 1764.138469 = -250340.471569 nChanged 22 SP:Iteration 61Q (2080.442399 sec): 3 clusters Score: Raw -252110.629704 + Penalty 1764.138469 = -250346.491235 nChanged 23 SP:Iteration 62Q (2080.554077 sec): 3 clusters Score: Raw -252118.289065 + Penalty 1764.138469 = -250354.150597 nChanged 37 SP:Iteration 63Q (2080.667761 sec): 3 clusters Score: Raw -252130.725629 + Penalty 1764.138469 = -250366.587160 nChanged 48 SP:Iteration 64Q (2080.785388 sec): 3 clusters Score: Raw -252151.336984 + Penalty 1764.138469 = -250387.198515 nChanged 49 SP:Iteration 65Q (2080.907157 sec): 3 clusters Score: Raw -252169.486209 + Penalty 1764.138469 = -250405.347740 nChanged 40 SP:Iteration 66Q (2080.981275 sec): 3 clusters Score: Raw -252182.903151 + Penalty 1764.138469 = -250418.764682 nChanged 41 SP:Iteration 67Q (2081.076874 sec): 3 clusters Score: Raw -252198.011779 + Penalty 1764.138469 = -250433.873310 nChanged 41 SP:Iteration 68Q (2081.172955 sec): 3 clusters Score: Raw -252217.084498 + Penalty 1764.138469 = -250452.946029 nChanged 57 SP:Iteration 69Q (2081.255606 sec): 3 clusters Score: Raw -252244.466853 + Penalty 1764.138469 = -250480.328384 nChanged 69 SP:Iteration 70Q (2081.371546 sec): 3 clusters Score: Raw -252281.524956 + Penalty 1764.138469 = -250517.386487 nChanged 69 SP:Iteration 71Q (2081.474730 sec): 3 clusters Score: Raw -252313.635932 + Penalty 1764.138469 = -250549.497463 nChanged 46 SP:Iteration 72Q (2081.586533 sec): 3 clusters Score: Raw -252334.239544 + Penalty 1764.138469 = -250570.101076 nChanged 47 SP:Iteration 73Q (2081.694612 sec): 3 clusters Score: Raw -252354.188290 + Penalty 1764.138469 = -250590.049821 nChanged 43 SP:Iteration 74Q (2081.789912 sec): 3 clusters Score: Raw -252372.476168 + Penalty 1764.138469 = -250608.337700 nChanged 46 SP:Iteration 75Q (2081.889718 sec): 3 clusters Score: Raw -252391.458102 + Penalty 1764.138469 = -250627.319634 nChanged 45 SP:Iteration 76Q (2081.972625 sec): 3 clusters Score: Raw -252412.004124 + Penalty 1764.138469 = -250647.865655 nChanged 51 SP:Iteration 77Q (2082.089334 sec): 3 clusters Score: Raw -252440.173592 + Penalty 1764.138469 = -250676.035123 nChanged 51 SP:Iteration 78Q (2082.221389 sec): 3 clusters Score: Raw -252466.794209 + Penalty 1764.138469 = -250702.655740 nChanged 47 SP:Iteration 79Q (2082.297607 sec): 3 clusters Score: Raw -252494.967914 + Penalty 1764.138469 = -250730.829446 nChanged 49 SP:Iteration 80F (2082.420046 sec): 3 clusters Score: Raw -252525.995036 + Penalty 1764.138469 = -250761.856567 nChanged 46 SP:Iteration 81Q (2082.516677 sec): 3 clusters Score: Raw -252558.046612 + Penalty 1764.138469 = -250793.908143 nChanged 52 SP:Iteration 82Q (2082.641271 sec): 3 clusters Score: Raw -252593.582038 + Penalty 1764.138469 = -250829.443569 nChanged 48 SP:Iteration 83Q (2082.743386 sec): 3 clusters Score: Raw -252627.116476 + Penalty 1764.138469 = -250862.978007 nChanged 46 SP:Iteration 84Q (2082.838081 sec): 3 clusters Score: Raw -252654.513540 + Penalty 1764.138469 = -250890.375071 nChanged 42 SP:Iteration 85Q (2082.937624 sec): 3 clusters Score: Raw -252680.188839 + Penalty 1764.138469 = -250916.050370 nChanged 29 SP:Iteration 86Q (2083.013909 sec): 3 clusters Score: Raw -252691.413760 + Penalty 1764.138469 = -250927.275291 nChanged 23 SP:Iteration 87Q (2083.160958 sec): 3 clusters Score: Raw -252698.807500 + Penalty 1764.138469 = -250934.669031 nChanged 20 SP:Iteration 88Q (2083.293202 sec): 3 clusters Score: Raw -252706.138318 + Penalty 1764.138469 = -250941.999849 nChanged 18 SP:Iteration 89Q (2083.382780 sec): 3 clusters Score: Raw -252712.101673 + Penalty 1764.138469 = -250947.963204 nChanged 13 SP:Iteration 90Q (2083.491638 sec): 3 clusters Score: Raw -252715.844170 + Penalty 1764.138469 = -250951.705701 nChanged 10 SP:Iteration 91Q (2083.568426 sec): 3 clusters Score: Raw -252717.834245 + Penalty 1764.138469 = -250953.695776 nChanged 7 SP:Iteration 92Q (2083.673398 sec): 3 clusters Score: Raw -252719.162170 + Penalty 1764.138469 = -250955.023702 nChanged 8 SP:Iteration 93Q (2083.777448 sec): 3 clusters Score: Raw -252720.703717 + Penalty 1764.138469 = -250956.565248 nChanged 6 SP:Iteration 94Q (2083.866769 sec): 3 clusters Score: Raw -252721.658722 + Penalty 1764.138469 = -250957.520253 nChanged 7 SP:Iteration 95Q (2083.960983 sec): 3 clusters Score: Raw -252722.868793 + Penalty 1764.138469 = -250958.730325 nChanged 2 SP:Iteration 96Q (2084.055584 sec): 3 clusters Score: Raw -252723.054415 + Penalty 1764.138469 = -250958.915946 nChanged 1 SP:Iteration 97Q (2084.130125 sec): 3 clusters Score: Raw -252723.433633 + Penalty 1764.138469 = -250959.295164 nChanged 1 SP:Iteration 98Q (2084.224320 sec): 3 clusters Score: Raw -252723.528543 + Penalty 1764.138469 = -250959.390074 nChanged 2 SP:Iteration 99Q (2084.317852 sec): 3 clusters Score: Raw -252724.180900 + Penalty 1764.138469 = -250960.042431 nChanged 2 SP:Iteration 100F (2084.413023 sec): 3 clusters Score: Raw -252724.378505 + Penalty 1764.138469 = -250960.240036 nChanged 4 SP:Iteration 101Q (2084.507248 sec): 3 clusters Score: Raw -252725.017766 + Penalty 1764.138469 = -250960.879297 nChanged 2 SP:Iteration 102Q (2084.600246 sec): 3 clusters Score: Raw -252725.270317 + Penalty 1764.138469 = -250961.131848 nChanged 3 SP:Iteration 103Q (2084.695780 sec): 3 clusters Score: Raw -252725.597569 + Penalty 1764.138469 = -250961.459100 nChanged 2 SP:Iteration 104Q (2084.779373 sec): 3 clusters Score: Raw -252725.913657 + Penalty 1764.138469 = -250961.775188 nChanged 2 SP:Iteration 105Q (2084.884607 sec): 3 clusters Score: Raw -252725.980303 + Penalty 1764.138469 = -250961.841834 nChanged 0 SP:Iteration 106F (2084.996912 sec): 3 clusters Score: Raw -252725.980303 + Penalty 1764.138469 = -250961.841834 nChanged 0 Trying to split cluster 15 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2085.044738 sec): 2 clusters Score: Raw -42366.618795 + Penalty 720.479691 = -41646.139104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2085.131760 sec): 3 clusters Score: Raw -42008.794938 + Penalty 1440.959382 = -40567.835557 nChanged 314 SP:Iteration 1F (2085.243092 sec): 3 clusters Score: Raw -42279.028366 + Penalty 1440.959382 = -40838.068984 nChanged 68 SP:Iteration 2F (2085.334885 sec): 3 clusters Score: Raw -42379.777134 + Penalty 1440.959382 = -40938.817753 nChanged 58 SP:Iteration 3F (2085.413225 sec): 3 clusters Score: Raw -42452.965036 + Penalty 1440.959382 = -41012.005654 nChanged 36 SP:Iteration 4Q (2085.498267 sec): 3 clusters Score: Raw -42484.954992 + Penalty 1440.959382 = -41043.995611 nChanged 29 SP:Iteration 5Q (2085.584906 sec): 3 clusters Score: Raw -42521.086414 + Penalty 1440.959382 = -41080.127032 nChanged 29 SP:Iteration 6Q (2085.671389 sec): 3 clusters Score: Raw -42562.294485 + Penalty 1440.959382 = -41121.335104 nChanged 18 SP:Iteration 7Q (2085.758604 sec): 3 clusters Score: Raw -42578.741426 + Penalty 1440.959382 = -41137.782045 nChanged 12 SP:Iteration 8Q (2085.840640 sec): 3 clusters Score: Raw -42592.216370 + Penalty 1440.959382 = -41151.256989 nChanged 11 SP:Iteration 9Q (2085.924974 sec): 3 clusters Score: Raw -42604.941533 + Penalty 1440.959382 = -41163.982151 nChanged 11 SP:Iteration 10Q (2085.996094 sec): 3 clusters Score: Raw -42613.329654 + Penalty 1440.959382 = -41172.370272 nChanged 11 SP:Iteration 11Q (2086.087619 sec): 3 clusters Score: Raw -42619.793878 + Penalty 1440.959382 = -41178.834497 nChanged 3 SP:Iteration 12Q (2086.154416 sec): 3 clusters Score: Raw -42621.822740 + Penalty 1440.959382 = -41180.863359 nChanged 2 SP:Iteration 13Q (2086.229693 sec): 3 clusters Score: Raw -42623.174476 + Penalty 1440.959382 = -41182.215095 nChanged 2 SP:Iteration 14Q (2086.299683 sec): 3 clusters Score: Raw -42625.430720 + Penalty 1440.959382 = -41184.471338 nChanged 1 SP:Iteration 15Q (2086.385904 sec): 3 clusters Score: Raw -42627.703504 + Penalty 1440.959382 = -41186.744123 nChanged 3 SP:Iteration 16Q (2086.453087 sec): 3 clusters Score: Raw -42630.157200 + Penalty 1440.959382 = -41189.197819 nChanged 4 SP:Iteration 17Q (2086.547737 sec): 3 clusters Score: Raw -42635.045002 + Penalty 1440.959382 = -41194.085621 nChanged 6 SP:Iteration 18Q (2086.613722 sec): 3 clusters Score: Raw -42641.074145 + Penalty 1440.959382 = -41200.114763 nChanged 12 SP:Iteration 19Q (2086.710252 sec): 3 clusters Score: Raw -42653.701840 + Penalty 1440.959382 = -41212.742459 nChanged 7 SP:Iteration 20F (2086.780984 sec): 3 clusters Score: Raw -42657.862203 + Penalty 1440.959382 = -41216.902822 nChanged 4 SP:Iteration 21Q (2086.858144 sec): 3 clusters Score: Raw -42658.906959 + Penalty 1440.959382 = -41217.947578 nChanged 1 SP:Iteration 22Q (2086.938967 sec): 3 clusters Score: Raw -42659.129922 + Penalty 1440.959382 = -41218.170540 nChanged 0 SP:Iteration 23F (2087.005685 sec): 3 clusters Score: Raw -42659.129922 + Penalty 1440.959382 = -41218.170540 nChanged 0 Iteration 99Q (2087.718380 sec): 16 clusters Score: Raw -2006942.780436 + Penalty 16729.896126 = -1990212.884311 nChanged 13 Iteration 100F (2088.516052 sec): 16 clusters Score: Raw -2006944.933199 + Penalty 16729.896126 = -1990215.037074 nChanged 15 Iteration 101Q (2089.326180 sec): 16 clusters Score: Raw -2006947.917137 + Penalty 16729.896126 = -1990218.021011 nChanged 18 Iteration 102Q (2090.180267 sec): 16 clusters Score: Raw -2006950.525932 + Penalty 16729.896126 = -1990220.629806 nChanged 15 Iteration 103Q (2091.019232 sec): 16 clusters Score: Raw -2006953.531046 + Penalty 16729.896126 = -1990223.634920 nChanged 13 Iteration 104Q (2091.844095 sec): 16 clusters Score: Raw -2006955.045653 + Penalty 16729.896126 = -1990225.149528 nChanged 11 Iteration 105Q (2092.660288 sec): 16 clusters Score: Raw -2006956.660735 + Penalty 16729.896126 = -1990226.764609 nChanged 7 Iteration 106Q (2093.487572 sec): 16 clusters Score: Raw -2006957.226856 + Penalty 16729.896126 = -1990227.330730 nChanged 3 Iteration 107Q (2094.343483 sec): 16 clusters Score: Raw -2006957.666289 + Penalty 16729.896126 = -1990227.770163 nChanged 3 Iteration 108Q (2095.057921 sec): 16 clusters Score: Raw -2006958.177662 + Penalty 16729.896126 = -1990228.281536 nChanged 1 Iteration 109Q (2095.755498 sec): 16 clusters Score: Raw -2006958.284875 + Penalty 16729.896126 = -1990228.388749 nChanged 2 Iteration 110Q (2096.503324 sec): 16 clusters Score: Raw -2006958.527801 + Penalty 16729.896126 = -1990228.631675 nChanged 2 Iteration 111Q (2097.360800 sec): 16 clusters Score: Raw -2006958.632475 + Penalty 16729.896126 = -1990228.736350 nChanged 1 Iteration 112Q (2098.206113 sec): 16 clusters Score: Raw -2006958.706038 + Penalty 16729.896126 = -1990228.809912 nChanged 1 Iteration 113Q (2099.005191 sec): 16 clusters Score: Raw -2006958.741572 + Penalty 16729.896126 = -1990228.845446 nChanged 0 Iteration 114F (2099.946232 sec): 16 clusters Score: Raw -2006958.741572 + Penalty 16729.896126 = -1990228.845446 nChanged 0 Compute initial score before splitting: Score: Raw -2006958.741572 + Penalty 16729.896126 = -1990228.845446 Trying to split cluster 1 (5179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2100.030699 sec): 2 clusters Score: Raw -275845.574391 + Penalty 897.998563 = -274947.575828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2100.121647 sec): 3 clusters Score: Raw -272974.988308 + Penalty 1795.997126 = -271178.991182 nChanged 2183 SP:Iteration 1F (2100.193158 sec): 3 clusters Score: Raw -274239.031696 + Penalty 1795.997126 = -272443.034570 nChanged 399 SP:Iteration 2F (2100.280271 sec): 3 clusters Score: Raw -274501.935664 + Penalty 1795.997126 = -272705.938538 nChanged 340 SP:Iteration 3F (2100.383965 sec): 3 clusters Score: Raw -274730.435870 + Penalty 1795.997126 = -272934.438744 nChanged 308 SP:Iteration 4F (2100.467301 sec): 3 clusters Score: Raw -274922.596795 + Penalty 1795.997126 = -273126.599669 nChanged 235 SP:Iteration 5Q (2100.552153 sec): 3 clusters Score: Raw -275060.130338 + Penalty 1795.997126 = -273264.133212 nChanged 223 SP:Iteration 6Q (2100.646234 sec): 3 clusters Score: Raw -275195.181757 + Penalty 1795.997126 = -273399.184631 nChanged 176 SP:Iteration 7Q (2100.740741 sec): 3 clusters Score: Raw -275295.301697 + Penalty 1795.997126 = -273499.304571 nChanged 165 SP:Iteration 8Q (2100.817007 sec): 3 clusters Score: Raw -275390.991002 + Penalty 1795.997126 = -273594.993876 nChanged 158 SP:Iteration 9Q (2100.910104 sec): 3 clusters Score: Raw -275468.301463 + Penalty 1795.997126 = -273672.304337 nChanged 121 SP:Iteration 10Q (2100.981195 sec): 3 clusters Score: Raw -275521.726776 + Penalty 1795.997126 = -273725.729650 nChanged 104 SP:Iteration 11Q (2101.071216 sec): 3 clusters Score: Raw -275562.747265 + Penalty 1795.997126 = -273766.750139 nChanged 84 SP:Iteration 12Q (2101.131504 sec): 3 clusters Score: Raw -275594.233941 + Penalty 1795.997126 = -273798.236815 nChanged 66 SP:Iteration 13Q (2101.213541 sec): 3 clusters Score: Raw -275616.748493 + Penalty 1795.997126 = -273820.751367 nChanged 64 SP:Iteration 14Q (2101.312479 sec): 3 clusters Score: Raw -275633.638555 + Penalty 1795.997126 = -273837.641429 nChanged 61 SP:Iteration 15Q (2101.443824 sec): 3 clusters Score: Raw -275653.291308 + Penalty 1795.997126 = -273857.294182 nChanged 57 SP:Iteration 16Q (2101.547613 sec): 3 clusters Score: Raw -275673.932016 + Penalty 1795.997126 = -273877.934890 nChanged 56 SP:Iteration 17Q (2101.644626 sec): 3 clusters Score: Raw -275697.170117 + Penalty 1795.997126 = -273901.172991 nChanged 53 SP:Iteration 18Q (2101.739893 sec): 3 clusters Score: Raw -275719.918913 + Penalty 1795.997126 = -273923.921787 nChanged 60 SP:Iteration 19Q (2101.832040 sec): 3 clusters Score: Raw -275746.056339 + Penalty 1795.997126 = -273950.059213 nChanged 72 SP:Iteration 20F (2101.925478 sec): 3 clusters Score: Raw -275781.119314 + Penalty 1795.997126 = -273985.122188 nChanged 76 SP:Iteration 21Q (2102.029736 sec): 3 clusters Score: Raw -275825.568293 + Penalty 1795.997126 = -274029.571167 nChanged 82 SP:Iteration 22Q (2102.134917 sec): 3 clusters Score: Raw -275877.455891 + Penalty 1795.997126 = -274081.458765 nChanged 78 SP:Iteration 23Q (2102.232228 sec): 3 clusters Score: Raw -275922.602505 + Penalty 1795.997126 = -274126.605379 nChanged 82 SP:Iteration 24Q (2102.321526 sec): 3 clusters Score: Raw -275968.334772 + Penalty 1795.997126 = -274172.337646 nChanged 72 SP:Iteration 25Q (2102.438773 sec): 3 clusters Score: Raw -276016.406527 + Penalty 1795.997126 = -274220.409401 nChanged 79 SP:Iteration 26Q (2102.532348 sec): 3 clusters Score: Raw -276077.997726 + Penalty 1795.997126 = -274282.000601 nChanged 72 SP:Iteration 27Q (2102.651149 sec): 3 clusters Score: Raw -276121.653348 + Penalty 1795.997126 = -274325.656222 nChanged 71 SP:Iteration 28Q (2102.753835 sec): 3 clusters Score: Raw -276155.249818 + Penalty 1795.997126 = -274359.252692 nChanged 68 SP:Iteration 29Q (2102.857695 sec): 3 clusters Score: Raw -276194.133602 + Penalty 1795.997126 = -274398.136477 nChanged 64 SP:Iteration 30Q (2102.962126 sec): 3 clusters Score: Raw -276225.310305 + Penalty 1795.997126 = -274429.313179 nChanged 63 SP:Iteration 31Q (2103.098247 sec): 3 clusters Score: Raw -276263.360435 + Penalty 1795.997126 = -274467.363309 nChanged 67 SP:Iteration 32Q (2103.190961 sec): 3 clusters Score: Raw -276311.779791 + Penalty 1795.997126 = -274515.782665 nChanged 69 SP:Iteration 33Q (2103.264391 sec): 3 clusters Score: Raw -276360.005598 + Penalty 1795.997126 = -274564.008472 nChanged 50 SP:Iteration 34Q (2103.356835 sec): 3 clusters Score: Raw -276394.133963 + Penalty 1795.997126 = -274598.136837 nChanged 55 SP:Iteration 35Q (2103.459391 sec): 3 clusters Score: Raw -276422.440002 + Penalty 1795.997126 = -274626.442876 nChanged 36 SP:Iteration 36Q (2103.560799 sec): 3 clusters Score: Raw -276436.023033 + Penalty 1795.997126 = -274640.025907 nChanged 25 SP:Iteration 37Q (2103.680807 sec): 3 clusters Score: Raw -276442.667253 + Penalty 1795.997126 = -274646.670127 nChanged 19 SP:Iteration 38Q (2103.762644 sec): 3 clusters Score: Raw -276447.275046 + Penalty 1795.997126 = -274651.277920 nChanged 14 SP:Iteration 39Q (2103.862325 sec): 3 clusters Score: Raw -276449.264556 + Penalty 1795.997126 = -274653.267430 nChanged 7 SP:Iteration 40F (2103.968370 sec): 3 clusters Score: Raw -276463.577536 + Penalty 1795.997126 = -274667.580410 nChanged 13 SP:Iteration 41Q (2104.059481 sec): 3 clusters Score: Raw -276469.471116 + Penalty 1795.997126 = -274673.473990 nChanged 16 SP:Iteration 42Q (2104.168802 sec): 3 clusters Score: Raw -276475.050993 + Penalty 1795.997126 = -274679.053867 nChanged 14 SP:Iteration 43Q (2104.259541 sec): 3 clusters Score: Raw -276480.018738 + Penalty 1795.997126 = -274684.021612 nChanged 9 SP:Iteration 44Q (2104.345880 sec): 3 clusters Score: Raw -276481.684628 + Penalty 1795.997126 = -274685.687502 nChanged 6 SP:Iteration 45Q (2104.443004 sec): 3 clusters Score: Raw -276482.639966 + Penalty 1795.997126 = -274686.642840 nChanged 3 SP:Iteration 46Q (2104.578560 sec): 3 clusters Score: Raw -276482.995168 + Penalty 1795.997126 = -274686.998042 nChanged 2 SP:Iteration 47Q (2104.660307 sec): 3 clusters Score: Raw -276483.193326 + Penalty 1795.997126 = -274687.196200 nChanged 0 SP:Iteration 48F (2104.767806 sec): 3 clusters Score: Raw -276483.193326 + Penalty 1795.997126 = -274687.196200 nChanged 0 Trying to split cluster 2 (1539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2104.846048 sec): 2 clusters Score: Raw -79568.329031 + Penalty 770.583254 = -78797.745777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2104.931139 sec): 3 clusters Score: Raw -78899.326430 + Penalty 1541.166508 = -77358.159922 nChanged 538 SP:Iteration 1F (2105.007318 sec): 3 clusters Score: Raw -79281.456945 + Penalty 1541.166508 = -77740.290437 nChanged 137 SP:Iteration 2F (2105.120616 sec): 3 clusters Score: Raw -79431.944960 + Penalty 1541.166508 = -77890.778451 nChanged 106 SP:Iteration 3F (2105.238370 sec): 3 clusters Score: Raw -79542.021082 + Penalty 1541.166508 = -78000.854574 nChanged 82 SP:Iteration 4F (2105.357112 sec): 3 clusters Score: Raw -79628.552776 + Penalty 1541.166508 = -78087.386268 nChanged 66 SP:Iteration 5Q (2105.448260 sec): 3 clusters Score: Raw -79686.767909 + Penalty 1541.166508 = -78145.601401 nChanged 58 SP:Iteration 6Q (2105.536323 sec): 3 clusters Score: Raw -79727.981200 + Penalty 1541.166508 = -78186.814692 nChanged 42 SP:Iteration 7Q (2105.624232 sec): 3 clusters Score: Raw -79754.702975 + Penalty 1541.166508 = -78213.536467 nChanged 34 SP:Iteration 8Q (2105.713816 sec): 3 clusters Score: Raw -79773.885776 + Penalty 1541.166508 = -78232.719268 nChanged 22 SP:Iteration 9Q (2105.828163 sec): 3 clusters Score: Raw -79785.328587 + Penalty 1541.166508 = -78244.162079 nChanged 8 SP:Iteration 10Q (2105.923518 sec): 3 clusters Score: Raw -79792.490752 + Penalty 1541.166508 = -78251.324244 nChanged 14 SP:Iteration 11Q (2106.015069 sec): 3 clusters Score: Raw -79800.297240 + Penalty 1541.166508 = -78259.130732 nChanged 5 SP:Iteration 12Q (2106.148082 sec): 3 clusters Score: Raw -79803.922824 + Penalty 1541.166508 = -78262.756316 nChanged 6 SP:Iteration 13Q (2106.232230 sec): 3 clusters Score: Raw -79807.882093 + Penalty 1541.166508 = -78266.715585 nChanged 11 SP:Iteration 14Q (2106.315639 sec): 3 clusters Score: Raw -79815.468705 + Penalty 1541.166508 = -78274.302197 nChanged 9 SP:Iteration 15Q (2106.398477 sec): 3 clusters Score: Raw -79822.539591 + Penalty 1541.166508 = -78281.373083 nChanged 5 SP:Iteration 16Q (2106.479842 sec): 3 clusters Score: Raw -79824.839752 + Penalty 1541.166508 = -78283.673244 nChanged 6 SP:Iteration 17Q (2106.594612 sec): 3 clusters Score: Raw -79827.968942 + Penalty 1541.166508 = -78286.802434 nChanged 4 SP:Iteration 18Q (2106.763955 sec): 3 clusters Score: Raw -79829.875120 + Penalty 1541.166508 = -78288.708612 nChanged 2 SP:Iteration 19Q (2106.855602 sec): 3 clusters Score: Raw -79830.221686 + Penalty 1541.166508 = -78289.055178 nChanged 1 SP:Iteration 20F (2106.944201 sec): 3 clusters Score: Raw -79830.361144 + Penalty 1541.166508 = -78289.194636 nChanged 1 SP:Iteration 21Q (2107.037774 sec): 3 clusters Score: Raw -79831.587190 + Penalty 1541.166508 = -78290.420682 nChanged 1 SP:Iteration 22Q (2107.120618 sec): 3 clusters Score: Raw -79832.446869 + Penalty 1541.166508 = -78291.280360 nChanged 2 SP:Iteration 23Q (2107.209364 sec): 3 clusters Score: Raw -79834.629637 + Penalty 1541.166508 = -78293.463129 nChanged 3 SP:Iteration 24Q (2107.298663 sec): 3 clusters Score: Raw -79836.810902 + Penalty 1541.166508 = -78295.644394 nChanged 5 SP:Iteration 25Q (2107.387735 sec): 3 clusters Score: Raw -79838.285514 + Penalty 1541.166508 = -78297.119006 nChanged 2 SP:Iteration 26Q (2107.497505 sec): 3 clusters Score: Raw -79839.845835 + Penalty 1541.166508 = -78298.679327 nChanged 4 SP:Iteration 27Q (2107.586881 sec): 3 clusters Score: Raw -79840.854978 + Penalty 1541.166508 = -78299.688470 nChanged 2 SP:Iteration 28Q (2107.635996 sec): 3 clusters Score: Raw -79841.191932 + Penalty 1541.166508 = -78300.025424 nChanged 2 SP:Iteration 29Q (2107.749732 sec): 3 clusters Score: Raw -79842.177797 + Penalty 1541.166508 = -78301.011288 nChanged 2 SP:Iteration 30Q (2107.839397 sec): 3 clusters Score: Raw -79843.324892 + Penalty 1541.166508 = -78302.158384 nChanged 3 SP:Iteration 31Q (2107.928878 sec): 3 clusters Score: Raw -79844.131296 + Penalty 1541.166508 = -78302.964788 nChanged 1 SP:Iteration 32Q (2108.015370 sec): 3 clusters Score: Raw -79844.373701 + Penalty 1541.166508 = -78303.207192 nChanged 0 SP:Iteration 33F (2108.105231 sec): 3 clusters Score: Raw -79844.373701 + Penalty 1541.166508 = -78303.207192 nChanged 0 Trying to split cluster 3 (11266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2108.194932 sec): 2 clusters Score: Raw -633876.028397 + Penalty 979.602185 = -632896.426211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2108.270494 sec): 3 clusters Score: Raw -627211.333051 + Penalty 1959.204370 = -625252.128681 nChanged 5067 SP:Iteration 1F (2108.365071 sec): 3 clusters Score: Raw -630154.378842 + Penalty 1959.204370 = -628195.174472 nChanged 786 SP:Iteration 2F (2108.471185 sec): 3 clusters Score: Raw -630733.307473 + Penalty 1959.204370 = -628774.103103 nChanged 856 SP:Iteration 3F (2108.582183 sec): 3 clusters Score: Raw -631516.215931 + Penalty 1959.204370 = -629557.011561 nChanged 938 SP:Iteration 4F (2108.669732 sec): 3 clusters Score: Raw -632417.102350 + Penalty 1959.204370 = -630457.897980 nChanged 846 SP:Iteration 5F (2108.763098 sec): 3 clusters Score: Raw -633007.535071 + Penalty 1959.204370 = -631048.330701 nChanged 637 SP:Iteration 6F (2108.868902 sec): 3 clusters Score: Raw -633360.900758 + Penalty 1959.204370 = -631401.696387 nChanged 434 SP:Iteration 7Q (2108.941782 sec): 3 clusters Score: Raw -633559.020918 + Penalty 1959.204370 = -631599.816548 nChanged 316 SP:Iteration 8Q (2109.048134 sec): 3 clusters Score: Raw -633675.286992 + Penalty 1959.204370 = -631716.082622 nChanged 242 SP:Iteration 9Q (2109.131796 sec): 3 clusters Score: Raw -633764.505654 + Penalty 1959.204370 = -631805.301284 nChanged 209 SP:Iteration 10Q (2109.228844 sec): 3 clusters Score: Raw -633840.590119 + Penalty 1959.204370 = -631881.385749 nChanged 184 SP:Iteration 11Q (2109.334847 sec): 3 clusters Score: Raw -633909.991864 + Penalty 1959.204370 = -631950.787494 nChanged 170 SP:Iteration 12Q (2109.420006 sec): 3 clusters Score: Raw -633976.650441 + Penalty 1959.204370 = -632017.446071 nChanged 162 SP:Iteration 13Q (2109.521708 sec): 3 clusters Score: Raw -634032.494861 + Penalty 1959.204370 = -632073.290491 nChanged 163 SP:Iteration 14Q (2109.607553 sec): 3 clusters Score: Raw -634084.459221 + Penalty 1959.204370 = -632125.254851 nChanged 119 SP:Iteration 15Q (2109.710477 sec): 3 clusters Score: Raw -634120.404092 + Penalty 1959.204370 = -632161.199722 nChanged 106 SP:Iteration 16Q (2109.819322 sec): 3 clusters Score: Raw -634156.265841 + Penalty 1959.204370 = -632197.061471 nChanged 120 SP:Iteration 17Q (2109.917233 sec): 3 clusters Score: Raw -634195.451593 + Penalty 1959.204370 = -632236.247223 nChanged 129 SP:Iteration 18Q (2110.010652 sec): 3 clusters Score: Raw -634243.079098 + Penalty 1959.204370 = -632283.874728 nChanged 144 SP:Iteration 19Q (2110.098504 sec): 3 clusters Score: Raw -634306.380933 + Penalty 1959.204370 = -632347.176563 nChanged 133 SP:Iteration 20F (2110.199743 sec): 3 clusters Score: Raw -634354.437995 + Penalty 1959.204370 = -632395.233625 nChanged 121 SP:Iteration 21Q (2110.292444 sec): 3 clusters Score: Raw -634397.195121 + Penalty 1959.204370 = -632437.990751 nChanged 121 SP:Iteration 22Q (2110.383255 sec): 3 clusters Score: Raw -634437.971395 + Penalty 1959.204370 = -632478.767025 nChanged 117 SP:Iteration 23Q (2110.474199 sec): 3 clusters Score: Raw -634479.631420 + Penalty 1959.204370 = -632520.427050 nChanged 93 SP:Iteration 24Q (2110.572133 sec): 3 clusters Score: Raw -634512.475622 + Penalty 1959.204370 = -632553.271252 nChanged 83 SP:Iteration 25Q (2110.662606 sec): 3 clusters Score: Raw -634539.494193 + Penalty 1959.204370 = -632580.289823 nChanged 84 SP:Iteration 26Q (2110.744205 sec): 3 clusters Score: Raw -634565.946061 + Penalty 1959.204370 = -632606.741691 nChanged 88 SP:Iteration 27Q (2110.837006 sec): 3 clusters Score: Raw -634588.540026 + Penalty 1959.204370 = -632629.335656 nChanged 82 SP:Iteration 28Q (2110.944825 sec): 3 clusters Score: Raw -634606.185738 + Penalty 1959.204370 = -632646.981368 nChanged 50 SP:Iteration 29Q (2111.033118 sec): 3 clusters Score: Raw -634618.244627 + Penalty 1959.204370 = -632659.040257 nChanged 65 SP:Iteration 30Q (2111.113260 sec): 3 clusters Score: Raw -634632.338393 + Penalty 1959.204370 = -632673.134023 nChanged 64 SP:Iteration 31Q (2111.193925 sec): 3 clusters Score: Raw -634646.865996 + Penalty 1959.204370 = -632687.661626 nChanged 58 SP:Iteration 32Q (2111.292232 sec): 3 clusters Score: Raw -634658.639374 + Penalty 1959.204370 = -632699.435004 nChanged 51 SP:Iteration 33Q (2111.392072 sec): 3 clusters Score: Raw -634668.407212 + Penalty 1959.204370 = -632709.202842 nChanged 45 SP:Iteration 34Q (2111.500958 sec): 3 clusters Score: Raw -634676.260186 + Penalty 1959.204370 = -632717.055816 nChanged 35 SP:Iteration 35Q (2111.593174 sec): 3 clusters Score: Raw -634681.596559 + Penalty 1959.204370 = -632722.392189 nChanged 24 SP:Iteration 36Q (2111.672530 sec): 3 clusters Score: Raw -634684.294742 + Penalty 1959.204370 = -632725.090372 nChanged 18 SP:Iteration 37Q (2111.769816 sec): 3 clusters Score: Raw -634686.477146 + Penalty 1959.204370 = -632727.272775 nChanged 18 SP:Iteration 38Q (2111.861963 sec): 3 clusters Score: Raw -634688.444701 + Penalty 1959.204370 = -632729.240331 nChanged 17 SP:Iteration 39Q (2111.969594 sec): 3 clusters Score: Raw -634690.094134 + Penalty 1959.204370 = -632730.889764 nChanged 18 SP:Iteration 40F (2112.070489 sec): 3 clusters Score: Raw -634692.530432 + Penalty 1959.204370 = -632733.326062 nChanged 15 SP:Iteration 41Q (2112.167888 sec): 3 clusters Score: Raw -634694.620244 + Penalty 1959.204370 = -632735.415874 nChanged 18 SP:Iteration 42Q (2112.250595 sec): 3 clusters Score: Raw -634697.545445 + Penalty 1959.204370 = -632738.341075 nChanged 21 SP:Iteration 43Q (2112.346351 sec): 3 clusters Score: Raw -634701.110166 + Penalty 1959.204370 = -632741.905796 nChanged 27 SP:Iteration 44Q (2112.450430 sec): 3 clusters Score: Raw -634707.135511 + Penalty 1959.204370 = -632747.931141 nChanged 14 SP:Iteration 45Q (2112.534308 sec): 3 clusters Score: Raw -634709.367342 + Penalty 1959.204370 = -632750.162972 nChanged 13 SP:Iteration 46Q (2112.631297 sec): 3 clusters Score: Raw -634710.829669 + Penalty 1959.204370 = -632751.625299 nChanged 8 SP:Iteration 47Q (2112.724886 sec): 3 clusters Score: Raw -634711.305518 + Penalty 1959.204370 = -632752.101148 nChanged 5 SP:Iteration 48Q (2112.798564 sec): 3 clusters Score: Raw -634712.046776 + Penalty 1959.204370 = -632752.842406 nChanged 6 SP:Iteration 49Q (2112.882713 sec): 3 clusters Score: Raw -634712.502327 + Penalty 1959.204370 = -632753.297957 nChanged 3 SP:Iteration 50Q (2112.978324 sec): 3 clusters Score: Raw -634712.910407 + Penalty 1959.204370 = -632753.706037 nChanged 3 SP:Iteration 51Q (2113.090755 sec): 3 clusters Score: Raw -634713.235081 + Penalty 1959.204370 = -632754.030711 nChanged 3 SP:Iteration 52Q (2113.170806 sec): 3 clusters Score: Raw -634713.516156 + Penalty 1959.204370 = -632754.311786 nChanged 0 SP:Iteration 53F (2113.283164 sec): 3 clusters Score: Raw -634713.516156 + Penalty 1959.204370 = -632754.311786 nChanged 0 Trying to split cluster 4 (861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2113.324809 sec): 2 clusters Score: Raw -31102.244638 + Penalty 709.599923 = -30392.644715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2113.402887 sec): 3 clusters Score: Raw -30825.367470 + Penalty 1419.199846 = -29406.167624 nChanged 279 SP:Iteration 1F (2113.475272 sec): 3 clusters Score: Raw -31106.808989 + Penalty 1419.199846 = -29687.609143 nChanged 86 SP:Iteration 2F (2113.530964 sec): 3 clusters Score: Raw -31206.322759 + Penalty 1419.199846 = -29787.122913 nChanged 48 SP:Iteration 3F (2113.622488 sec): 3 clusters Score: Raw -31262.143193 + Penalty 1419.199846 = -29842.943347 nChanged 34 SP:Iteration 4Q (2113.695006 sec): 3 clusters Score: Raw -31304.678236 + Penalty 1419.199846 = -29885.478390 nChanged 30 SP:Iteration 5Q (2113.769380 sec): 3 clusters Score: Raw -31332.649167 + Penalty 1419.199846 = -29913.449321 nChanged 21 SP:Iteration 6Q (2113.861293 sec): 3 clusters Score: Raw -31351.957877 + Penalty 1419.199846 = -29932.758031 nChanged 15 SP:Iteration 7Q (2113.921967 sec): 3 clusters Score: Raw -31374.395964 + Penalty 1419.199846 = -29955.196118 nChanged 17 SP:Iteration 8Q (2113.987510 sec): 3 clusters Score: Raw -31388.561643 + Penalty 1419.199846 = -29969.361797 nChanged 16 SP:Iteration 9Q (2114.070798 sec): 3 clusters Score: Raw -31405.561473 + Penalty 1419.199846 = -29986.361627 nChanged 11 SP:Iteration 10Q (2114.132267 sec): 3 clusters Score: Raw -31412.267853 + Penalty 1419.199846 = -29993.068007 nChanged 6 SP:Iteration 11Q (2114.202910 sec): 3 clusters Score: Raw -31416.162034 + Penalty 1419.199846 = -29996.962188 nChanged 6 SP:Iteration 12Q (2114.279014 sec): 3 clusters Score: Raw -31419.755752 + Penalty 1419.199846 = -30000.555906 nChanged 5 SP:Iteration 13Q (2114.353761 sec): 3 clusters Score: Raw -31423.579831 + Penalty 1419.199846 = -30004.379985 nChanged 7 SP:Iteration 14Q (2114.429967 sec): 3 clusters Score: Raw -31430.276986 + Penalty 1419.199846 = -30011.077140 nChanged 3 SP:Iteration 15Q (2114.509291 sec): 3 clusters Score: Raw -31433.113268 + Penalty 1419.199846 = -30013.913422 nChanged 3 SP:Iteration 16Q (2114.586814 sec): 3 clusters Score: Raw -31434.424415 + Penalty 1419.199846 = -30015.224569 nChanged 1 SP:Iteration 17Q (2114.683546 sec): 3 clusters Score: Raw -31435.472763 + Penalty 1419.199846 = -30016.272917 nChanged 0 SP:Iteration 18F (2114.774515 sec): 3 clusters Score: Raw -31435.472763 + Penalty 1419.199846 = -30016.272917 nChanged 0 Trying to split cluster 5 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2114.824968 sec): 2 clusters Score: Raw -63629.266289 + Penalty 778.593387 = -62850.672902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2114.918022 sec): 3 clusters Score: Raw -62974.297994 + Penalty 1557.186773 = -61417.111221 nChanged 636 SP:Iteration 1F (2115.011260 sec): 3 clusters Score: Raw -63447.157667 + Penalty 1557.186773 = -61889.970894 nChanged 167 SP:Iteration 2F (2115.094706 sec): 3 clusters Score: Raw -63609.573910 + Penalty 1557.186773 = -62052.387137 nChanged 130 SP:Iteration 3F (2115.182395 sec): 3 clusters Score: Raw -63753.145260 + Penalty 1557.186773 = -62195.958487 nChanged 104 SP:Iteration 4F (2115.267656 sec): 3 clusters Score: Raw -63839.336453 + Penalty 1557.186773 = -62282.149680 nChanged 82 SP:Iteration 5Q (2115.374826 sec): 3 clusters Score: Raw -63909.852757 + Penalty 1557.186773 = -62352.665984 nChanged 57 SP:Iteration 6Q (2115.469743 sec): 3 clusters Score: Raw -63951.280856 + Penalty 1557.186773 = -62394.094083 nChanged 35 SP:Iteration 7Q (2115.553625 sec): 3 clusters Score: Raw -63977.744486 + Penalty 1557.186773 = -62420.557713 nChanged 27 SP:Iteration 8Q (2115.637145 sec): 3 clusters Score: Raw -63994.784796 + Penalty 1557.186773 = -62437.598023 nChanged 15 SP:Iteration 9Q (2115.721494 sec): 3 clusters Score: Raw -64002.557002 + Penalty 1557.186773 = -62445.370229 nChanged 8 SP:Iteration 10Q (2115.817614 sec): 3 clusters Score: Raw -64005.294332 + Penalty 1557.186773 = -62448.107559 nChanged 9 SP:Iteration 11Q (2115.918785 sec): 3 clusters Score: Raw -64009.252936 + Penalty 1557.186773 = -62452.066163 nChanged 10 SP:Iteration 12Q (2116.002872 sec): 3 clusters Score: Raw -64014.768414 + Penalty 1557.186773 = -62457.581641 nChanged 12 SP:Iteration 13Q (2116.086350 sec): 3 clusters Score: Raw -64019.501973 + Penalty 1557.186773 = -62462.315200 nChanged 9 SP:Iteration 14Q (2116.169881 sec): 3 clusters Score: Raw -64024.074383 + Penalty 1557.186773 = -62466.887610 nChanged 10 SP:Iteration 15Q (2116.253767 sec): 3 clusters Score: Raw -64029.775097 + Penalty 1557.186773 = -62472.588324 nChanged 2 SP:Iteration 16Q (2116.337041 sec): 3 clusters Score: Raw -64030.504674 + Penalty 1557.186773 = -62473.317901 nChanged 2 SP:Iteration 17Q (2116.426592 sec): 3 clusters Score: Raw -64030.827927 + Penalty 1557.186773 = -62473.641154 nChanged 0 SP:Iteration 18F (2116.532910 sec): 3 clusters Score: Raw -64030.827927 + Penalty 1557.186773 = -62473.641154 nChanged 0 Trying to split cluster 6 (3547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2116.630158 sec): 2 clusters Score: Raw -174429.546304 + Penalty 858.255033 = -173571.291271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2116.783274 sec): 3 clusters Score: Raw -172559.763758 + Penalty 1716.510066 = -170843.253692 nChanged 1451 SP:Iteration 1F (2116.890457 sec): 3 clusters Score: Raw -173612.469780 + Penalty 1716.510066 = -171895.959714 nChanged 339 SP:Iteration 2F (2116.986693 sec): 3 clusters Score: Raw -173916.203868 + Penalty 1716.510066 = -172199.693802 nChanged 268 SP:Iteration 3F (2117.080276 sec): 3 clusters Score: Raw -174130.216112 + Penalty 1716.510066 = -172413.706047 nChanged 223 SP:Iteration 4F (2117.163703 sec): 3 clusters Score: Raw -174286.638991 + Penalty 1716.510066 = -172570.128925 nChanged 181 SP:Iteration 5F (2117.273357 sec): 3 clusters Score: Raw -174397.830073 + Penalty 1716.510066 = -172681.320007 nChanged 138 SP:Iteration 6Q (2117.365712 sec): 3 clusters Score: Raw -174498.744141 + Penalty 1716.510066 = -172782.234076 nChanged 126 SP:Iteration 7Q (2117.480491 sec): 3 clusters Score: Raw -174596.556678 + Penalty 1716.510066 = -172880.046613 nChanged 116 SP:Iteration 8Q (2117.591525 sec): 3 clusters Score: Raw -174678.797606 + Penalty 1716.510066 = -172962.287540 nChanged 80 SP:Iteration 9Q (2117.678895 sec): 3 clusters Score: Raw -174728.552593 + Penalty 1716.510066 = -173012.042528 nChanged 71 SP:Iteration 10Q (2117.759675 sec): 3 clusters Score: Raw -174771.617295 + Penalty 1716.510066 = -173055.107229 nChanged 61 SP:Iteration 11Q (2117.846165 sec): 3 clusters Score: Raw -174797.661863 + Penalty 1716.510066 = -173081.151798 nChanged 37 SP:Iteration 12Q (2117.924112 sec): 3 clusters Score: Raw -174810.544581 + Penalty 1716.510066 = -173094.034516 nChanged 34 SP:Iteration 13Q (2118.011407 sec): 3 clusters Score: Raw -174821.916888 + Penalty 1716.510066 = -173105.406823 nChanged 22 SP:Iteration 14Q (2118.090300 sec): 3 clusters Score: Raw -174828.548235 + Penalty 1716.510066 = -173112.038170 nChanged 20 SP:Iteration 15Q (2118.177078 sec): 3 clusters Score: Raw -174832.015793 + Penalty 1716.510066 = -173115.505728 nChanged 14 SP:Iteration 16Q (2118.256056 sec): 3 clusters Score: Raw -174834.203765 + Penalty 1716.510066 = -173117.693700 nChanged 13 SP:Iteration 17Q (2118.339693 sec): 3 clusters Score: Raw -174837.336348 + Penalty 1716.510066 = -173120.826283 nChanged 10 SP:Iteration 18Q (2118.415739 sec): 3 clusters Score: Raw -174839.311526 + Penalty 1716.510066 = -173122.801461 nChanged 7 SP:Iteration 19Q (2118.501638 sec): 3 clusters Score: Raw -174840.247859 + Penalty 1716.510066 = -173123.737793 nChanged 1 SP:Iteration 20F (2118.588817 sec): 3 clusters Score: Raw -174840.540320 + Penalty 1716.510066 = -173124.030255 nChanged 2 SP:Iteration 21Q (2118.674887 sec): 3 clusters Score: Raw -174841.001788 + Penalty 1716.510066 = -173124.491723 nChanged 2 SP:Iteration 22Q (2118.761740 sec): 3 clusters Score: Raw -174841.159901 + Penalty 1716.510066 = -173124.649835 nChanged 1 SP:Iteration 23Q (2118.849234 sec): 3 clusters Score: Raw -174841.631275 + Penalty 1716.510066 = -173125.121209 nChanged 2 SP:Iteration 24Q (2118.943142 sec): 3 clusters Score: Raw -174842.024399 + Penalty 1716.510066 = -173125.514334 nChanged 3 SP:Iteration 25Q (2119.045202 sec): 3 clusters Score: Raw -174842.440313 + Penalty 1716.510066 = -173125.930248 nChanged 0 SP:Iteration 26F (2119.135215 sec): 3 clusters Score: Raw -174842.440313 + Penalty 1716.510066 = -173125.930248 nChanged 0 Trying to split cluster 7 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2119.204108 sec): 2 clusters Score: Raw -15897.593458 + Penalty 647.368875 = -15250.224584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2119.271990 sec): 3 clusters Score: Raw -15804.968184 + Penalty 1294.737749 = -14510.230435 nChanged 147 SP:Iteration 1F (2119.370318 sec): 3 clusters Score: Raw -16028.150309 + Penalty 1294.737749 = -14733.412560 nChanged 39 SP:Iteration 2F (2119.449648 sec): 3 clusters Score: Raw -16137.396168 + Penalty 1294.737749 = -14842.658418 nChanged 29 SP:Iteration 3F (2119.536801 sec): 3 clusters Score: Raw -16221.352280 + Penalty 1294.737749 = -14926.614531 nChanged 18 SP:Iteration 4Q (2119.622968 sec): 3 clusters Score: Raw -16249.286423 + Penalty 1294.737749 = -14954.548674 nChanged 11 SP:Iteration 5Q (2119.710503 sec): 3 clusters Score: Raw -16264.727336 + Penalty 1294.737749 = -14969.989587 nChanged 8 SP:Iteration 6Q (2119.797263 sec): 3 clusters Score: Raw -16274.640232 + Penalty 1294.737749 = -14979.902482 nChanged 4 SP:Iteration 7Q (2119.884139 sec): 3 clusters Score: Raw -16277.589345 + Penalty 1294.737749 = -14982.851596 nChanged 2 SP:Iteration 8Q (2120.002661 sec): 3 clusters Score: Raw -16278.834701 + Penalty 1294.737749 = -14984.096952 nChanged 1 SP:Iteration 9Q (2120.105480 sec): 3 clusters Score: Raw -16279.474275 + Penalty 1294.737749 = -14984.736525 nChanged 1 SP:Iteration 10Q (2120.183243 sec): 3 clusters Score: Raw -16281.450052 + Penalty 1294.737749 = -14986.712303 nChanged 1 SP:Iteration 11Q (2120.278450 sec): 3 clusters Score: Raw -16282.269444 + Penalty 1294.737749 = -14987.531695 nChanged 0 SP:Iteration 12F (2120.368015 sec): 3 clusters Score: Raw -16282.269444 + Penalty 1294.737749 = -14987.531695 nChanged 0 Trying to split cluster 8 (2311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2120.438254 sec): 2 clusters Score: Raw -107733.130009 + Penalty 813.270739 = -106919.859269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2120.517322 sec): 3 clusters Score: Raw -106580.758985 + Penalty 1626.541478 = -104954.217506 nChanged 909 SP:Iteration 1F (2120.610079 sec): 3 clusters Score: Raw -107232.055296 + Penalty 1626.541478 = -105605.513818 nChanged 214 SP:Iteration 2F (2120.700554 sec): 3 clusters Score: Raw -107471.787765 + Penalty 1626.541478 = -105845.246287 nChanged 209 SP:Iteration 3F (2120.789204 sec): 3 clusters Score: Raw -107699.845959 + Penalty 1626.541478 = -106073.304481 nChanged 144 SP:Iteration 4F (2120.872014 sec): 3 clusters Score: Raw -107842.676839 + Penalty 1626.541478 = -106216.135361 nChanged 113 SP:Iteration 5Q (2120.949619 sec): 3 clusters Score: Raw -107935.772542 + Penalty 1626.541478 = -106309.231063 nChanged 80 SP:Iteration 6Q (2121.011989 sec): 3 clusters Score: Raw -108007.910275 + Penalty 1626.541478 = -106381.368797 nChanged 77 SP:Iteration 7Q (2121.095220 sec): 3 clusters Score: Raw -108076.243849 + Penalty 1626.541478 = -106449.702371 nChanged 76 SP:Iteration 8Q (2121.175973 sec): 3 clusters Score: Raw -108151.187848 + Penalty 1626.541478 = -106524.646370 nChanged 81 SP:Iteration 9Q (2121.255006 sec): 3 clusters Score: Raw -108267.776020 + Penalty 1626.541478 = -106641.234542 nChanged 77 SP:Iteration 10Q (2121.334643 sec): 3 clusters Score: Raw -108386.798627 + Penalty 1626.541478 = -106760.257149 nChanged 75 SP:Iteration 11Q (2121.411375 sec): 3 clusters Score: Raw -108534.653718 + Penalty 1626.541478 = -106908.112240 nChanged 81 SP:Iteration 12Q (2121.505559 sec): 3 clusters Score: Raw -108682.218246 + Penalty 1626.541478 = -107055.676768 nChanged 50 SP:Iteration 13Q (2121.584958 sec): 3 clusters Score: Raw -108737.706260 + Penalty 1626.541478 = -107111.164782 nChanged 29 SP:Iteration 14Q (2121.656422 sec): 3 clusters Score: Raw -108758.472576 + Penalty 1626.541478 = -107131.931098 nChanged 12 SP:Iteration 15Q (2121.736915 sec): 3 clusters Score: Raw -108766.554900 + Penalty 1626.541478 = -107140.013421 nChanged 2 SP:Iteration 16Q (2121.809391 sec): 3 clusters Score: Raw -108767.569369 + Penalty 1626.541478 = -107141.027891 nChanged 0 SP:Iteration 17F (2121.877909 sec): 3 clusters Score: Raw -108767.569369 + Penalty 1626.541478 = -107141.027891 nChanged 0 Score: Raw -2007993.180933 + Penalty 17845.222534 = -1990147.958398 Splitting cluster 8 changes total score from -1990228.845446 to -1990147.958398 So it's not getting split. Trying to split cluster 9 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2122.910231 sec): 2 clusters Score: Raw -34155.887617 + Penalty 692.843448 = -33463.044169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2122.977908 sec): 3 clusters Score: Raw -33900.504248 + Penalty 1385.686896 = -32514.817352 nChanged 220 SP:Iteration 1F (2123.062404 sec): 3 clusters Score: Raw -34106.964310 + Penalty 1385.686896 = -32721.277414 nChanged 54 SP:Iteration 2F (2123.140923 sec): 3 clusters Score: Raw -34170.054636 + Penalty 1385.686896 = -32784.367740 nChanged 31 SP:Iteration 3Q (2123.221908 sec): 3 clusters Score: Raw -34205.191075 + Penalty 1385.686896 = -32819.504179 nChanged 14 SP:Iteration 4Q (2123.281346 sec): 3 clusters Score: Raw -34221.180846 + Penalty 1385.686896 = -32835.493950 nChanged 13 SP:Iteration 5Q (2123.359457 sec): 3 clusters Score: Raw -34232.456533 + Penalty 1385.686896 = -32846.769637 nChanged 7 SP:Iteration 6Q (2123.432641 sec): 3 clusters Score: Raw -34242.095070 + Penalty 1385.686896 = -32856.408174 nChanged 8 SP:Iteration 7Q (2123.516705 sec): 3 clusters Score: Raw -34251.833988 + Penalty 1385.686896 = -32866.147091 nChanged 10 SP:Iteration 8Q (2123.595400 sec): 3 clusters Score: Raw -34261.966486 + Penalty 1385.686896 = -32876.279590 nChanged 9 SP:Iteration 9Q (2123.663305 sec): 3 clusters Score: Raw -34270.456090 + Penalty 1385.686896 = -32884.769194 nChanged 6 SP:Iteration 10Q (2123.734663 sec): 3 clusters Score: Raw -34276.671119 + Penalty 1385.686896 = -32890.984223 nChanged 5 SP:Iteration 11Q (2123.819888 sec): 3 clusters Score: Raw -34283.279531 + Penalty 1385.686896 = -32897.592635 nChanged 6 SP:Iteration 12Q (2123.898256 sec): 3 clusters Score: Raw -34290.392623 + Penalty 1385.686896 = -32904.705727 nChanged 6 SP:Iteration 13Q (2123.982990 sec): 3 clusters Score: Raw -34297.205744 + Penalty 1385.686896 = -32911.518848 nChanged 5 SP:Iteration 14Q (2124.043954 sec): 3 clusters Score: Raw -34304.647452 + Penalty 1385.686896 = -32918.960556 nChanged 5 SP:Iteration 15Q (2124.110038 sec): 3 clusters Score: Raw -34307.357711 + Penalty 1385.686896 = -32921.670815 nChanged 2 SP:Iteration 16Q (2124.193919 sec): 3 clusters Score: Raw -34308.302171 + Penalty 1385.686896 = -32922.615275 nChanged 3 SP:Iteration 17Q (2124.267252 sec): 3 clusters Score: Raw -34310.729447 + Penalty 1385.686896 = -32925.042551 nChanged 1 SP:Iteration 18Q (2124.341475 sec): 3 clusters Score: Raw -34312.182146 + Penalty 1385.686896 = -32926.495250 nChanged 1 SP:Iteration 19Q (2124.419210 sec): 3 clusters Score: Raw -34313.498909 + Penalty 1385.686896 = -32927.812013 nChanged 1 SP:Iteration 20F (2124.483317 sec): 3 clusters Score: Raw -34313.824972 + Penalty 1385.686896 = -32928.138076 nChanged 0 Trying to split cluster 10 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2124.510633 sec): 2 clusters Score: Raw -45670.504782 + Penalty 726.774109 = -44943.730673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2124.580370 sec): 3 clusters Score: Raw -45268.834531 + Penalty 1453.548219 = -43815.286312 nChanged 355 SP:Iteration 1F (2124.664707 sec): 3 clusters Score: Raw -45552.355529 + Penalty 1453.548219 = -44098.807310 nChanged 79 SP:Iteration 2F (2124.749488 sec): 3 clusters Score: Raw -45628.999482 + Penalty 1453.548219 = -44175.451263 nChanged 53 SP:Iteration 3F (2124.815306 sec): 3 clusters Score: Raw -45668.467923 + Penalty 1453.548219 = -44214.919704 nChanged 33 SP:Iteration 4Q (2124.886696 sec): 3 clusters Score: Raw -45694.829802 + Penalty 1453.548219 = -44241.281583 nChanged 16 SP:Iteration 5Q (2124.944012 sec): 3 clusters Score: Raw -45709.073287 + Penalty 1453.548219 = -44255.525069 nChanged 20 SP:Iteration 6Q (2125.030552 sec): 3 clusters Score: Raw -45724.298919 + Penalty 1453.548219 = -44270.750700 nChanged 15 SP:Iteration 7Q (2125.089716 sec): 3 clusters Score: Raw -45734.335919 + Penalty 1453.548219 = -44280.787701 nChanged 10 SP:Iteration 8Q (2125.159765 sec): 3 clusters Score: Raw -45741.946468 + Penalty 1453.548219 = -44288.398249 nChanged 11 SP:Iteration 9Q (2125.229894 sec): 3 clusters Score: Raw -45748.699316 + Penalty 1453.548219 = -44295.151097 nChanged 4 SP:Iteration 10Q (2125.299957 sec): 3 clusters Score: Raw -45750.121112 + Penalty 1453.548219 = -44296.572893 nChanged 3 SP:Iteration 11Q (2125.379216 sec): 3 clusters Score: Raw -45752.975035 + Penalty 1453.548219 = -44299.426816 nChanged 5 SP:Iteration 12Q (2125.457024 sec): 3 clusters Score: Raw -45755.617448 + Penalty 1453.548219 = -44302.069230 nChanged 5 SP:Iteration 13Q (2125.543838 sec): 3 clusters Score: Raw -45757.800435 + Penalty 1453.548219 = -44304.252217 nChanged 6 SP:Iteration 14Q (2125.614298 sec): 3 clusters Score: Raw -45762.056674 + Penalty 1453.548219 = -44308.508456 nChanged 7 SP:Iteration 15Q (2125.671904 sec): 3 clusters Score: Raw -45767.004285 + Penalty 1453.548219 = -44313.456067 nChanged 10 SP:Iteration 16Q (2125.766804 sec): 3 clusters Score: Raw -45773.498493 + Penalty 1453.548219 = -44319.950274 nChanged 9 SP:Iteration 17Q (2125.838814 sec): 3 clusters Score: Raw -45779.011155 + Penalty 1453.548219 = -44325.462937 nChanged 10 SP:Iteration 18Q (2125.905866 sec): 3 clusters Score: Raw -45786.167614 + Penalty 1453.548219 = -44332.619395 nChanged 6 SP:Iteration 19Q (2125.990897 sec): 3 clusters Score: Raw -45792.982387 + Penalty 1453.548219 = -44339.434169 nChanged 11 SP:Iteration 20F (2126.066959 sec): 3 clusters Score: Raw -45801.962842 + Penalty 1453.548219 = -44348.414624 nChanged 10 SP:Iteration 21Q (2126.148927 sec): 3 clusters Score: Raw -45810.759003 + Penalty 1453.548219 = -44357.210784 nChanged 8 SP:Iteration 22Q (2126.231103 sec): 3 clusters Score: Raw -45819.055966 + Penalty 1453.548219 = -44365.507747 nChanged 10 SP:Iteration 23Q (2126.308005 sec): 3 clusters Score: Raw -45827.470347 + Penalty 1453.548219 = -44373.922129 nChanged 18 SP:Iteration 24Q (2126.369345 sec): 3 clusters Score: Raw -45845.232525 + Penalty 1453.548219 = -44391.684306 nChanged 10 SP:Iteration 25Q (2126.439214 sec): 3 clusters Score: Raw -45851.562259 + Penalty 1453.548219 = -44398.014040 nChanged 6 SP:Iteration 26Q (2126.523334 sec): 3 clusters Score: Raw -45854.803501 + Penalty 1453.548219 = -44401.255283 nChanged 4 SP:Iteration 27Q (2126.575207 sec): 3 clusters Score: Raw -45855.934819 + Penalty 1453.548219 = -44402.386600 nChanged 2 SP:Iteration 28Q (2126.657198 sec): 3 clusters Score: Raw -45856.544450 + Penalty 1453.548219 = -44402.996232 nChanged 5 SP:Iteration 29Q (2126.750142 sec): 3 clusters Score: Raw -45861.299765 + Penalty 1453.548219 = -44407.751547 nChanged 13 SP:Iteration 30Q (2126.839648 sec): 3 clusters Score: Raw -45872.972171 + Penalty 1453.548219 = -44419.423952 nChanged 10 SP:Iteration 31Q (2126.920516 sec): 3 clusters Score: Raw -45885.121440 + Penalty 1453.548219 = -44431.573222 nChanged 15 SP:Iteration 32Q (2127.034580 sec): 3 clusters Score: Raw -45901.088148 + Penalty 1453.548219 = -44447.539929 nChanged 12 SP:Iteration 33Q (2127.122032 sec): 3 clusters Score: Raw -45917.697565 + Penalty 1453.548219 = -44464.149347 nChanged 7 SP:Iteration 34Q (2127.209577 sec): 3 clusters Score: Raw -45926.486294 + Penalty 1453.548219 = -44472.938075 nChanged 8 SP:Iteration 35Q (2127.288298 sec): 3 clusters Score: Raw -45936.856215 + Penalty 1453.548219 = -44483.307997 nChanged 5 SP:Iteration 36Q (2127.375332 sec): 3 clusters Score: Raw -45939.672563 + Penalty 1453.548219 = -44486.124344 nChanged 0 SP:Iteration 37F (2127.462865 sec): 3 clusters Score: Raw -45939.672563 + Penalty 1453.548219 = -44486.124344 nChanged 0 Trying to split cluster 11 (2848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2127.534313 sec): 2 clusters Score: Raw -153879.668742 + Penalty 835.209089 = -153044.459653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2127.605877 sec): 3 clusters Score: Raw -152436.327394 + Penalty 1670.418177 = -150765.909217 nChanged 1172 SP:Iteration 1F (2127.706156 sec): 3 clusters Score: Raw -153174.044395 + Penalty 1670.418177 = -151503.626218 nChanged 240 SP:Iteration 2F (2127.797639 sec): 3 clusters Score: Raw -153346.116606 + Penalty 1670.418177 = -151675.698429 nChanged 171 SP:Iteration 3F (2127.885517 sec): 3 clusters Score: Raw -153497.239389 + Penalty 1670.418177 = -151826.821212 nChanged 174 SP:Iteration 4F (2127.976911 sec): 3 clusters Score: Raw -153659.939744 + Penalty 1670.418177 = -151989.521566 nChanged 143 SP:Iteration 5F (2128.075269 sec): 3 clusters Score: Raw -153786.222488 + Penalty 1670.418177 = -152115.804310 nChanged 125 SP:Iteration 6Q (2128.194814 sec): 3 clusters Score: Raw -153885.962470 + Penalty 1670.418177 = -152215.544293 nChanged 110 SP:Iteration 7Q (2128.291264 sec): 3 clusters Score: Raw -153951.675057 + Penalty 1670.418177 = -152281.256880 nChanged 79 SP:Iteration 8Q (2128.430550 sec): 3 clusters Score: Raw -154003.255905 + Penalty 1670.418177 = -152332.837728 nChanged 56 SP:Iteration 9Q (2128.514647 sec): 3 clusters Score: Raw -154042.301905 + Penalty 1670.418177 = -152371.883728 nChanged 36 SP:Iteration 10Q (2128.625769 sec): 3 clusters Score: Raw -154064.058784 + Penalty 1670.418177 = -152393.640607 nChanged 32 SP:Iteration 11Q (2128.708349 sec): 3 clusters Score: Raw -154086.875549 + Penalty 1670.418177 = -152416.457371 nChanged 29 SP:Iteration 12Q (2128.799441 sec): 3 clusters Score: Raw -154106.903320 + Penalty 1670.418177 = -152436.485143 nChanged 24 SP:Iteration 13Q (2128.898912 sec): 3 clusters Score: Raw -154117.417762 + Penalty 1670.418177 = -152446.999585 nChanged 13 SP:Iteration 14Q (2128.992358 sec): 3 clusters Score: Raw -154122.132234 + Penalty 1670.418177 = -152451.714057 nChanged 6 SP:Iteration 15Q (2129.079229 sec): 3 clusters Score: Raw -154123.612309 + Penalty 1670.418177 = -152453.194132 nChanged 3 SP:Iteration 16Q (2129.170007 sec): 3 clusters Score: Raw -154124.210520 + Penalty 1670.418177 = -152453.792343 nChanged 3 SP:Iteration 17Q (2129.286153 sec): 3 clusters Score: Raw -154124.792131 + Penalty 1670.418177 = -152454.373954 nChanged 1 SP:Iteration 18Q (2129.380646 sec): 3 clusters Score: Raw -154125.361359 + Penalty 1670.418177 = -152454.943181 nChanged 3 SP:Iteration 19Q (2129.492262 sec): 3 clusters Score: Raw -154125.750042 + Penalty 1670.418177 = -152455.331865 nChanged 3 SP:Iteration 20F (2129.583539 sec): 3 clusters Score: Raw -154126.517742 + Penalty 1670.418177 = -152456.099565 nChanged 3 SP:Iteration 21Q (2129.665932 sec): 3 clusters Score: Raw -154128.246184 + Penalty 1670.418177 = -152457.828007 nChanged 6 SP:Iteration 22Q (2129.759735 sec): 3 clusters Score: Raw -154129.586782 + Penalty 1670.418177 = -152459.168604 nChanged 4 SP:Iteration 23Q (2129.884869 sec): 3 clusters Score: Raw -154130.328212 + Penalty 1670.418177 = -152459.910035 nChanged 4 SP:Iteration 24Q (2129.969483 sec): 3 clusters Score: Raw -154131.995822 + Penalty 1670.418177 = -152461.577645 nChanged 6 SP:Iteration 25Q (2130.065345 sec): 3 clusters Score: Raw -154133.488494 + Penalty 1670.418177 = -152463.070317 nChanged 5 SP:Iteration 26Q (2130.150566 sec): 3 clusters Score: Raw -154135.209670 + Penalty 1670.418177 = -152464.791493 nChanged 4 SP:Iteration 27Q (2130.250276 sec): 3 clusters Score: Raw -154135.756810 + Penalty 1670.418177 = -152465.338633 nChanged 2 SP:Iteration 28Q (2130.356848 sec): 3 clusters Score: Raw -154136.051012 + Penalty 1670.418177 = -152465.632835 nChanged 0 SP:Iteration 29F (2130.414795 sec): 3 clusters Score: Raw -154136.051012 + Penalty 1670.418177 = -152465.632835 nChanged 0 Trying to split cluster 12 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2130.461219 sec): 2 clusters Score: Raw -27749.078095 + Penalty 675.795789 = -27073.282307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2130.550397 sec): 3 clusters Score: Raw -27559.352960 + Penalty 1351.591577 = -26207.761383 nChanged 190 SP:Iteration 1F (2130.654323 sec): 3 clusters Score: Raw -27766.145861 + Penalty 1351.591577 = -26414.554283 nChanged 57 SP:Iteration 2F (2130.741391 sec): 3 clusters Score: Raw -27868.649497 + Penalty 1351.591577 = -26517.057920 nChanged 39 SP:Iteration 3F (2130.823141 sec): 3 clusters Score: Raw -27933.361989 + Penalty 1351.591577 = -26581.770412 nChanged 26 SP:Iteration 4Q (2130.928120 sec): 3 clusters Score: Raw -27965.132485 + Penalty 1351.591577 = -26613.540908 nChanged 9 SP:Iteration 5Q (2131.000508 sec): 3 clusters Score: Raw -27977.502725 + Penalty 1351.591577 = -26625.911148 nChanged 9 SP:Iteration 6Q (2131.112098 sec): 3 clusters Score: Raw -27987.643631 + Penalty 1351.591577 = -26636.052054 nChanged 6 SP:Iteration 7Q (2131.184406 sec): 3 clusters Score: Raw -27991.735507 + Penalty 1351.591577 = -26640.143930 nChanged 1 SP:Iteration 8Q (2131.275972 sec): 3 clusters Score: Raw -27992.221434 + Penalty 1351.591577 = -26640.629857 nChanged 0 SP:Iteration 9F (2131.373215 sec): 3 clusters Score: Raw -27992.221434 + Penalty 1351.591577 = -26640.629857 nChanged 0 Trying to split cluster 13 (3509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2131.433777 sec): 2 clusters Score: Raw -164421.419267 + Penalty 857.124069 = -163564.295198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2131.558938 sec): 3 clusters Score: Raw -162566.553091 + Penalty 1714.248139 = -160852.304952 nChanged 1421 SP:Iteration 1F (2131.675288 sec): 3 clusters Score: Raw -163462.176581 + Penalty 1714.248139 = -161747.928442 nChanged 308 SP:Iteration 2F (2131.773334 sec): 3 clusters Score: Raw -163711.646817 + Penalty 1714.248139 = -161997.398678 nChanged 255 SP:Iteration 3F (2131.860549 sec): 3 clusters Score: Raw -163910.923245 + Penalty 1714.248139 = -162196.675106 nChanged 202 SP:Iteration 4F (2131.948469 sec): 3 clusters Score: Raw -164057.186007 + Penalty 1714.248139 = -162342.937869 nChanged 176 SP:Iteration 5F (2132.053346 sec): 3 clusters Score: Raw -164155.883597 + Penalty 1714.248139 = -162441.635458 nChanged 131 SP:Iteration 6Q (2132.123294 sec): 3 clusters Score: Raw -164228.063324 + Penalty 1714.248139 = -162513.815185 nChanged 97 SP:Iteration 7Q (2132.227237 sec): 3 clusters Score: Raw -164275.520904 + Penalty 1714.248139 = -162561.272765 nChanged 97 SP:Iteration 8Q (2132.314920 sec): 3 clusters Score: Raw -164313.960515 + Penalty 1714.248139 = -162599.712376 nChanged 73 SP:Iteration 9Q (2132.419144 sec): 3 clusters Score: Raw -164340.804056 + Penalty 1714.248139 = -162626.555917 nChanged 50 SP:Iteration 10Q (2132.513346 sec): 3 clusters Score: Raw -164356.101774 + Penalty 1714.248139 = -162641.853635 nChanged 39 SP:Iteration 11Q (2132.624977 sec): 3 clusters Score: Raw -164365.595700 + Penalty 1714.248139 = -162651.347561 nChanged 35 SP:Iteration 12Q (2132.698501 sec): 3 clusters Score: Raw -164374.063956 + Penalty 1714.248139 = -162659.815817 nChanged 25 SP:Iteration 13Q (2132.777599 sec): 3 clusters Score: Raw -164380.231034 + Penalty 1714.248139 = -162665.982895 nChanged 22 SP:Iteration 14Q (2132.872790 sec): 3 clusters Score: Raw -164385.429657 + Penalty 1714.248139 = -162671.181519 nChanged 21 SP:Iteration 15Q (2132.975940 sec): 3 clusters Score: Raw -164390.907932 + Penalty 1714.248139 = -162676.659793 nChanged 23 SP:Iteration 16Q (2133.074644 sec): 3 clusters Score: Raw -164398.445293 + Penalty 1714.248139 = -162684.197154 nChanged 20 SP:Iteration 17Q (2133.175747 sec): 3 clusters Score: Raw -164403.127256 + Penalty 1714.248139 = -162688.879117 nChanged 16 SP:Iteration 18Q (2133.278413 sec): 3 clusters Score: Raw -164407.114280 + Penalty 1714.248139 = -162692.866141 nChanged 20 SP:Iteration 19Q (2133.426713 sec): 3 clusters Score: Raw -164411.666056 + Penalty 1714.248139 = -162697.417917 nChanged 19 SP:Iteration 20F (2133.503385 sec): 3 clusters Score: Raw -164415.527487 + Penalty 1714.248139 = -162701.279348 nChanged 15 SP:Iteration 21Q (2133.595542 sec): 3 clusters Score: Raw -164417.906230 + Penalty 1714.248139 = -162703.658091 nChanged 7 SP:Iteration 22Q (2133.740795 sec): 3 clusters Score: Raw -164418.927613 + Penalty 1714.248139 = -162704.679474 nChanged 9 SP:Iteration 23Q (2133.827049 sec): 3 clusters Score: Raw -164420.242440 + Penalty 1714.248139 = -162705.994301 nChanged 9 SP:Iteration 24Q (2133.954432 sec): 3 clusters Score: Raw -164421.775280 + Penalty 1714.248139 = -162707.527141 nChanged 9 SP:Iteration 25Q (2134.049968 sec): 3 clusters Score: Raw -164423.156446 + Penalty 1714.248139 = -162708.908307 nChanged 7 SP:Iteration 26Q (2134.160804 sec): 3 clusters Score: Raw -164424.197282 + Penalty 1714.248139 = -162709.949144 nChanged 9 SP:Iteration 27Q (2134.275151 sec): 3 clusters Score: Raw -164425.560339 + Penalty 1714.248139 = -162711.312201 nChanged 6 SP:Iteration 28Q (2134.371408 sec): 3 clusters Score: Raw -164426.649766 + Penalty 1714.248139 = -162712.401627 nChanged 7 SP:Iteration 29Q (2134.487082 sec): 3 clusters Score: Raw -164428.182462 + Penalty 1714.248139 = -162713.934323 nChanged 7 SP:Iteration 30Q (2134.567578 sec): 3 clusters Score: Raw -164429.407298 + Penalty 1714.248139 = -162715.159159 nChanged 2 SP:Iteration 31Q (2134.677975 sec): 3 clusters Score: Raw -164429.999999 + Penalty 1714.248139 = -162715.751860 nChanged 6 SP:Iteration 32Q (2134.765155 sec): 3 clusters Score: Raw -164431.553514 + Penalty 1714.248139 = -162717.305375 nChanged 6 SP:Iteration 33Q (2134.845436 sec): 3 clusters Score: Raw -164432.595780 + Penalty 1714.248139 = -162718.347641 nChanged 1 SP:Iteration 34Q (2134.948642 sec): 3 clusters Score: Raw -164432.676629 + Penalty 1714.248139 = -162718.428490 nChanged 1 SP:Iteration 35Q (2135.043172 sec): 3 clusters Score: Raw -164432.882452 + Penalty 1714.248139 = -162718.634313 nChanged 1 SP:Iteration 36Q (2135.153701 sec): 3 clusters Score: Raw -164432.983548 + Penalty 1714.248139 = -162718.735409 nChanged 0 SP:Iteration 37F (2135.237581 sec): 3 clusters Score: Raw -164432.983548 + Penalty 1714.248139 = -162718.735409 nChanged 0 Trying to split cluster 14 (4454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2135.277046 sec): 2 clusters Score: Raw -252271.111558 + Penalty 882.163574 = -251388.947984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2135.377917 sec): 3 clusters Score: Raw -249864.987295 + Penalty 1764.327148 = -248100.660147 nChanged 1842 SP:Iteration 1F (2135.484435 sec): 3 clusters Score: Raw -251087.796310 + Penalty 1764.327148 = -249323.469162 nChanged 409 SP:Iteration 2F (2135.607576 sec): 3 clusters Score: Raw -251398.322367 + Penalty 1764.327148 = -249633.995219 nChanged 325 SP:Iteration 3F (2135.697690 sec): 3 clusters Score: Raw -251603.560658 + Penalty 1764.327148 = -249839.233510 nChanged 256 SP:Iteration 4F (2135.798360 sec): 3 clusters Score: Raw -251751.415650 + Penalty 1764.327148 = -249987.088502 nChanged 206 SP:Iteration 5Q (2135.888795 sec): 3 clusters Score: Raw -251874.500486 + Penalty 1764.327148 = -250110.173338 nChanged 183 SP:Iteration 6Q (2136.001531 sec): 3 clusters Score: Raw -251999.055462 + Penalty 1764.327148 = -250234.728313 nChanged 157 SP:Iteration 7Q (2136.107516 sec): 3 clusters Score: Raw -252123.382646 + Penalty 1764.327148 = -250359.055498 nChanged 141 SP:Iteration 8Q (2136.197677 sec): 3 clusters Score: Raw -252215.797210 + Penalty 1764.327148 = -250451.470062 nChanged 104 SP:Iteration 9Q (2136.282968 sec): 3 clusters Score: Raw -252289.762422 + Penalty 1764.327148 = -250525.435274 nChanged 92 SP:Iteration 10Q (2136.377262 sec): 3 clusters Score: Raw -252341.342294 + Penalty 1764.327148 = -250577.015146 nChanged 73 SP:Iteration 11Q (2136.492003 sec): 3 clusters Score: Raw -252380.634151 + Penalty 1764.327148 = -250616.307003 nChanged 70 SP:Iteration 12Q (2136.605295 sec): 3 clusters Score: Raw -252420.350657 + Penalty 1764.327148 = -250656.023509 nChanged 64 SP:Iteration 13Q (2136.695959 sec): 3 clusters Score: Raw -252454.671765 + Penalty 1764.327148 = -250690.344617 nChanged 51 SP:Iteration 14Q (2136.791187 sec): 3 clusters Score: Raw -252484.514569 + Penalty 1764.327148 = -250720.187421 nChanged 57 SP:Iteration 15Q (2136.909408 sec): 3 clusters Score: Raw -252522.941445 + Penalty 1764.327148 = -250758.614297 nChanged 52 SP:Iteration 16Q (2137.008113 sec): 3 clusters Score: Raw -252551.889952 + Penalty 1764.327148 = -250787.562804 nChanged 34 SP:Iteration 17Q (2137.103653 sec): 3 clusters Score: Raw -252569.931435 + Penalty 1764.327148 = -250805.604287 nChanged 31 SP:Iteration 18Q (2137.200269 sec): 3 clusters Score: Raw -252583.234382 + Penalty 1764.327148 = -250818.907234 nChanged 23 SP:Iteration 19Q (2137.292033 sec): 3 clusters Score: Raw -252593.405642 + Penalty 1764.327148 = -250829.078494 nChanged 24 SP:Iteration 20F (2137.397082 sec): 3 clusters Score: Raw -252603.492119 + Penalty 1764.327148 = -250839.164971 nChanged 21 SP:Iteration 21Q (2137.517512 sec): 3 clusters Score: Raw -252609.891769 + Penalty 1764.327148 = -250845.564621 nChanged 11 SP:Iteration 22Q (2137.595518 sec): 3 clusters Score: Raw -252612.866523 + Penalty 1764.327148 = -250848.539375 nChanged 14 SP:Iteration 23Q (2137.700462 sec): 3 clusters Score: Raw -252617.821061 + Penalty 1764.327148 = -250853.493913 nChanged 12 SP:Iteration 24Q (2137.820165 sec): 3 clusters Score: Raw -252624.381996 + Penalty 1764.327148 = -250860.054848 nChanged 18 SP:Iteration 25Q (2137.899279 sec): 3 clusters Score: Raw -252632.387153 + Penalty 1764.327148 = -250868.060005 nChanged 16 SP:Iteration 26Q (2137.996707 sec): 3 clusters Score: Raw -252639.073109 + Penalty 1764.327148 = -250874.745961 nChanged 17 SP:Iteration 27Q (2138.095444 sec): 3 clusters Score: Raw -252645.582884 + Penalty 1764.327148 = -250881.255736 nChanged 13 SP:Iteration 28Q (2138.177715 sec): 3 clusters Score: Raw -252650.143485 + Penalty 1764.327148 = -250885.816337 nChanged 17 SP:Iteration 29Q (2138.282745 sec): 3 clusters Score: Raw -252657.548312 + Penalty 1764.327148 = -250893.221164 nChanged 14 SP:Iteration 30Q (2138.365692 sec): 3 clusters Score: Raw -252662.909121 + Penalty 1764.327148 = -250898.581973 nChanged 18 SP:Iteration 31Q (2138.458543 sec): 3 clusters Score: Raw -252672.040586 + Penalty 1764.327148 = -250907.713438 nChanged 22 SP:Iteration 32Q (2138.554547 sec): 3 clusters Score: Raw -252683.349992 + Penalty 1764.327148 = -250919.022844 nChanged 19 SP:Iteration 33Q (2138.640671 sec): 3 clusters Score: Raw -252698.114885 + Penalty 1764.327148 = -250933.787737 nChanged 20 SP:Iteration 34Q (2138.719961 sec): 3 clusters Score: Raw -252712.546157 + Penalty 1764.327148 = -250948.219009 nChanged 19 SP:Iteration 35Q (2138.844790 sec): 3 clusters Score: Raw -252725.910824 + Penalty 1764.327148 = -250961.583676 nChanged 18 SP:Iteration 36Q (2138.927196 sec): 3 clusters Score: Raw -252735.889843 + Penalty 1764.327148 = -250971.562695 nChanged 17 SP:Iteration 37Q (2139.018447 sec): 3 clusters Score: Raw -252744.143868 + Penalty 1764.327148 = -250979.816720 nChanged 11 SP:Iteration 38Q (2139.113443 sec): 3 clusters Score: Raw -252751.210090 + Penalty 1764.327148 = -250986.882942 nChanged 10 SP:Iteration 39Q (2139.210678 sec): 3 clusters Score: Raw -252754.193030 + Penalty 1764.327148 = -250989.865882 nChanged 9 SP:Iteration 40F (2139.296334 sec): 3 clusters Score: Raw -252756.346843 + Penalty 1764.327148 = -250992.019695 nChanged 6 SP:Iteration 41Q (2139.382021 sec): 3 clusters Score: Raw -252757.958693 + Penalty 1764.327148 = -250993.631545 nChanged 3 SP:Iteration 42Q (2139.460677 sec): 3 clusters Score: Raw -252758.691689 + Penalty 1764.327148 = -250994.364541 nChanged 0 SP:Iteration 43F (2139.544259 sec): 3 clusters Score: Raw -252758.691689 + Penalty 1764.327148 = -250994.364541 nChanged 0 Trying to split cluster 15 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.600142 sec): 2 clusters Score: Raw -42546.636591 + Penalty 720.699356 = -41825.937235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.661458 sec): 3 clusters Score: Raw -42206.333439 + Penalty 1441.398712 = -40764.934726 nChanged 319 SP:Iteration 1F (2139.736905 sec): 3 clusters Score: Raw -42482.543155 + Penalty 1441.398712 = -41041.144443 nChanged 62 SP:Iteration 2F (2139.816089 sec): 3 clusters Score: Raw -42552.146059 + Penalty 1441.398712 = -41110.747346 nChanged 45 SP:Iteration 3Q (2139.906813 sec): 3 clusters Score: Raw -42600.700026 + Penalty 1441.398712 = -41159.301313 nChanged 37 SP:Iteration 4Q (2139.974644 sec): 3 clusters Score: Raw -42641.919012 + Penalty 1441.398712 = -41200.520299 nChanged 41 SP:Iteration 5Q (2140.064261 sec): 3 clusters Score: Raw -42689.721496 + Penalty 1441.398712 = -41248.322784 nChanged 31 SP:Iteration 6Q (2140.114995 sec): 3 clusters Score: Raw -42718.764460 + Penalty 1441.398712 = -41277.365748 nChanged 25 SP:Iteration 7Q (2140.202945 sec): 3 clusters Score: Raw -42738.792022 + Penalty 1441.398712 = -41297.393309 nChanged 12 SP:Iteration 8Q (2140.278626 sec): 3 clusters Score: Raw -42753.490871 + Penalty 1441.398712 = -41312.092159 nChanged 10 SP:Iteration 9Q (2140.330336 sec): 3 clusters Score: Raw -42768.175407 + Penalty 1441.398712 = -41326.776694 nChanged 16 SP:Iteration 10Q (2140.404871 sec): 3 clusters Score: Raw -42787.680870 + Penalty 1441.398712 = -41346.282158 nChanged 18 SP:Iteration 11Q (2140.470840 sec): 3 clusters Score: Raw -42809.092940 + Penalty 1441.398712 = -41367.694228 nChanged 15 SP:Iteration 12Q (2140.560207 sec): 3 clusters Score: Raw -42821.864202 + Penalty 1441.398712 = -41380.465490 nChanged 12 SP:Iteration 13Q (2140.631109 sec): 3 clusters Score: Raw -42827.755685 + Penalty 1441.398712 = -41386.356973 nChanged 6 SP:Iteration 14Q (2140.709712 sec): 3 clusters Score: Raw -42832.331703 + Penalty 1441.398712 = -41390.932991 nChanged 6 SP:Iteration 15Q (2140.795443 sec): 3 clusters Score: Raw -42837.127304 + Penalty 1441.398712 = -41395.728592 nChanged 1 SP:Iteration 16Q (2140.863770 sec): 3 clusters Score: Raw -42837.312924 + Penalty 1441.398712 = -41395.914212 nChanged 0 SP:Iteration 17F (2140.951969 sec): 3 clusters Score: Raw -42837.312924 + Penalty 1441.398712 = -41395.914212 nChanged 0 Time taken for this iteration:294.720173 seconds. 8->16 Clusters: Score -1990228.845446, best is -1992393.325019 Starting from 9 clusters... ------ Clustering full data set of 41034 points ------ SP: Assigned 9 initial classes randomly. Deleting Class 2 (4401 points): Lose 776.219771 but Gain 1115.326408 Iteration 0F (2141.546572 sec): 8 clusters Score: Raw -1783045.388160 + Penalty 7807.284859 = -1775238.103302 nChanged 35518 Iteration 1F (2142.116556 sec): 8 clusters Score: Raw -1921056.677481 + Penalty 7807.284859 = -1913249.392623 nChanged 14878 Iteration 2F (2142.676278 sec): 8 clusters Score: Raw -1967408.231445 + Penalty 7807.284859 = -1959600.946587 nChanged 6241 Iteration 3F (2143.249040 sec): 8 clusters Score: Raw -1976271.426679 + Penalty 7807.284859 = -1968464.141820 nChanged 2983 Iteration 4F (2143.853536 sec): 8 clusters Score: Raw -1979079.840882 + Penalty 7807.284859 = -1971272.556023 nChanged 1688 Iteration 5Q (2144.418669 sec): 8 clusters Score: Raw -1980303.785061 + Penalty 7807.284859 = -1972496.500202 nChanged 1220 Iteration 6Q (2144.987369 sec): 8 clusters Score: Raw -1981034.348858 + Penalty 7807.284859 = -1973227.063999 nChanged 866 Iteration 7Q (2145.552287 sec): 8 clusters Score: Raw -1981479.970050 + Penalty 7807.284859 = -1973672.685192 nChanged 723 Iteration 8Q (2146.108961 sec): 8 clusters Score: Raw -1981794.368136 + Penalty 7807.284859 = -1973987.083278 nChanged 583 Iteration 9Q (2146.648112 sec): 8 clusters Score: Raw -1982018.456493 + Penalty 7807.284859 = -1974211.171634 nChanged 467 Iteration 10Q (2147.165815 sec): 8 clusters Score: Raw -1982170.254760 + Penalty 7807.284859 = -1974362.969901 nChanged 418 Iteration 11Q (2147.717019 sec): 8 clusters Score: Raw -1982304.620215 + Penalty 7807.284859 = -1974497.335356 nChanged 366 Iteration 12Q (2148.284202 sec): 8 clusters Score: Raw -1982409.708884 + Penalty 7807.284859 = -1974602.424025 nChanged 300 Iteration 13Q (2148.701491 sec): 8 clusters Score: Raw -1982499.247034 + Penalty 7807.284859 = -1974691.962175 nChanged 259 Iteration 14Q (2149.132576 sec): 8 clusters Score: Raw -1982573.483312 + Penalty 7807.284859 = -1974766.198453 nChanged 237 Iteration 15Q (2149.534782 sec): 8 clusters Score: Raw -1982630.848370 + Penalty 7807.284859 = -1974823.563512 nChanged 194 Iteration 16Q (2149.938234 sec): 8 clusters Score: Raw -1982668.581248 + Penalty 7807.284859 = -1974861.296390 nChanged 174 Iteration 17Q (2150.347498 sec): 8 clusters Score: Raw -1982695.444199 + Penalty 7807.284859 = -1974888.159341 nChanged 157 Iteration 18Q (2150.745786 sec): 8 clusters Score: Raw -1982725.875697 + Penalty 7807.284859 = -1974918.590838 nChanged 149 Iteration 19Q (2151.162628 sec): 8 clusters Score: Raw -1982752.995444 + Penalty 7807.284859 = -1974945.710585 nChanged 137 Writing temp clu file Because OldScore, -1974918.590838, is greater than current (better) Score,-1974945.710585 Compute initial score before splitting: Score: Raw -1982752.995444 + Penalty 7807.284859 = -1974945.710585 Trying to split cluster 1 (4208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2151.237969 sec): 2 clusters Score: Raw -183970.240028 + Penalty 876.197989 = -183094.042038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2151.313793 sec): 3 clusters Score: Raw -181702.985456 + Penalty 1752.395978 = -179950.589478 nChanged 1802 SP:Iteration 1F (2151.392084 sec): 3 clusters Score: Raw -182880.932538 + Penalty 1752.395978 = -181128.536559 nChanged 408 SP:Iteration 2F (2151.479100 sec): 3 clusters Score: Raw -183274.844154 + Penalty 1752.395978 = -181522.448175 nChanged 361 SP:Iteration 3F (2151.556789 sec): 3 clusters Score: Raw -183745.678087 + Penalty 1752.395978 = -181993.282108 nChanged 372 SP:Iteration 4F (2151.644631 sec): 3 clusters Score: Raw -184344.753163 + Penalty 1752.395978 = -182592.357184 nChanged 394 SP:Iteration 5F (2151.710691 sec): 3 clusters Score: Raw -185048.198678 + Penalty 1752.395978 = -183295.802699 nChanged 303 SP:Iteration 6F (2151.800347 sec): 3 clusters Score: Raw -185523.033346 + Penalty 1752.395978 = -183770.637367 nChanged 225 SP:Iteration 7F (2151.880955 sec): 3 clusters Score: Raw -185812.620544 + Penalty 1752.395978 = -184060.224566 nChanged 165 SP:Iteration 8Q (2151.952686 sec): 3 clusters Score: Raw -185977.214617 + Penalty 1752.395978 = -184224.818639 nChanged 106 SP:Iteration 9Q (2152.038897 sec): 3 clusters Score: Raw -186056.976804 + Penalty 1752.395978 = -184304.580825 nChanged 74 SP:Iteration 10Q (2152.134776 sec): 3 clusters Score: Raw -186095.754280 + Penalty 1752.395978 = -184343.358301 nChanged 34 SP:Iteration 11Q (2152.200508 sec): 3 clusters Score: Raw -186107.740535 + Penalty 1752.395978 = -184355.344557 nChanged 22 SP:Iteration 12Q (2152.276375 sec): 3 clusters Score: Raw -186116.457128 + Penalty 1752.395978 = -184364.061149 nChanged 12 SP:Iteration 13Q (2152.357575 sec): 3 clusters Score: Raw -186119.172004 + Penalty 1752.395978 = -184366.776026 nChanged 6 SP:Iteration 14Q (2152.430914 sec): 3 clusters Score: Raw -186120.900417 + Penalty 1752.395978 = -184368.504438 nChanged 5 SP:Iteration 15Q (2152.514620 sec): 3 clusters Score: Raw -186121.344400 + Penalty 1752.395978 = -184368.948422 nChanged 1 SP:Iteration 16Q (2152.601918 sec): 3 clusters Score: Raw -186121.528524 + Penalty 1752.395978 = -184369.132546 nChanged 1 SP:Iteration 17Q (2152.678971 sec): 3 clusters Score: Raw -186121.605365 + Penalty 1752.395978 = -184369.209387 nChanged 0 SP:Iteration 18F (2152.781511 sec): 3 clusters Score: Raw -186121.605365 + Penalty 1752.395978 = -184369.209387 nChanged 0 Score: Raw -1984922.625193 + Penalty 8922.611267 = -1976000.013926 Splitting cluster 1 changes total score from -1974945.710585 to -1976000.013926 So it's getting split into cluster 2. Trying to split cluster 3 (3938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.368207 sec): 2 clusters Score: Raw -183994.633312 + Penalty 869.234967 = -183125.398345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.438695 sec): 3 clusters Score: Raw -181956.813486 + Penalty 1738.469934 = -180218.343552 nChanged 1618 SP:Iteration 1F (2153.531345 sec): 3 clusters Score: Raw -183129.385374 + Penalty 1738.469934 = -181390.915439 nChanged 434 SP:Iteration 2F (2153.610222 sec): 3 clusters Score: Raw -183519.942923 + Penalty 1738.469934 = -181781.472989 nChanged 296 SP:Iteration 3F (2153.674260 sec): 3 clusters Score: Raw -183745.541245 + Penalty 1738.469934 = -182007.071310 nChanged 232 SP:Iteration 4F (2153.747834 sec): 3 clusters Score: Raw -183911.597025 + Penalty 1738.469934 = -182173.127091 nChanged 157 SP:Iteration 5Q (2153.845117 sec): 3 clusters Score: Raw -184013.755444 + Penalty 1738.469934 = -182275.285509 nChanged 137 SP:Iteration 6Q (2153.923299 sec): 3 clusters Score: Raw -184110.400463 + Penalty 1738.469934 = -182371.930528 nChanged 123 SP:Iteration 7Q (2154.003654 sec): 3 clusters Score: Raw -184192.971591 + Penalty 1738.469934 = -182454.501656 nChanged 89 SP:Iteration 8Q (2154.071988 sec): 3 clusters Score: Raw -184253.512219 + Penalty 1738.469934 = -182515.042284 nChanged 82 SP:Iteration 9Q (2154.153471 sec): 3 clusters Score: Raw -184307.075992 + Penalty 1738.469934 = -182568.606058 nChanged 80 SP:Iteration 10Q (2154.235715 sec): 3 clusters Score: Raw -184350.854776 + Penalty 1738.469934 = -182612.384842 nChanged 73 SP:Iteration 11Q (2154.298055 sec): 3 clusters Score: Raw -184387.841508 + Penalty 1738.469934 = -182649.371574 nChanged 59 SP:Iteration 12Q (2154.375956 sec): 3 clusters Score: Raw -184417.827093 + Penalty 1738.469934 = -182679.357159 nChanged 54 SP:Iteration 13Q (2154.456035 sec): 3 clusters Score: Raw -184442.789059 + Penalty 1738.469934 = -182704.319124 nChanged 40 SP:Iteration 14Q (2154.543506 sec): 3 clusters Score: Raw -184458.472941 + Penalty 1738.469934 = -182720.003007 nChanged 32 SP:Iteration 15Q (2154.617943 sec): 3 clusters Score: Raw -184467.729325 + Penalty 1738.469934 = -182729.259391 nChanged 26 SP:Iteration 16Q (2154.706120 sec): 3 clusters Score: Raw -184477.822628 + Penalty 1738.469934 = -182739.352694 nChanged 19 SP:Iteration 17Q (2154.793474 sec): 3 clusters Score: Raw -184485.844757 + Penalty 1738.469934 = -182747.374822 nChanged 29 SP:Iteration 18Q (2154.880165 sec): 3 clusters Score: Raw -184499.127718 + Penalty 1738.469934 = -182760.657784 nChanged 25 SP:Iteration 19Q (2154.967512 sec): 3 clusters Score: Raw -184511.748106 + Penalty 1738.469934 = -182773.278171 nChanged 30 SP:Iteration 20F (2155.056017 sec): 3 clusters Score: Raw -184527.102147 + Penalty 1738.469934 = -182788.632213 nChanged 38 SP:Iteration 21Q (2155.134076 sec): 3 clusters Score: Raw -184547.789619 + Penalty 1738.469934 = -182809.319684 nChanged 34 SP:Iteration 22Q (2155.222777 sec): 3 clusters Score: Raw -184565.449958 + Penalty 1738.469934 = -182826.980024 nChanged 33 SP:Iteration 23Q (2155.323892 sec): 3 clusters Score: Raw -184578.718675 + Penalty 1738.469934 = -182840.248740 nChanged 27 SP:Iteration 24Q (2155.407871 sec): 3 clusters Score: Raw -184591.224293 + Penalty 1738.469934 = -182852.754359 nChanged 19 SP:Iteration 25Q (2155.518118 sec): 3 clusters Score: Raw -184597.577505 + Penalty 1738.469934 = -182859.107571 nChanged 16 SP:Iteration 26Q (2155.622783 sec): 3 clusters Score: Raw -184602.630114 + Penalty 1738.469934 = -182864.160179 nChanged 15 SP:Iteration 27Q (2155.741923 sec): 3 clusters Score: Raw -184606.676979 + Penalty 1738.469934 = -182868.207044 nChanged 10 SP:Iteration 28Q (2155.834967 sec): 3 clusters Score: Raw -184608.403882 + Penalty 1738.469934 = -182869.933948 nChanged 2 SP:Iteration 29Q (2155.912856 sec): 3 clusters Score: Raw -184609.246233 + Penalty 1738.469934 = -182870.776299 nChanged 5 SP:Iteration 30Q (2156.008961 sec): 3 clusters Score: Raw -184609.897515 + Penalty 1738.469934 = -182871.427580 nChanged 4 SP:Iteration 31Q (2156.144142 sec): 3 clusters Score: Raw -184610.959645 + Penalty 1738.469934 = -182872.489711 nChanged 4 SP:Iteration 32Q (2156.254166 sec): 3 clusters Score: Raw -184611.558108 + Penalty 1738.469934 = -182873.088174 nChanged 2 SP:Iteration 33Q (2156.352643 sec): 3 clusters Score: Raw -184611.920801 + Penalty 1738.469934 = -182873.450867 nChanged 5 SP:Iteration 34Q (2156.450955 sec): 3 clusters Score: Raw -184612.875376 + Penalty 1738.469934 = -182874.405442 nChanged 2 SP:Iteration 35Q (2156.572463 sec): 3 clusters Score: Raw -184613.185648 + Penalty 1738.469934 = -182874.715714 nChanged 2 SP:Iteration 36Q (2156.668207 sec): 3 clusters Score: Raw -184613.465144 + Penalty 1738.469934 = -182874.995209 nChanged 5 SP:Iteration 37Q (2156.784727 sec): 3 clusters Score: Raw -184614.235316 + Penalty 1738.469934 = -182875.765382 nChanged 5 SP:Iteration 38Q (2156.890538 sec): 3 clusters Score: Raw -184615.395215 + Penalty 1738.469934 = -182876.925280 nChanged 6 SP:Iteration 39Q (2156.986259 sec): 3 clusters Score: Raw -184616.326693 + Penalty 1738.469934 = -182877.856759 nChanged 3 SP:Iteration 40F (2157.082250 sec): 3 clusters Score: Raw -184616.532884 + Penalty 1738.469934 = -182878.062949 nChanged 0 Trying to split cluster 4 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2157.131840 sec): 2 clusters Score: Raw -42393.722259 + Penalty 725.837996 = -41667.884263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2157.220052 sec): 3 clusters Score: Raw -42032.987149 + Penalty 1451.675992 = -40581.311157 nChanged 331 SP:Iteration 1F (2157.331723 sec): 3 clusters Score: Raw -42343.641380 + Penalty 1451.675992 = -40891.965387 nChanged 75 SP:Iteration 2F (2157.444487 sec): 3 clusters Score: Raw -42419.142556 + Penalty 1451.675992 = -40967.466564 nChanged 69 SP:Iteration 3F (2157.532575 sec): 3 clusters Score: Raw -42505.045998 + Penalty 1451.675992 = -41053.370006 nChanged 61 SP:Iteration 4F (2157.605730 sec): 3 clusters Score: Raw -42610.659253 + Penalty 1451.675992 = -41158.983261 nChanged 46 SP:Iteration 5Q (2157.693967 sec): 3 clusters Score: Raw -42697.563603 + Penalty 1451.675992 = -41245.887611 nChanged 38 SP:Iteration 6Q (2157.782078 sec): 3 clusters Score: Raw -42747.875526 + Penalty 1451.675992 = -41296.199533 nChanged 28 SP:Iteration 7Q (2157.869771 sec): 3 clusters Score: Raw -42774.702004 + Penalty 1451.675992 = -41323.026012 nChanged 22 SP:Iteration 8Q (2158.000888 sec): 3 clusters Score: Raw -42791.536394 + Penalty 1451.675992 = -41339.860402 nChanged 13 SP:Iteration 9Q (2158.070295 sec): 3 clusters Score: Raw -42809.401182 + Penalty 1451.675992 = -41357.725190 nChanged 14 SP:Iteration 10Q (2158.194695 sec): 3 clusters Score: Raw -42824.999032 + Penalty 1451.675992 = -41373.323040 nChanged 9 SP:Iteration 11Q (2158.301210 sec): 3 clusters Score: Raw -42838.023548 + Penalty 1451.675992 = -41386.347555 nChanged 6 SP:Iteration 12Q (2158.386772 sec): 3 clusters Score: Raw -42841.558654 + Penalty 1451.675992 = -41389.882662 nChanged 2 SP:Iteration 13Q (2158.495938 sec): 3 clusters Score: Raw -42842.738134 + Penalty 1451.675992 = -41391.062141 nChanged 0 SP:Iteration 14F (2158.562635 sec): 3 clusters Score: Raw -42842.738134 + Penalty 1451.675992 = -41391.062141 nChanged 0 Trying to split cluster 5 (2305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2158.632269 sec): 2 clusters Score: Raw -78054.198602 + Penalty 812.997775 = -77241.200826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2158.725109 sec): 3 clusters Score: Raw -76975.695162 + Penalty 1625.995551 = -75349.699611 nChanged 893 SP:Iteration 1F (2158.835368 sec): 3 clusters Score: Raw -77904.375167 + Penalty 1625.995551 = -76278.379616 nChanged 316 SP:Iteration 2F (2158.958988 sec): 3 clusters Score: Raw -78403.246015 + Penalty 1625.995551 = -76777.250464 nChanged 241 SP:Iteration 3F (2159.036566 sec): 3 clusters Score: Raw -78743.708575 + Penalty 1625.995551 = -77117.713025 nChanged 152 SP:Iteration 4F (2159.122509 sec): 3 clusters Score: Raw -78931.832828 + Penalty 1625.995551 = -77305.837278 nChanged 94 SP:Iteration 5Q (2159.202971 sec): 3 clusters Score: Raw -79038.872658 + Penalty 1625.995551 = -77412.877107 nChanged 65 SP:Iteration 6Q (2159.287676 sec): 3 clusters Score: Raw -79098.189842 + Penalty 1625.995551 = -77472.194292 nChanged 57 SP:Iteration 7Q (2159.370048 sec): 3 clusters Score: Raw -79157.887582 + Penalty 1625.995551 = -77531.892031 nChanged 48 SP:Iteration 8Q (2159.454146 sec): 3 clusters Score: Raw -79222.170938 + Penalty 1625.995551 = -77596.175388 nChanged 47 SP:Iteration 9Q (2159.537201 sec): 3 clusters Score: Raw -79288.418806 + Penalty 1625.995551 = -77662.423255 nChanged 48 SP:Iteration 10Q (2159.621605 sec): 3 clusters Score: Raw -79397.867006 + Penalty 1625.995551 = -77771.871455 nChanged 41 SP:Iteration 11Q (2159.703795 sec): 3 clusters Score: Raw -79448.815523 + Penalty 1625.995551 = -77822.819972 nChanged 36 SP:Iteration 12Q (2159.787449 sec): 3 clusters Score: Raw -79477.148092 + Penalty 1625.995551 = -77851.152541 nChanged 24 SP:Iteration 13Q (2159.870138 sec): 3 clusters Score: Raw -79487.435633 + Penalty 1625.995551 = -77861.440082 nChanged 14 SP:Iteration 14Q (2159.954465 sec): 3 clusters Score: Raw -79494.410037 + Penalty 1625.995551 = -77868.414487 nChanged 9 SP:Iteration 15Q (2160.036914 sec): 3 clusters Score: Raw -79502.906361 + Penalty 1625.995551 = -77876.910810 nChanged 9 SP:Iteration 16Q (2160.123617 sec): 3 clusters Score: Raw -79508.319062 + Penalty 1625.995551 = -77882.323511 nChanged 6 SP:Iteration 17Q (2160.210398 sec): 3 clusters Score: Raw -79510.455974 + Penalty 1625.995551 = -77884.460424 nChanged 8 SP:Iteration 18Q (2160.299721 sec): 3 clusters Score: Raw -79512.918196 + Penalty 1625.995551 = -77886.922646 nChanged 8 SP:Iteration 19Q (2160.389344 sec): 3 clusters Score: Raw -79515.290444 + Penalty 1625.995551 = -77889.294893 nChanged 9 SP:Iteration 20F (2160.474543 sec): 3 clusters Score: Raw -79520.782855 + Penalty 1625.995551 = -77894.787304 nChanged 9 SP:Iteration 21Q (2160.560393 sec): 3 clusters Score: Raw -79525.445479 + Penalty 1625.995551 = -77899.449928 nChanged 11 SP:Iteration 22Q (2160.651976 sec): 3 clusters Score: Raw -79530.324321 + Penalty 1625.995551 = -77904.328770 nChanged 5 SP:Iteration 23Q (2160.739391 sec): 3 clusters Score: Raw -79531.478594 + Penalty 1625.995551 = -77905.483044 nChanged 1 SP:Iteration 24Q (2160.852858 sec): 3 clusters Score: Raw -79531.710393 + Penalty 1625.995551 = -77905.714843 nChanged 2 SP:Iteration 25Q (2160.926682 sec): 3 clusters Score: Raw -79532.208911 + Penalty 1625.995551 = -77906.213360 nChanged 1 SP:Iteration 26Q (2161.043955 sec): 3 clusters Score: Raw -79532.366197 + Penalty 1625.995551 = -77906.370646 nChanged 0 SP:Iteration 27F (2161.139320 sec): 3 clusters Score: Raw -79532.366197 + Penalty 1625.995551 = -77906.370646 nChanged 0 Score: Raw -1986400.792788 + Penalty 10037.937675 = -1976362.855112 Splitting cluster 5 changes total score from -1974945.710585 to -1976362.855112 So it's getting split into cluster 9. Trying to split cluster 6 (2004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2161.848266 sec): 2 clusters Score: Raw -92994.021776 + Penalty 798.304549 = -92195.717228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2161.929683 sec): 3 clusters Score: Raw -92063.754342 + Penalty 1596.609097 = -90467.145245 nChanged 778 SP:Iteration 1F (2162.004364 sec): 3 clusters Score: Raw -92640.902093 + Penalty 1596.609097 = -91044.292996 nChanged 230 SP:Iteration 2F (2162.086419 sec): 3 clusters Score: Raw -92879.469224 + Penalty 1596.609097 = -91282.860127 nChanged 154 SP:Iteration 3F (2162.153169 sec): 3 clusters Score: Raw -93022.181235 + Penalty 1596.609097 = -91425.572138 nChanged 94 SP:Iteration 4Q (2162.233118 sec): 3 clusters Score: Raw -93095.135592 + Penalty 1596.609097 = -91498.526495 nChanged 70 SP:Iteration 5Q (2162.310266 sec): 3 clusters Score: Raw -93140.148145 + Penalty 1596.609097 = -91543.539048 nChanged 55 SP:Iteration 6Q (2162.377642 sec): 3 clusters Score: Raw -93175.754908 + Penalty 1596.609097 = -91579.145811 nChanged 38 SP:Iteration 7Q (2162.452870 sec): 3 clusters Score: Raw -93215.617464 + Penalty 1596.609097 = -91619.008367 nChanged 47 SP:Iteration 8Q (2162.545594 sec): 3 clusters Score: Raw -93252.084601 + Penalty 1596.609097 = -91655.475504 nChanged 44 SP:Iteration 9Q (2162.594262 sec): 3 clusters Score: Raw -93291.227246 + Penalty 1596.609097 = -91694.618149 nChanged 52 SP:Iteration 10Q (2162.679398 sec): 3 clusters Score: Raw -93338.769220 + Penalty 1596.609097 = -91742.160123 nChanged 46 SP:Iteration 11Q (2162.758653 sec): 3 clusters Score: Raw -93373.578608 + Penalty 1596.609097 = -91776.969511 nChanged 38 SP:Iteration 12Q (2162.841212 sec): 3 clusters Score: Raw -93402.325791 + Penalty 1596.609097 = -91805.716694 nChanged 28 SP:Iteration 13Q (2162.906066 sec): 3 clusters Score: Raw -93420.287694 + Penalty 1596.609097 = -91823.678597 nChanged 21 SP:Iteration 14Q (2162.975733 sec): 3 clusters Score: Raw -93434.631811 + Penalty 1596.609097 = -91838.022714 nChanged 15 SP:Iteration 15Q (2163.046917 sec): 3 clusters Score: Raw -93445.476854 + Penalty 1596.609097 = -91848.867757 nChanged 12 SP:Iteration 16Q (2163.134856 sec): 3 clusters Score: Raw -93453.190800 + Penalty 1596.609097 = -91856.581703 nChanged 16 SP:Iteration 17Q (2163.206706 sec): 3 clusters Score: Raw -93464.606837 + Penalty 1596.609097 = -91867.997740 nChanged 15 SP:Iteration 18Q (2163.287863 sec): 3 clusters Score: Raw -93477.158215 + Penalty 1596.609097 = -91880.549117 nChanged 15 SP:Iteration 19Q (2163.365112 sec): 3 clusters Score: Raw -93491.131258 + Penalty 1596.609097 = -91894.522161 nChanged 15 SP:Iteration 20F (2163.446352 sec): 3 clusters Score: Raw -93503.650345 + Penalty 1596.609097 = -91907.041248 nChanged 14 SP:Iteration 21Q (2163.514293 sec): 3 clusters Score: Raw -93513.536351 + Penalty 1596.609097 = -91916.927254 nChanged 14 SP:Iteration 22Q (2163.592797 sec): 3 clusters Score: Raw -93531.613264 + Penalty 1596.609097 = -91935.004167 nChanged 23 SP:Iteration 23Q (2163.655063 sec): 3 clusters Score: Raw -93560.858204 + Penalty 1596.609097 = -91964.249107 nChanged 28 SP:Iteration 24Q (2163.750734 sec): 3 clusters Score: Raw -93610.438133 + Penalty 1596.609097 = -92013.829036 nChanged 36 SP:Iteration 25Q (2163.834121 sec): 3 clusters Score: Raw -93695.951251 + Penalty 1596.609097 = -92099.342154 nChanged 37 SP:Iteration 26Q (2163.902121 sec): 3 clusters Score: Raw -93807.360654 + Penalty 1596.609097 = -92210.751557 nChanged 41 SP:Iteration 27Q (2163.983014 sec): 3 clusters Score: Raw -93879.892889 + Penalty 1596.609097 = -92283.283792 nChanged 37 SP:Iteration 28Q (2164.063581 sec): 3 clusters Score: Raw -93917.289616 + Penalty 1596.609097 = -92320.680519 nChanged 28 SP:Iteration 29Q (2164.142306 sec): 3 clusters Score: Raw -93934.590601 + Penalty 1596.609097 = -92337.981504 nChanged 19 SP:Iteration 30Q (2164.230396 sec): 3 clusters Score: Raw -93946.506140 + Penalty 1596.609097 = -92349.897043 nChanged 15 SP:Iteration 31Q (2164.310895 sec): 3 clusters Score: Raw -93953.170710 + Penalty 1596.609097 = -92356.561613 nChanged 16 SP:Iteration 32Q (2164.382772 sec): 3 clusters Score: Raw -93960.404317 + Penalty 1596.609097 = -92363.795220 nChanged 4 SP:Iteration 33Q (2164.456894 sec): 3 clusters Score: Raw -93961.396043 + Penalty 1596.609097 = -92364.786946 nChanged 1 SP:Iteration 34Q (2164.547147 sec): 3 clusters Score: Raw -93961.997690 + Penalty 1596.609097 = -92365.388593 nChanged 1 SP:Iteration 35Q (2164.650521 sec): 3 clusters Score: Raw -93962.290605 + Penalty 1596.609097 = -92365.681508 nChanged 0 SP:Iteration 36F (2164.725589 sec): 3 clusters Score: Raw -93962.290605 + Penalty 1596.609097 = -92365.681508 nChanged 0 Score: Raw -1987369.061616 + Penalty 11153.264084 = -1976215.797532 Splitting cluster 6 changes total score from -1974945.710585 to -1976215.797532 So it's getting split into cluster 10. Trying to split cluster 7 (6912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2165.432984 sec): 2 clusters Score: Raw -344273.311192 + Penalty 928.306503 = -343345.004689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2165.511767 sec): 3 clusters Score: Raw -340394.993232 + Penalty 1856.613005 = -338538.380227 nChanged 3029 SP:Iteration 1F (2165.606071 sec): 3 clusters Score: Raw -342769.785750 + Penalty 1856.613005 = -340913.172745 nChanged 789 SP:Iteration 2F (2165.708366 sec): 3 clusters Score: Raw -343629.581316 + Penalty 1856.613005 = -341772.968310 nChanged 682 SP:Iteration 3F (2165.783041 sec): 3 clusters Score: Raw -344285.589940 + Penalty 1856.613005 = -342428.976935 nChanged 477 SP:Iteration 4F (2165.869871 sec): 3 clusters Score: Raw -344689.863289 + Penalty 1856.613005 = -342833.250284 nChanged 357 SP:Iteration 5F (2165.931325 sec): 3 clusters Score: Raw -344930.344540 + Penalty 1856.613005 = -343073.731535 nChanged 241 SP:Iteration 6Q (2166.026014 sec): 3 clusters Score: Raw -345041.786124 + Penalty 1856.613005 = -343185.173119 nChanged 152 SP:Iteration 7Q (2166.118365 sec): 3 clusters Score: Raw -345108.654959 + Penalty 1856.613005 = -343252.041954 nChanged 114 SP:Iteration 8Q (2166.191323 sec): 3 clusters Score: Raw -345154.635526 + Penalty 1856.613005 = -343298.022520 nChanged 79 SP:Iteration 9Q (2166.274689 sec): 3 clusters Score: Raw -345189.086811 + Penalty 1856.613005 = -343332.473806 nChanged 73 SP:Iteration 10Q (2166.375031 sec): 3 clusters Score: Raw -345208.782243 + Penalty 1856.613005 = -343352.169238 nChanged 44 SP:Iteration 11Q (2166.462555 sec): 3 clusters Score: Raw -345220.835694 + Penalty 1856.613005 = -343364.222689 nChanged 46 SP:Iteration 12Q (2166.549973 sec): 3 clusters Score: Raw -345234.575350 + Penalty 1856.613005 = -343377.962345 nChanged 52 SP:Iteration 13Q (2166.625707 sec): 3 clusters Score: Raw -345244.012255 + Penalty 1856.613005 = -343387.399250 nChanged 39 SP:Iteration 14Q (2166.720630 sec): 3 clusters Score: Raw -345253.026200 + Penalty 1856.613005 = -343396.413195 nChanged 39 SP:Iteration 15Q (2166.806636 sec): 3 clusters Score: Raw -345264.347199 + Penalty 1856.613005 = -343407.734194 nChanged 51 SP:Iteration 16Q (2166.885609 sec): 3 clusters Score: Raw -345278.060676 + Penalty 1856.613005 = -343421.447670 nChanged 53 SP:Iteration 17Q (2166.981035 sec): 3 clusters Score: Raw -345290.044122 + Penalty 1856.613005 = -343433.431117 nChanged 44 SP:Iteration 18Q (2167.064863 sec): 3 clusters Score: Raw -345299.155244 + Penalty 1856.613005 = -343442.542239 nChanged 32 SP:Iteration 19Q (2167.152899 sec): 3 clusters Score: Raw -345305.991726 + Penalty 1856.613005 = -343449.378721 nChanged 34 SP:Iteration 20F (2167.252298 sec): 3 clusters Score: Raw -345310.911955 + Penalty 1856.613005 = -343454.298950 nChanged 22 SP:Iteration 21Q (2167.339992 sec): 3 clusters Score: Raw -345313.073953 + Penalty 1856.613005 = -343456.460948 nChanged 15 SP:Iteration 22Q (2167.449457 sec): 3 clusters Score: Raw -345315.241360 + Penalty 1856.613005 = -343458.628355 nChanged 16 SP:Iteration 23Q (2167.524338 sec): 3 clusters Score: Raw -345317.265696 + Penalty 1856.613005 = -343460.652691 nChanged 16 SP:Iteration 24Q (2167.614704 sec): 3 clusters Score: Raw -345319.678210 + Penalty 1856.613005 = -343463.065205 nChanged 16 SP:Iteration 25Q (2167.702175 sec): 3 clusters Score: Raw -345321.700290 + Penalty 1856.613005 = -343465.087285 nChanged 19 SP:Iteration 26Q (2167.782306 sec): 3 clusters Score: Raw -345323.798903 + Penalty 1856.613005 = -343467.185898 nChanged 8 SP:Iteration 27Q (2167.868699 sec): 3 clusters Score: Raw -345324.666157 + Penalty 1856.613005 = -343468.053152 nChanged 6 SP:Iteration 28Q (2167.945536 sec): 3 clusters Score: Raw -345325.589390 + Penalty 1856.613005 = -343468.976385 nChanged 9 SP:Iteration 29Q (2168.054990 sec): 3 clusters Score: Raw -345327.052537 + Penalty 1856.613005 = -343470.439532 nChanged 9 SP:Iteration 30Q (2168.152720 sec): 3 clusters Score: Raw -345328.095596 + Penalty 1856.613005 = -343471.482591 nChanged 9 SP:Iteration 31Q (2168.251950 sec): 3 clusters Score: Raw -345329.408169 + Penalty 1856.613005 = -343472.795164 nChanged 14 SP:Iteration 32Q (2168.359256 sec): 3 clusters Score: Raw -345331.402144 + Penalty 1856.613005 = -343474.789139 nChanged 7 SP:Iteration 33Q (2168.461209 sec): 3 clusters Score: Raw -345332.159244 + Penalty 1856.613005 = -343475.546239 nChanged 4 SP:Iteration 34Q (2168.568177 sec): 3 clusters Score: Raw -345332.928510 + Penalty 1856.613005 = -343476.315505 nChanged 6 SP:Iteration 35Q (2168.659362 sec): 3 clusters Score: Raw -345334.012262 + Penalty 1856.613005 = -343477.399257 nChanged 5 SP:Iteration 36Q (2168.765691 sec): 3 clusters Score: Raw -345334.805729 + Penalty 1856.613005 = -343478.192724 nChanged 7 SP:Iteration 37Q (2168.872023 sec): 3 clusters Score: Raw -345335.651458 + Penalty 1856.613005 = -343479.038452 nChanged 4 SP:Iteration 38Q (2168.998839 sec): 3 clusters Score: Raw -345336.407689 + Penalty 1856.613005 = -343479.794683 nChanged 9 SP:Iteration 39Q (2169.113859 sec): 3 clusters Score: Raw -345337.744997 + Penalty 1856.613005 = -343481.131992 nChanged 8 SP:Iteration 40F (2169.230490 sec): 3 clusters Score: Raw -345339.056982 + Penalty 1856.613005 = -343482.443977 nChanged 11 SP:Iteration 41Q (2169.344882 sec): 3 clusters Score: Raw -345340.454730 + Penalty 1856.613005 = -343483.841724 nChanged 9 SP:Iteration 42Q (2169.454657 sec): 3 clusters Score: Raw -345341.565853 + Penalty 1856.613005 = -343484.952848 nChanged 10 SP:Iteration 43Q (2169.579119 sec): 3 clusters Score: Raw -345342.673599 + Penalty 1856.613005 = -343486.060593 nChanged 4 SP:Iteration 44Q (2169.688332 sec): 3 clusters Score: Raw -345343.265708 + Penalty 1856.613005 = -343486.652703 nChanged 7 SP:Iteration 45Q (2169.800416 sec): 3 clusters Score: Raw -345343.893278 + Penalty 1856.613005 = -343487.280272 nChanged 3 SP:Iteration 46Q (2169.893607 sec): 3 clusters Score: Raw -345344.315954 + Penalty 1856.613005 = -343487.702949 nChanged 7 SP:Iteration 47Q (2169.997314 sec): 3 clusters Score: Raw -345345.300525 + Penalty 1856.613005 = -343488.687520 nChanged 8 SP:Iteration 48Q (2170.123444 sec): 3 clusters Score: Raw -345346.638987 + Penalty 1856.613005 = -343490.025982 nChanged 9 SP:Iteration 49Q (2170.248566 sec): 3 clusters Score: Raw -345347.812388 + Penalty 1856.613005 = -343491.199383 nChanged 12 SP:Iteration 50Q (2170.329834 sec): 3 clusters Score: Raw -345349.102354 + Penalty 1856.613005 = -343492.489349 nChanged 9 SP:Iteration 51Q (2170.448546 sec): 3 clusters Score: Raw -345350.387062 + Penalty 1856.613005 = -343493.774056 nChanged 10 SP:Iteration 52Q (2170.580418 sec): 3 clusters Score: Raw -345351.596763 + Penalty 1856.613005 = -343494.983758 nChanged 8 SP:Iteration 53Q (2170.727042 sec): 3 clusters Score: Raw -345352.345046 + Penalty 1856.613005 = -343495.732040 nChanged 3 SP:Iteration 54Q (2170.832821 sec): 3 clusters Score: Raw -345352.734481 + Penalty 1856.613005 = -343496.121476 nChanged 1 SP:Iteration 55Q (2170.959478 sec): 3 clusters Score: Raw -345352.909633 + Penalty 1856.613005 = -343496.296628 nChanged 1 SP:Iteration 56Q (2171.080418 sec): 3 clusters Score: Raw -345352.970239 + Penalty 1856.613005 = -343496.357233 nChanged 0 SP:Iteration 57F (2171.204311 sec): 3 clusters Score: Raw -345352.970239 + Penalty 1856.613005 = -343496.357233 nChanged 0 Score: Raw -1988448.720663 + Penalty 12268.590492 = -1976180.130171 Splitting cluster 7 changes total score from -1974945.710585 to -1976180.130171 So it's getting split into cluster 11. Trying to split cluster 8 (20601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2172.204104 sec): 2 clusters Score: Raw -1119216.276345 + Penalty 1042.974964 = -1118173.301381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2172.382334 sec): 3 clusters Score: Raw -1106373.268223 + Penalty 2085.949928 = -1104287.318294 nChanged 9655 SP:Iteration 1F (2172.540280 sec): 3 clusters Score: Raw -1112394.219593 + Penalty 2085.949928 = -1110308.269664 nChanged 1838 SP:Iteration 2F (2172.682331 sec): 3 clusters Score: Raw -1114815.485210 + Penalty 2085.949928 = -1112729.535282 nChanged 2519 SP:Iteration 3F (2172.820439 sec): 3 clusters Score: Raw -1118965.445776 + Penalty 2085.949928 = -1116879.495848 nChanged 2392 SP:Iteration 4F (2172.961611 sec): 3 clusters Score: Raw -1121936.065226 + Penalty 2085.949928 = -1119850.115298 nChanged 1501 SP:Iteration 5F (2173.100997 sec): 3 clusters Score: Raw -1123324.013377 + Penalty 2085.949928 = -1121238.063448 nChanged 835 SP:Iteration 6Q (2173.282901 sec): 3 clusters Score: Raw -1124002.014723 + Penalty 2085.949928 = -1121916.064795 nChanged 469 SP:Iteration 7Q (2173.446541 sec): 3 clusters Score: Raw -1124265.511210 + Penalty 2085.949928 = -1122179.561282 nChanged 266 SP:Iteration 8Q (2173.583901 sec): 3 clusters Score: Raw -1124356.420122 + Penalty 2085.949928 = -1122270.470193 nChanged 171 SP:Iteration 9Q (2173.764024 sec): 3 clusters Score: Raw -1124403.069172 + Penalty 2085.949928 = -1122317.119244 nChanged 115 SP:Iteration 10Q (2173.937633 sec): 3 clusters Score: Raw -1124429.662817 + Penalty 2085.949928 = -1122343.712888 nChanged 97 SP:Iteration 11Q (2174.093019 sec): 3 clusters Score: Raw -1124444.906130 + Penalty 2085.949928 = -1122358.956201 nChanged 66 SP:Iteration 12Q (2174.249630 sec): 3 clusters Score: Raw -1124452.413725 + Penalty 2085.949928 = -1122366.463797 nChanged 34 SP:Iteration 13Q (2174.405440 sec): 3 clusters Score: Raw -1124455.304580 + Penalty 2085.949928 = -1122369.354652 nChanged 37 SP:Iteration 14Q (2174.543014 sec): 3 clusters Score: Raw -1124459.082769 + Penalty 2085.949928 = -1122373.132840 nChanged 32 SP:Iteration 15Q (2174.671628 sec): 3 clusters Score: Raw -1124462.230944 + Penalty 2085.949928 = -1122376.281015 nChanged 33 SP:Iteration 16Q (2174.801945 sec): 3 clusters Score: Raw -1124465.870517 + Penalty 2085.949928 = -1122379.920589 nChanged 30 SP:Iteration 17Q (2174.948215 sec): 3 clusters Score: Raw -1124468.997269 + Penalty 2085.949928 = -1122383.047341 nChanged 27 SP:Iteration 18Q (2175.051380 sec): 3 clusters Score: Raw -1124471.611193 + Penalty 2085.949928 = -1122385.661265 nChanged 26 SP:Iteration 19Q (2175.191643 sec): 3 clusters Score: Raw -1124474.682102 + Penalty 2085.949928 = -1122388.732174 nChanged 36 SP:Iteration 20F (2175.339468 sec): 3 clusters Score: Raw -1124478.435793 + Penalty 2085.949928 = -1122392.485864 nChanged 30 SP:Iteration 21Q (2175.449569 sec): 3 clusters Score: Raw -1124481.744805 + Penalty 2085.949928 = -1122395.794876 nChanged 37 SP:Iteration 22Q (2175.586260 sec): 3 clusters Score: Raw -1124487.112728 + Penalty 2085.949928 = -1122401.162800 nChanged 32 SP:Iteration 23Q (2175.707040 sec): 3 clusters Score: Raw -1124491.509048 + Penalty 2085.949928 = -1122405.559119 nChanged 34 SP:Iteration 24Q (2175.847672 sec): 3 clusters Score: Raw -1124495.873957 + Penalty 2085.949928 = -1122409.924028 nChanged 32 SP:Iteration 25Q (2175.962705 sec): 3 clusters Score: Raw -1124501.842885 + Penalty 2085.949928 = -1122415.892957 nChanged 40 SP:Iteration 26Q (2176.096509 sec): 3 clusters Score: Raw -1124508.881297 + Penalty 2085.949928 = -1122422.931369 nChanged 44 SP:Iteration 27Q (2176.218029 sec): 3 clusters Score: Raw -1124516.754212 + Penalty 2085.949928 = -1122430.804283 nChanged 43 SP:Iteration 28Q (2176.377204 sec): 3 clusters Score: Raw -1124525.056829 + Penalty 2085.949928 = -1122439.106900 nChanged 49 SP:Iteration 29Q (2176.488062 sec): 3 clusters Score: Raw -1124532.801641 + Penalty 2085.949928 = -1122446.851713 nChanged 41 SP:Iteration 30Q (2176.633563 sec): 3 clusters Score: Raw -1124541.442558 + Penalty 2085.949928 = -1122455.492629 nChanged 39 SP:Iteration 31Q (2176.749644 sec): 3 clusters Score: Raw -1124552.480371 + Penalty 2085.949928 = -1122466.530442 nChanged 52 SP:Iteration 32Q (2176.871222 sec): 3 clusters Score: Raw -1124571.226788 + Penalty 2085.949928 = -1122485.276859 nChanged 67 SP:Iteration 33Q (2177.006348 sec): 3 clusters Score: Raw -1124605.579007 + Penalty 2085.949928 = -1122519.629079 nChanged 77 SP:Iteration 34Q (2177.131971 sec): 3 clusters Score: Raw -1124657.180876 + Penalty 2085.949928 = -1122571.230948 nChanged 116 SP:Iteration 35Q (2177.248479 sec): 3 clusters Score: Raw -1124763.765042 + Penalty 2085.949928 = -1122677.815114 nChanged 152 SP:Iteration 36Q (2177.382848 sec): 3 clusters Score: Raw -1124937.046002 + Penalty 2085.949928 = -1122851.096073 nChanged 178 SP:Iteration 37Q (2177.504987 sec): 3 clusters Score: Raw -1125087.384586 + Penalty 2085.949928 = -1123001.434657 nChanged 151 SP:Iteration 38Q (2177.631708 sec): 3 clusters Score: Raw -1125167.052776 + Penalty 2085.949928 = -1123081.102848 nChanged 112 SP:Iteration 39Q (2177.734280 sec): 3 clusters Score: Raw -1125225.028125 + Penalty 2085.949928 = -1123139.078197 nChanged 86 SP:Iteration 40F (2177.865189 sec): 3 clusters Score: Raw -1125259.495790 + Penalty 2085.949928 = -1123173.545862 nChanged 67 SP:Iteration 41Q (2177.986138 sec): 3 clusters Score: Raw -1125283.016936 + Penalty 2085.949928 = -1123197.067007 nChanged 45 SP:Iteration 42Q (2178.106560 sec): 3 clusters Score: Raw -1125294.352641 + Penalty 2085.949928 = -1123208.402712 nChanged 37 SP:Iteration 43Q (2178.239873 sec): 3 clusters Score: Raw -1125300.954366 + Penalty 2085.949928 = -1123215.004437 nChanged 23 SP:Iteration 44Q (2178.346290 sec): 3 clusters Score: Raw -1125303.886593 + Penalty 2085.949928 = -1123217.936664 nChanged 15 SP:Iteration 45Q (2178.478121 sec): 3 clusters Score: Raw -1125305.827588 + Penalty 2085.949928 = -1123219.877660 nChanged 16 SP:Iteration 46Q (2178.584825 sec): 3 clusters Score: Raw -1125307.922825 + Penalty 2085.949928 = -1123221.972897 nChanged 10 SP:Iteration 47Q (2178.709941 sec): 3 clusters Score: Raw -1125309.074103 + Penalty 2085.949928 = -1123223.124174 nChanged 7 SP:Iteration 48Q (2178.810433 sec): 3 clusters Score: Raw -1125309.576765 + Penalty 2085.949928 = -1123223.626836 nChanged 8 SP:Iteration 49Q (2178.934386 sec): 3 clusters Score: Raw -1125310.196061 + Penalty 2085.949928 = -1123224.246133 nChanged 7 SP:Iteration 50Q (2179.041959 sec): 3 clusters Score: Raw -1125310.812693 + Penalty 2085.949928 = -1123224.862765 nChanged 7 SP:Iteration 51Q (2179.160205 sec): 3 clusters Score: Raw -1125311.161824 + Penalty 2085.949928 = -1123225.211895 nChanged 5 SP:Iteration 52Q (2179.272400 sec): 3 clusters Score: Raw -1125311.577556 + Penalty 2085.949928 = -1123225.627627 nChanged 5 SP:Iteration 53Q (2179.404926 sec): 3 clusters Score: Raw -1125311.955445 + Penalty 2085.949928 = -1123226.005516 nChanged 6 SP:Iteration 54Q (2179.516069 sec): 3 clusters Score: Raw -1125312.399365 + Penalty 2085.949928 = -1123226.449436 nChanged 4 SP:Iteration 55Q (2179.614625 sec): 3 clusters Score: Raw -1125312.632266 + Penalty 2085.949928 = -1123226.682338 nChanged 4 SP:Iteration 56Q (2179.732837 sec): 3 clusters Score: Raw -1125312.969022 + Penalty 2085.949928 = -1123227.019094 nChanged 3 SP:Iteration 57Q (2179.838172 sec): 3 clusters Score: Raw -1125313.135629 + Penalty 2085.949928 = -1123227.185701 nChanged 4 SP:Iteration 58Q (2179.935724 sec): 3 clusters Score: Raw -1125313.387845 + Penalty 2085.949928 = -1123227.437916 nChanged 2 SP:Iteration 59Q (2180.044017 sec): 3 clusters Score: Raw -1125313.517065 + Penalty 2085.949928 = -1123227.567137 nChanged 2 SP:Iteration 60F (2180.175845 sec): 3 clusters Score: Raw -1125313.601164 + Penalty 2085.949928 = -1123227.651235 nChanged 2 SP:Iteration 61Q (2180.288861 sec): 3 clusters Score: Raw -1125313.693483 + Penalty 2085.949928 = -1123227.743555 nChanged 1 SP:Iteration 62Q (2180.407436 sec): 3 clusters Score: Raw -1125313.713271 + Penalty 2085.949928 = -1123227.763342 nChanged 1 SP:Iteration 63Q (2180.518344 sec): 3 clusters Score: Raw -1125313.760670 + Penalty 2085.949928 = -1123227.810741 nChanged 1 SP:Iteration 64Q (2180.618771 sec): 3 clusters Score: Raw -1125313.783771 + Penalty 2085.949928 = -1123227.833842 nChanged 0 SP:Iteration 65F (2180.721858 sec): 3 clusters Score: Raw -1125313.783771 + Penalty 2085.949928 = -1123227.833842 nChanged 0 Score: Raw -1994546.228088 + Penalty 13383.916901 = -1981162.311188 Splitting cluster 8 changes total score from -1974945.710585 to -1981162.311188 So it's getting split into cluster 12. Iteration 20F (2182.292359 sec): 13 clusters Score: Raw -1996665.471967 + Penalty 13383.916901 = -1983281.555067 nChanged 2483 Iteration 21F (2183.265564 sec): 13 clusters Score: Raw -1997858.427972 + Penalty 13383.916901 = -1984474.511071 nChanged 976 Iteration 22Q (2184.125563 sec): 13 clusters Score: Raw -1998302.895059 + Penalty 13383.916901 = -1984918.978158 nChanged 644 Iteration 23Q (2184.961654 sec): 13 clusters Score: Raw -1998592.721476 + Penalty 13383.916901 = -1985208.804575 nChanged 502 Iteration 24Q (2185.824347 sec): 13 clusters Score: Raw -1998796.386179 + Penalty 13383.916901 = -1985412.469278 nChanged 417 Iteration 25Q (2186.694422 sec): 13 clusters Score: Raw -1998952.767033 + Penalty 13383.916901 = -1985568.850132 nChanged 359 Iteration 26Q (2187.492131 sec): 13 clusters Score: Raw -1999071.646170 + Penalty 13383.916901 = -1985687.729269 nChanged 316 Iteration 27Q (2188.338667 sec): 13 clusters Score: Raw -1999163.457700 + Penalty 13383.916901 = -1985779.540799 nChanged 259 Iteration 28Q (2189.245375 sec): 13 clusters Score: Raw -1999229.988872 + Penalty 13383.916901 = -1985846.071971 nChanged 223 Iteration 29Q (2190.037420 sec): 13 clusters Score: Raw -1999279.274226 + Penalty 13383.916901 = -1985895.357326 nChanged 169 Iteration 30Q (2190.845686 sec): 13 clusters Score: Raw -1999315.273402 + Penalty 13383.916901 = -1985931.356502 nChanged 145 Iteration 31Q (2191.419154 sec): 13 clusters Score: Raw -1999346.659512 + Penalty 13383.916901 = -1985962.742611 nChanged 108 Iteration 32Q (2192.011392 sec): 13 clusters Score: Raw -1999370.040848 + Penalty 13383.916901 = -1985986.123947 nChanged 104 Iteration 33Q (2192.697497 sec): 13 clusters Score: Raw -1999389.939364 + Penalty 13383.916901 = -1986006.022463 nChanged 87 Iteration 34Q (2193.358621 sec): 13 clusters Score: Raw -1999401.778796 + Penalty 13383.916901 = -1986017.861896 nChanged 69 Iteration 35Q (2194.005220 sec): 13 clusters Score: Raw -1999411.966458 + Penalty 13383.916901 = -1986028.049558 nChanged 51 Iteration 36Q (2194.673568 sec): 13 clusters Score: Raw -1999420.072348 + Penalty 13383.916901 = -1986036.155447 nChanged 48 Iteration 37Q (2195.351585 sec): 13 clusters Score: Raw -1999427.312507 + Penalty 13383.916901 = -1986043.395606 nChanged 40 Iteration 38Q (2196.018739 sec): 13 clusters Score: Raw -1999433.012797 + Penalty 13383.916901 = -1986049.095897 nChanged 30 Iteration 39Q (2196.683521 sec): 13 clusters Score: Raw -1999437.745935 + Penalty 13383.916901 = -1986053.829035 nChanged 31 Iteration 40F (2197.463516 sec): 13 clusters Score: Raw -1999442.243104 + Penalty 13383.916901 = -1986058.326203 nChanged 29 Iteration 41Q (2198.267431 sec): 13 clusters Score: Raw -1999445.226054 + Penalty 13383.916901 = -1986061.309154 nChanged 27 Iteration 42Q (2199.104124 sec): 13 clusters Score: Raw -1999448.438383 + Penalty 13383.916901 = -1986064.521483 nChanged 23 Iteration 43Q (2199.954996 sec): 13 clusters Score: Raw -1999451.386236 + Penalty 13383.916901 = -1986067.469335 nChanged 28 Iteration 44Q (2200.443184 sec): 13 clusters Score: Raw -1999454.509450 + Penalty 13383.916901 = -1986070.592549 nChanged 28 Iteration 45Q (2201.299396 sec): 13 clusters Score: Raw -1999457.574368 + Penalty 13383.916901 = -1986073.657467 nChanged 25 Iteration 46Q (2202.126764 sec): 13 clusters Score: Raw -1999460.278239 + Penalty 13383.916901 = -1986076.361338 nChanged 21 Iteration 47Q (2202.942533 sec): 13 clusters Score: Raw -1999462.130548 + Penalty 13383.916901 = -1986078.213648 nChanged 6 Iteration 48Q (2203.734292 sec): 13 clusters Score: Raw -1999462.618656 + Penalty 13383.916901 = -1986078.701755 nChanged 3 Iteration 49Q (2204.520211 sec): 13 clusters Score: Raw -1999463.085066 + Penalty 13383.916901 = -1986079.168166 nChanged 5 Iteration 50Q (2205.212716 sec): 13 clusters Score: Raw -1999463.642663 + Penalty 13383.916901 = -1986079.725763 nChanged 6 Iteration 51Q (2205.897945 sec): 13 clusters Score: Raw -1999464.372184 + Penalty 13383.916901 = -1986080.455283 nChanged 5 Iteration 52Q (2206.586483 sec): 13 clusters Score: Raw -1999464.767930 + Penalty 13383.916901 = -1986080.851030 nChanged 5 Iteration 53Q (2207.278646 sec): 13 clusters Score: Raw -1999465.027585 + Penalty 13383.916901 = -1986081.110684 nChanged 2 Iteration 54Q (2207.948510 sec): 13 clusters Score: Raw -1999465.175251 + Penalty 13383.916901 = -1986081.258350 nChanged 1 Iteration 55Q (2208.629648 sec): 13 clusters Score: Raw -1999465.241478 + Penalty 13383.916901 = -1986081.324577 nChanged 0 Iteration 56F (2209.388289 sec): 13 clusters Score: Raw -1999465.241478 + Penalty 13383.916901 = -1986081.324577 nChanged 0 Compute initial score before splitting: Score: Raw -1999465.241478 + Penalty 13383.916901 = -1986081.324577 Trying to split cluster 1 (2419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2209.467846 sec): 2 clusters Score: Raw -106566.774655 + Penalty 818.066499 = -105748.708157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2209.527511 sec): 3 clusters Score: Raw -105391.710521 + Penalty 1636.132997 = -103755.577523 nChanged 962 SP:Iteration 1F (2209.614235 sec): 3 clusters Score: Raw -106087.184524 + Penalty 1636.132997 = -104451.051526 nChanged 234 SP:Iteration 2F (2209.701061 sec): 3 clusters Score: Raw -106298.990023 + Penalty 1636.132997 = -104662.857025 nChanged 167 SP:Iteration 3F (2209.777838 sec): 3 clusters Score: Raw -106456.410484 + Penalty 1636.132997 = -104820.277487 nChanged 150 SP:Iteration 4F (2209.853236 sec): 3 clusters Score: Raw -106619.909426 + Penalty 1636.132997 = -104983.776428 nChanged 132 SP:Iteration 5F (2209.936251 sec): 3 clusters Score: Raw -106781.185068 + Penalty 1636.132997 = -105145.052071 nChanged 146 SP:Iteration 6F (2210.012896 sec): 3 clusters Score: Raw -106969.794344 + Penalty 1636.132997 = -105333.661346 nChanged 125 SP:Iteration 7F (2210.086472 sec): 3 clusters Score: Raw -107128.909378 + Penalty 1636.132997 = -105492.776381 nChanged 109 SP:Iteration 8Q (2210.155220 sec): 3 clusters Score: Raw -107306.485468 + Penalty 1636.132997 = -105670.352470 nChanged 91 SP:Iteration 9Q (2210.235230 sec): 3 clusters Score: Raw -107482.280640 + Penalty 1636.132997 = -105846.147642 nChanged 90 SP:Iteration 10Q (2210.322371 sec): 3 clusters Score: Raw -107670.226503 + Penalty 1636.132997 = -106034.093506 nChanged 91 SP:Iteration 11Q (2210.377157 sec): 3 clusters Score: Raw -107846.507179 + Penalty 1636.132997 = -106210.374182 nChanged 68 SP:Iteration 12Q (2210.460140 sec): 3 clusters Score: Raw -107958.557828 + Penalty 1636.132997 = -106322.424830 nChanged 44 SP:Iteration 13Q (2210.539861 sec): 3 clusters Score: Raw -108006.951898 + Penalty 1636.132997 = -106370.818901 nChanged 37 SP:Iteration 14Q (2210.612133 sec): 3 clusters Score: Raw -108054.644591 + Penalty 1636.132997 = -106418.511594 nChanged 30 SP:Iteration 15Q (2210.697365 sec): 3 clusters Score: Raw -108075.601814 + Penalty 1636.132997 = -106439.468817 nChanged 15 SP:Iteration 16Q (2210.759150 sec): 3 clusters Score: Raw -108082.588987 + Penalty 1636.132997 = -106446.455990 nChanged 7 SP:Iteration 17Q (2210.850026 sec): 3 clusters Score: Raw -108085.965610 + Penalty 1636.132997 = -106449.832612 nChanged 7 SP:Iteration 18Q (2210.902928 sec): 3 clusters Score: Raw -108089.845791 + Penalty 1636.132997 = -106453.712794 nChanged 3 SP:Iteration 19Q (2210.991858 sec): 3 clusters Score: Raw -108091.193621 + Penalty 1636.132997 = -106455.060623 nChanged 4 SP:Iteration 20F (2211.053846 sec): 3 clusters Score: Raw -108092.178529 + Penalty 1636.132997 = -106456.045532 nChanged 2 SP:Iteration 21Q (2211.150310 sec): 3 clusters Score: Raw -108092.790013 + Penalty 1636.132997 = -106456.657016 nChanged 2 SP:Iteration 22Q (2211.211927 sec): 3 clusters Score: Raw -108093.686019 + Penalty 1636.132997 = -106457.553022 nChanged 0 SP:Iteration 23F (2211.294161 sec): 3 clusters Score: Raw -108093.686019 + Penalty 1636.132997 = -106457.553022 nChanged 0 Score: Raw -2000992.152842 + Penalty 14499.243309 = -1986492.909533 Splitting cluster 1 changes total score from -1986081.324577 to -1986492.909533 So it's getting split into cluster 13. Trying to split cluster 2 (2638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2212.170673 sec): 2 clusters Score: Raw -122105.125521 + Penalty 827.166515 = -121277.959006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2212.250678 sec): 3 clusters Score: Raw -120821.709691 + Penalty 1654.333030 = -119167.376661 nChanged 1062 SP:Iteration 1F (2212.348991 sec): 3 clusters Score: Raw -121609.565964 + Penalty 1654.333030 = -119955.232934 nChanged 242 SP:Iteration 2F (2212.450225 sec): 3 clusters Score: Raw -121835.575446 + Penalty 1654.333030 = -120181.242416 nChanged 209 SP:Iteration 3F (2212.540796 sec): 3 clusters Score: Raw -122075.291493 + Penalty 1654.333030 = -120420.958463 nChanged 185 SP:Iteration 4F (2212.631210 sec): 3 clusters Score: Raw -122303.683586 + Penalty 1654.333030 = -120649.350556 nChanged 155 SP:Iteration 5F (2212.722420 sec): 3 clusters Score: Raw -122472.046554 + Penalty 1654.333030 = -120817.713524 nChanged 134 SP:Iteration 6F (2212.813240 sec): 3 clusters Score: Raw -122614.577650 + Penalty 1654.333030 = -120960.244620 nChanged 111 SP:Iteration 7Q (2212.904263 sec): 3 clusters Score: Raw -122762.945656 + Penalty 1654.333030 = -121108.612626 nChanged 95 SP:Iteration 8Q (2212.995306 sec): 3 clusters Score: Raw -122872.729787 + Penalty 1654.333030 = -121218.396757 nChanged 72 SP:Iteration 9Q (2213.086291 sec): 3 clusters Score: Raw -122931.194818 + Penalty 1654.333030 = -121276.861788 nChanged 59 SP:Iteration 10Q (2213.176755 sec): 3 clusters Score: Raw -122961.533906 + Penalty 1654.333030 = -121307.200876 nChanged 31 SP:Iteration 11Q (2213.267662 sec): 3 clusters Score: Raw -122974.232293 + Penalty 1654.333030 = -121319.899263 nChanged 24 SP:Iteration 12Q (2213.357990 sec): 3 clusters Score: Raw -122984.881199 + Penalty 1654.333030 = -121330.548169 nChanged 19 SP:Iteration 13Q (2213.438728 sec): 3 clusters Score: Raw -122990.276776 + Penalty 1654.333030 = -121335.943746 nChanged 9 SP:Iteration 14Q (2213.529962 sec): 3 clusters Score: Raw -122992.834160 + Penalty 1654.333030 = -121338.501130 nChanged 9 SP:Iteration 15Q (2213.628353 sec): 3 clusters Score: Raw -122995.121798 + Penalty 1654.333030 = -121340.788768 nChanged 9 SP:Iteration 16Q (2213.742540 sec): 3 clusters Score: Raw -122997.500706 + Penalty 1654.333030 = -121343.167676 nChanged 7 SP:Iteration 17Q (2213.816969 sec): 3 clusters Score: Raw -122999.289638 + Penalty 1654.333030 = -121344.956608 nChanged 6 SP:Iteration 18Q (2213.939475 sec): 3 clusters Score: Raw -123004.370567 + Penalty 1654.333030 = -121350.037537 nChanged 9 SP:Iteration 19Q (2214.051279 sec): 3 clusters Score: Raw -123009.240563 + Penalty 1654.333030 = -121354.907533 nChanged 8 SP:Iteration 20F (2214.135373 sec): 3 clusters Score: Raw -123012.835849 + Penalty 1654.333030 = -121358.502819 nChanged 3 SP:Iteration 21Q (2214.221414 sec): 3 clusters Score: Raw -123015.163649 + Penalty 1654.333030 = -121360.830619 nChanged 4 SP:Iteration 22Q (2214.305936 sec): 3 clusters Score: Raw -123016.177643 + Penalty 1654.333030 = -121361.844613 nChanged 4 SP:Iteration 23Q (2214.389870 sec): 3 clusters Score: Raw -123016.803025 + Penalty 1654.333030 = -121362.469995 nChanged 1 SP:Iteration 24Q (2214.474214 sec): 3 clusters Score: Raw -123016.994921 + Penalty 1654.333030 = -121362.661891 nChanged 2 SP:Iteration 25Q (2214.557780 sec): 3 clusters Score: Raw -123017.429187 + Penalty 1654.333030 = -121363.096157 nChanged 2 SP:Iteration 26Q (2214.630329 sec): 3 clusters Score: Raw -123017.970650 + Penalty 1654.333030 = -121363.637620 nChanged 2 SP:Iteration 27Q (2214.714118 sec): 3 clusters Score: Raw -123018.865593 + Penalty 1654.333030 = -121364.532563 nChanged 3 SP:Iteration 28Q (2214.798832 sec): 3 clusters Score: Raw -123019.259515 + Penalty 1654.333030 = -121364.926485 nChanged 3 SP:Iteration 29Q (2214.882463 sec): 3 clusters Score: Raw -123019.893074 + Penalty 1654.333030 = -121365.560044 nChanged 4 SP:Iteration 30Q (2214.975866 sec): 3 clusters Score: Raw -123020.666952 + Penalty 1654.333030 = -121366.333922 nChanged 1 SP:Iteration 31Q (2215.080499 sec): 3 clusters Score: Raw -123020.933494 + Penalty 1654.333030 = -121366.600464 nChanged 2 SP:Iteration 32Q (2215.167533 sec): 3 clusters Score: Raw -123021.390213 + Penalty 1654.333030 = -121367.057183 nChanged 2 SP:Iteration 33Q (2215.277637 sec): 3 clusters Score: Raw -123021.723721 + Penalty 1654.333030 = -121367.390691 nChanged 2 SP:Iteration 34Q (2215.360968 sec): 3 clusters Score: Raw -123023.258552 + Penalty 1654.333030 = -121368.925522 nChanged 4 SP:Iteration 35Q (2215.455326 sec): 3 clusters Score: Raw -123025.432066 + Penalty 1654.333030 = -121371.099036 nChanged 5 SP:Iteration 36Q (2215.558308 sec): 3 clusters Score: Raw -123026.755079 + Penalty 1654.333030 = -121372.422049 nChanged 2 SP:Iteration 37Q (2215.652377 sec): 3 clusters Score: Raw -123027.200580 + Penalty 1654.333030 = -121372.867550 nChanged 1 SP:Iteration 38Q (2215.734537 sec): 3 clusters Score: Raw -123027.471533 + Penalty 1654.333030 = -121373.138503 nChanged 4 SP:Iteration 39Q (2215.825385 sec): 3 clusters Score: Raw -123028.452522 + Penalty 1654.333030 = -121374.119492 nChanged 3 SP:Iteration 40F (2215.916202 sec): 3 clusters Score: Raw -123028.929773 + Penalty 1654.333030 = -121374.596743 nChanged 5 SP:Iteration 41Q (2216.006270 sec): 3 clusters Score: Raw -123029.848671 + Penalty 1654.333030 = -121375.515641 nChanged 3 SP:Iteration 42Q (2216.077361 sec): 3 clusters Score: Raw -123030.424292 + Penalty 1654.333030 = -121376.091262 nChanged 2 SP:Iteration 43Q (2216.168165 sec): 3 clusters Score: Raw -123030.944184 + Penalty 1654.333030 = -121376.611154 nChanged 2 SP:Iteration 44Q (2216.258847 sec): 3 clusters Score: Raw -123031.490363 + Penalty 1654.333030 = -121377.157333 nChanged 2 SP:Iteration 45Q (2216.349630 sec): 3 clusters Score: Raw -123031.983278 + Penalty 1654.333030 = -121377.650248 nChanged 3 SP:Iteration 46Q (2216.438695 sec): 3 clusters Score: Raw -123032.654730 + Penalty 1654.333030 = -121378.321700 nChanged 2 SP:Iteration 47Q (2216.528745 sec): 3 clusters Score: Raw -123033.576414 + Penalty 1654.333030 = -121379.243384 nChanged 1 SP:Iteration 48Q (2216.607455 sec): 3 clusters Score: Raw -123033.943405 + Penalty 1654.333030 = -121379.610375 nChanged 2 SP:Iteration 49Q (2216.693386 sec): 3 clusters Score: Raw -123034.776492 + Penalty 1654.333030 = -121380.443462 nChanged 1 SP:Iteration 50Q (2216.815707 sec): 3 clusters Score: Raw -123034.914231 + Penalty 1654.333030 = -121380.581201 nChanged 0 SP:Iteration 51F (2216.910840 sec): 3 clusters Score: Raw -123034.914231 + Penalty 1654.333030 = -121380.581201 nChanged 0 Score: Raw -2001921.941552 + Penalty 15614.569717 = -1986307.371835 Splitting cluster 2 changes total score from -1986081.324577 to -1986307.371835 So it's getting split into cluster 14. Trying to split cluster 3 (3461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2218.064724 sec): 2 clusters Score: Raw -162508.900044 + Penalty 855.677849 = -161653.222195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2218.197756 sec): 3 clusters Score: Raw -160645.866580 + Penalty 1711.355697 = -158934.510882 nChanged 1388 SP:Iteration 1F (2218.306192 sec): 3 clusters Score: Raw -161495.018676 + Penalty 1711.355697 = -159783.662979 nChanged 271 SP:Iteration 2F (2218.421101 sec): 3 clusters Score: Raw -161708.939814 + Penalty 1711.355697 = -159997.584117 nChanged 272 SP:Iteration 3F (2218.497369 sec): 3 clusters Score: Raw -161961.216681 + Penalty 1711.355697 = -160249.860984 nChanged 237 SP:Iteration 4F (2218.599343 sec): 3 clusters Score: Raw -162170.220160 + Penalty 1711.355697 = -160458.864463 nChanged 204 SP:Iteration 5F (2218.693040 sec): 3 clusters Score: Raw -162343.978573 + Penalty 1711.355697 = -160632.622876 nChanged 173 SP:Iteration 6Q (2218.782900 sec): 3 clusters Score: Raw -162484.105024 + Penalty 1711.355697 = -160772.749326 nChanged 135 SP:Iteration 7Q (2218.875859 sec): 3 clusters Score: Raw -162592.499177 + Penalty 1711.355697 = -160881.143480 nChanged 112 SP:Iteration 8Q (2218.970125 sec): 3 clusters Score: Raw -162666.238873 + Penalty 1711.355697 = -160954.883176 nChanged 97 SP:Iteration 9Q (2219.065315 sec): 3 clusters Score: Raw -162721.991101 + Penalty 1711.355697 = -161010.635404 nChanged 89 SP:Iteration 10Q (2219.183819 sec): 3 clusters Score: Raw -162766.463498 + Penalty 1711.355697 = -161055.107801 nChanged 64 SP:Iteration 11Q (2219.287393 sec): 3 clusters Score: Raw -162796.298140 + Penalty 1711.355697 = -161084.942443 nChanged 63 SP:Iteration 12Q (2219.403616 sec): 3 clusters Score: Raw -162818.812371 + Penalty 1711.355697 = -161107.456673 nChanged 46 SP:Iteration 13Q (2219.509237 sec): 3 clusters Score: Raw -162835.543005 + Penalty 1711.355697 = -161124.187308 nChanged 40 SP:Iteration 14Q (2219.598211 sec): 3 clusters Score: Raw -162848.764373 + Penalty 1711.355697 = -161137.408676 nChanged 31 SP:Iteration 15Q (2219.700771 sec): 3 clusters Score: Raw -162859.197146 + Penalty 1711.355697 = -161147.841449 nChanged 25 SP:Iteration 16Q (2219.793014 sec): 3 clusters Score: Raw -162865.234347 + Penalty 1711.355697 = -161153.878650 nChanged 16 SP:Iteration 17Q (2219.908611 sec): 3 clusters Score: Raw -162869.326245 + Penalty 1711.355697 = -161157.970548 nChanged 17 SP:Iteration 18Q (2220.002836 sec): 3 clusters Score: Raw -162873.702450 + Penalty 1711.355697 = -161162.346753 nChanged 19 SP:Iteration 19Q (2220.094117 sec): 3 clusters Score: Raw -162879.079598 + Penalty 1711.355697 = -161167.723901 nChanged 22 SP:Iteration 20F (2220.190998 sec): 3 clusters Score: Raw -162885.656872 + Penalty 1711.355697 = -161174.301175 nChanged 15 SP:Iteration 21Q (2220.272007 sec): 3 clusters Score: Raw -162889.821849 + Penalty 1711.355697 = -161178.466152 nChanged 12 SP:Iteration 22Q (2220.382213 sec): 3 clusters Score: Raw -162895.782259 + Penalty 1711.355697 = -161184.426562 nChanged 17 SP:Iteration 23Q (2220.476988 sec): 3 clusters Score: Raw -162903.441404 + Penalty 1711.355697 = -161192.085707 nChanged 21 SP:Iteration 24Q (2220.562160 sec): 3 clusters Score: Raw -162911.553518 + Penalty 1711.355697 = -161200.197821 nChanged 24 SP:Iteration 25Q (2220.639213 sec): 3 clusters Score: Raw -162919.124995 + Penalty 1711.355697 = -161207.769298 nChanged 18 SP:Iteration 26Q (2220.706917 sec): 3 clusters Score: Raw -162925.564667 + Penalty 1711.355697 = -161214.208970 nChanged 20 SP:Iteration 27Q (2220.795164 sec): 3 clusters Score: Raw -162933.250014 + Penalty 1711.355697 = -161221.894317 nChanged 25 SP:Iteration 28Q (2220.883470 sec): 3 clusters Score: Raw -162944.674117 + Penalty 1711.355697 = -161233.318419 nChanged 30 SP:Iteration 29Q (2220.955492 sec): 3 clusters Score: Raw -162960.482956 + Penalty 1711.355697 = -161249.127259 nChanged 26 SP:Iteration 30Q (2221.041454 sec): 3 clusters Score: Raw -162976.265124 + Penalty 1711.355697 = -161264.909427 nChanged 32 SP:Iteration 31Q (2221.124191 sec): 3 clusters Score: Raw -162998.218227 + Penalty 1711.355697 = -161286.862530 nChanged 33 SP:Iteration 32Q (2221.213601 sec): 3 clusters Score: Raw -163022.872917 + Penalty 1711.355697 = -161311.517219 nChanged 43 SP:Iteration 33Q (2221.298768 sec): 3 clusters Score: Raw -163053.917173 + Penalty 1711.355697 = -161342.561476 nChanged 41 SP:Iteration 34Q (2221.376953 sec): 3 clusters Score: Raw -163080.484001 + Penalty 1711.355697 = -161369.128304 nChanged 36 SP:Iteration 35Q (2221.440725 sec): 3 clusters Score: Raw -163104.894027 + Penalty 1711.355697 = -161393.538330 nChanged 48 SP:Iteration 36Q (2221.536983 sec): 3 clusters Score: Raw -163125.996126 + Penalty 1711.355697 = -161414.640429 nChanged 40 SP:Iteration 37Q (2221.618173 sec): 3 clusters Score: Raw -163143.376642 + Penalty 1711.355697 = -161432.020945 nChanged 32 SP:Iteration 38Q (2221.698423 sec): 3 clusters Score: Raw -163158.435939 + Penalty 1711.355697 = -161447.080241 nChanged 29 SP:Iteration 39Q (2221.770732 sec): 3 clusters Score: Raw -163169.161491 + Penalty 1711.355697 = -161457.805793 nChanged 24 SP:Iteration 40F (2221.850696 sec): 3 clusters Score: Raw -163175.629586 + Penalty 1711.355697 = -161464.273889 nChanged 17 SP:Iteration 41Q (2221.927450 sec): 3 clusters Score: Raw -163180.983294 + Penalty 1711.355697 = -161469.627596 nChanged 20 SP:Iteration 42Q (2222.012079 sec): 3 clusters Score: Raw -163185.946646 + Penalty 1711.355697 = -161474.590949 nChanged 13 SP:Iteration 43Q (2222.084440 sec): 3 clusters Score: Raw -163190.210917 + Penalty 1711.355697 = -161478.855220 nChanged 11 SP:Iteration 44Q (2222.149301 sec): 3 clusters Score: Raw -163194.502995 + Penalty 1711.355697 = -161483.147297 nChanged 11 SP:Iteration 45Q (2222.232098 sec): 3 clusters Score: Raw -163196.976644 + Penalty 1711.355697 = -161485.620947 nChanged 11 SP:Iteration 46Q (2222.304257 sec): 3 clusters Score: Raw -163200.751590 + Penalty 1711.355697 = -161489.395893 nChanged 13 SP:Iteration 47Q (2222.374407 sec): 3 clusters Score: Raw -163205.144412 + Penalty 1711.355697 = -161493.788715 nChanged 17 SP:Iteration 48Q (2222.453055 sec): 3 clusters Score: Raw -163210.724077 + Penalty 1711.355697 = -161499.368380 nChanged 13 SP:Iteration 49Q (2222.534119 sec): 3 clusters Score: Raw -163213.715054 + Penalty 1711.355697 = -161502.359357 nChanged 4 SP:Iteration 50Q (2222.614729 sec): 3 clusters Score: Raw -163214.772543 + Penalty 1711.355697 = -161503.416845 nChanged 5 SP:Iteration 51Q (2222.683860 sec): 3 clusters Score: Raw -163215.967124 + Penalty 1711.355697 = -161504.611426 nChanged 6 SP:Iteration 52Q (2222.783187 sec): 3 clusters Score: Raw -163217.908798 + Penalty 1711.355697 = -161506.553101 nChanged 7 SP:Iteration 53Q (2222.870678 sec): 3 clusters Score: Raw -163220.213074 + Penalty 1711.355697 = -161508.857377 nChanged 7 SP:Iteration 54Q (2222.938612 sec): 3 clusters Score: Raw -163222.444528 + Penalty 1711.355697 = -161511.088831 nChanged 12 SP:Iteration 55Q (2223.019700 sec): 3 clusters Score: Raw -163226.212581 + Penalty 1711.355697 = -161514.856884 nChanged 10 SP:Iteration 56Q (2223.090860 sec): 3 clusters Score: Raw -163230.008777 + Penalty 1711.355697 = -161518.653080 nChanged 10 SP:Iteration 57Q (2223.191298 sec): 3 clusters Score: Raw -163233.756160 + Penalty 1711.355697 = -161522.400462 nChanged 8 SP:Iteration 58Q (2223.252485 sec): 3 clusters Score: Raw -163235.748119 + Penalty 1711.355697 = -161524.392422 nChanged 6 SP:Iteration 59Q (2223.352058 sec): 3 clusters Score: Raw -163237.104605 + Penalty 1711.355697 = -161525.748908 nChanged 5 SP:Iteration 60F (2223.419779 sec): 3 clusters Score: Raw -163237.850244 + Penalty 1711.355697 = -161526.494547 nChanged 6 SP:Iteration 61Q (2223.486006 sec): 3 clusters Score: Raw -163239.088650 + Penalty 1711.355697 = -161527.732953 nChanged 0 SP:Iteration 62F (2223.566960 sec): 3 clusters Score: Raw -163239.088650 + Penalty 1711.355697 = -161527.732953 nChanged 0 Trying to split cluster 4 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2223.610057 sec): 2 clusters Score: Raw -37581.098329 + Penalty 712.605280 = -36868.493049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2223.684369 sec): 3 clusters Score: Raw -37259.910002 + Penalty 1425.210560 = -35834.699442 nChanged 305 SP:Iteration 1F (2223.748529 sec): 3 clusters Score: Raw -37615.166316 + Penalty 1425.210560 = -36189.955756 nChanged 108 SP:Iteration 2F (2223.845991 sec): 3 clusters Score: Raw -37783.412896 + Penalty 1425.210560 = -36358.202336 nChanged 66 SP:Iteration 3F (2223.916697 sec): 3 clusters Score: Raw -37899.699331 + Penalty 1425.210560 = -36474.488772 nChanged 56 SP:Iteration 4F (2223.974969 sec): 3 clusters Score: Raw -37977.711776 + Penalty 1425.210560 = -36552.501216 nChanged 30 SP:Iteration 5Q (2224.072319 sec): 3 clusters Score: Raw -38021.405552 + Penalty 1425.210560 = -36596.194992 nChanged 16 SP:Iteration 6Q (2224.140483 sec): 3 clusters Score: Raw -38036.799108 + Penalty 1425.210560 = -36611.588549 nChanged 6 SP:Iteration 7Q (2224.226143 sec): 3 clusters Score: Raw -38044.484909 + Penalty 1425.210560 = -36619.274349 nChanged 8 SP:Iteration 8Q (2224.295339 sec): 3 clusters Score: Raw -38055.959308 + Penalty 1425.210560 = -36630.748749 nChanged 10 SP:Iteration 9Q (2224.359730 sec): 3 clusters Score: Raw -38062.655786 + Penalty 1425.210560 = -36637.445226 nChanged 8 SP:Iteration 10Q (2224.447913 sec): 3 clusters Score: Raw -38070.860829 + Penalty 1425.210560 = -36645.650269 nChanged 6 SP:Iteration 11Q (2224.514830 sec): 3 clusters Score: Raw -38077.238925 + Penalty 1425.210560 = -36652.028365 nChanged 4 SP:Iteration 12Q (2224.601706 sec): 3 clusters Score: Raw -38079.424477 + Penalty 1425.210560 = -36654.213917 nChanged 3 SP:Iteration 13Q (2224.664437 sec): 3 clusters Score: Raw -38080.711585 + Penalty 1425.210560 = -36655.501025 nChanged 2 SP:Iteration 14Q (2224.752216 sec): 3 clusters Score: Raw -38082.769045 + Penalty 1425.210560 = -36657.558485 nChanged 3 SP:Iteration 15Q (2224.839503 sec): 3 clusters Score: Raw -38085.294307 + Penalty 1425.210560 = -36660.083747 nChanged 0 SP:Iteration 16F (2224.905594 sec): 3 clusters Score: Raw -38085.294307 + Penalty 1425.210560 = -36660.083747 nChanged 0 Trying to split cluster 5 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2224.958021 sec): 2 clusters Score: Raw -26624.476173 + Penalty 689.648181 = -25934.827993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2225.028853 sec): 3 clusters Score: Raw -26443.101570 + Penalty 1379.296361 = -25063.805208 nChanged 232 SP:Iteration 1F (2225.105556 sec): 3 clusters Score: Raw -26898.155224 + Penalty 1379.296361 = -25518.858863 nChanged 87 SP:Iteration 2F (2225.177720 sec): 3 clusters Score: Raw -27079.406688 + Penalty 1379.296361 = -25700.110327 nChanged 55 SP:Iteration 3F (2225.271746 sec): 3 clusters Score: Raw -27170.099962 + Penalty 1379.296361 = -25790.803601 nChanged 29 SP:Iteration 4Q (2225.344476 sec): 3 clusters Score: Raw -27249.557086 + Penalty 1379.296361 = -25870.260725 nChanged 18 SP:Iteration 5Q (2225.418969 sec): 3 clusters Score: Raw -27302.015121 + Penalty 1379.296361 = -25922.718760 nChanged 13 SP:Iteration 6Q (2225.498747 sec): 3 clusters Score: Raw -27324.758907 + Penalty 1379.296361 = -25945.462546 nChanged 7 SP:Iteration 7Q (2225.586589 sec): 3 clusters Score: Raw -27335.555803 + Penalty 1379.296361 = -25956.259442 nChanged 4 SP:Iteration 8Q (2225.665515 sec): 3 clusters Score: Raw -27340.550493 + Penalty 1379.296361 = -25961.254132 nChanged 4 SP:Iteration 9Q (2225.725110 sec): 3 clusters Score: Raw -27344.329306 + Penalty 1379.296361 = -25965.032945 nChanged 2 SP:Iteration 10Q (2225.798752 sec): 3 clusters Score: Raw -27347.646875 + Penalty 1379.296361 = -25968.350514 nChanged 2 SP:Iteration 11Q (2225.882235 sec): 3 clusters Score: Raw -27348.462028 + Penalty 1379.296361 = -25969.165667 nChanged 1 SP:Iteration 12Q (2225.955951 sec): 3 clusters Score: Raw -27349.309580 + Penalty 1379.296361 = -25970.013219 nChanged 1 SP:Iteration 13Q (2226.024604 sec): 3 clusters Score: Raw -27350.313848 + Penalty 1379.296361 = -25971.017487 nChanged 2 SP:Iteration 14Q (2226.103150 sec): 3 clusters Score: Raw -27354.762757 + Penalty 1379.296361 = -25975.466396 nChanged 0 SP:Iteration 15F (2226.190741 sec): 3 clusters Score: Raw -27354.762757 + Penalty 1379.296361 = -25975.466396 nChanged 0 Score: Raw -2002652.228136 + Penalty 16729.896126 = -1985922.332011 Splitting cluster 5 changes total score from -1986081.324577 to -1985922.332011 So it's not getting split. Trying to split cluster 6 (1473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2227.452047 sec): 2 clusters Score: Raw -76724.146790 + Penalty 765.980924 = -75958.165866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2227.519885 sec): 3 clusters Score: Raw -76031.923279 + Penalty 1531.961847 = -74499.961432 nChanged 562 SP:Iteration 1F (2227.610207 sec): 3 clusters Score: Raw -76394.134195 + Penalty 1531.961847 = -74862.172347 nChanged 145 SP:Iteration 2F (2227.726855 sec): 3 clusters Score: Raw -76512.631442 + Penalty 1531.961847 = -74980.669594 nChanged 87 SP:Iteration 3F (2227.815429 sec): 3 clusters Score: Raw -76583.584659 + Penalty 1531.961847 = -75051.622811 nChanged 66 SP:Iteration 4Q (2227.910613 sec): 3 clusters Score: Raw -76636.966901 + Penalty 1531.961847 = -75105.005054 nChanged 49 SP:Iteration 5Q (2228.023591 sec): 3 clusters Score: Raw -76679.305055 + Penalty 1531.961847 = -75147.343208 nChanged 42 SP:Iteration 6Q (2228.115679 sec): 3 clusters Score: Raw -76717.809525 + Penalty 1531.961847 = -75185.847678 nChanged 47 SP:Iteration 7Q (2228.198925 sec): 3 clusters Score: Raw -76745.665708 + Penalty 1531.961847 = -75213.703861 nChanged 24 SP:Iteration 8Q (2228.282902 sec): 3 clusters Score: Raw -76760.440627 + Penalty 1531.961847 = -75228.478779 nChanged 22 SP:Iteration 9Q (2228.360397 sec): 3 clusters Score: Raw -76780.569530 + Penalty 1531.961847 = -75248.607682 nChanged 24 SP:Iteration 10Q (2228.443820 sec): 3 clusters Score: Raw -76801.424776 + Penalty 1531.961847 = -75269.462929 nChanged 20 SP:Iteration 11Q (2228.527651 sec): 3 clusters Score: Raw -76818.473349 + Penalty 1531.961847 = -75286.511502 nChanged 24 SP:Iteration 12Q (2228.610629 sec): 3 clusters Score: Raw -76838.692931 + Penalty 1531.961847 = -75306.731084 nChanged 15 SP:Iteration 13Q (2228.693745 sec): 3 clusters Score: Raw -76847.018045 + Penalty 1531.961847 = -75315.056197 nChanged 9 SP:Iteration 14Q (2228.792786 sec): 3 clusters Score: Raw -76852.946841 + Penalty 1531.961847 = -75320.984994 nChanged 7 SP:Iteration 15Q (2228.883623 sec): 3 clusters Score: Raw -76856.553486 + Penalty 1531.961847 = -75324.591638 nChanged 7 SP:Iteration 16Q (2228.966859 sec): 3 clusters Score: Raw -76861.327483 + Penalty 1531.961847 = -75329.365635 nChanged 7 SP:Iteration 17Q (2229.045650 sec): 3 clusters Score: Raw -76865.210381 + Penalty 1531.961847 = -75333.248534 nChanged 5 SP:Iteration 18Q (2229.121551 sec): 3 clusters Score: Raw -76866.940365 + Penalty 1531.961847 = -75334.978518 nChanged 4 SP:Iteration 19Q (2229.217897 sec): 3 clusters Score: Raw -76868.728286 + Penalty 1531.961847 = -75336.766439 nChanged 2 SP:Iteration 20F (2229.314199 sec): 3 clusters Score: Raw -76869.481825 + Penalty 1531.961847 = -75337.519978 nChanged 2 SP:Iteration 21Q (2229.432109 sec): 3 clusters Score: Raw -76870.593309 + Penalty 1531.961847 = -75338.631461 nChanged 4 SP:Iteration 22Q (2229.516450 sec): 3 clusters Score: Raw -76873.772070 + Penalty 1531.961847 = -75341.810222 nChanged 6 SP:Iteration 23Q (2229.610720 sec): 3 clusters Score: Raw -76878.116708 + Penalty 1531.961847 = -75346.154861 nChanged 4 SP:Iteration 24Q (2229.680053 sec): 3 clusters Score: Raw -76880.300109 + Penalty 1531.961847 = -75348.338261 nChanged 4 SP:Iteration 25Q (2229.780854 sec): 3 clusters Score: Raw -76883.054815 + Penalty 1531.961847 = -75351.092967 nChanged 4 SP:Iteration 26Q (2229.859191 sec): 3 clusters Score: Raw -76886.752337 + Penalty 1531.961847 = -75354.790489 nChanged 4 SP:Iteration 27Q (2229.947988 sec): 3 clusters Score: Raw -76889.682551 + Penalty 1531.961847 = -75357.720703 nChanged 6 SP:Iteration 28Q (2230.034185 sec): 3 clusters Score: Raw -76893.637994 + Penalty 1531.961847 = -75361.676147 nChanged 2 SP:Iteration 29Q (2230.144006 sec): 3 clusters Score: Raw -76894.409854 + Penalty 1531.961847 = -75362.448006 nChanged 2 SP:Iteration 30Q (2230.199589 sec): 3 clusters Score: Raw -76895.119105 + Penalty 1531.961847 = -75363.157258 nChanged 1 SP:Iteration 31Q (2230.288527 sec): 3 clusters Score: Raw -76896.117500 + Penalty 1531.961847 = -75364.155652 nChanged 2 SP:Iteration 32Q (2230.363047 sec): 3 clusters Score: Raw -76897.092740 + Penalty 1531.961847 = -75365.130893 nChanged 1 SP:Iteration 33Q (2230.451762 sec): 3 clusters Score: Raw -76897.805903 + Penalty 1531.961847 = -75365.844056 nChanged 0 SP:Iteration 34F (2230.520554 sec): 3 clusters Score: Raw -76897.805903 + Penalty 1531.961847 = -75365.844056 nChanged 0 Trying to split cluster 7 (3153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2230.571527 sec): 2 clusters Score: Raw -152447.756777 + Penalty 845.891514 = -151601.865263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2230.667578 sec): 3 clusters Score: Raw -150850.415559 + Penalty 1691.783029 = -149158.632530 nChanged 1246 SP:Iteration 1F (2230.766738 sec): 3 clusters Score: Raw -151804.670720 + Penalty 1691.783029 = -150112.887692 nChanged 346 SP:Iteration 2F (2230.856730 sec): 3 clusters Score: Raw -152180.085544 + Penalty 1691.783029 = -150488.302516 nChanged 266 SP:Iteration 3F (2230.949705 sec): 3 clusters Score: Raw -152449.555366 + Penalty 1691.783029 = -150757.772338 nChanged 201 SP:Iteration 4F (2231.041895 sec): 3 clusters Score: Raw -152605.215631 + Penalty 1691.783029 = -150913.432602 nChanged 131 SP:Iteration 5Q (2231.134187 sec): 3 clusters Score: Raw -152691.199502 + Penalty 1691.783029 = -150999.416474 nChanged 80 SP:Iteration 6Q (2231.225699 sec): 3 clusters Score: Raw -152740.785296 + Penalty 1691.783029 = -151049.002268 nChanged 65 SP:Iteration 7Q (2231.336837 sec): 3 clusters Score: Raw -152778.185641 + Penalty 1691.783029 = -151086.402612 nChanged 43 SP:Iteration 8Q (2231.411294 sec): 3 clusters Score: Raw -152796.460567 + Penalty 1691.783029 = -151104.677539 nChanged 37 SP:Iteration 9Q (2231.495901 sec): 3 clusters Score: Raw -152808.245588 + Penalty 1691.783029 = -151116.462560 nChanged 27 SP:Iteration 10Q (2231.590192 sec): 3 clusters Score: Raw -152817.468609 + Penalty 1691.783029 = -151125.685581 nChanged 27 SP:Iteration 11Q (2231.682739 sec): 3 clusters Score: Raw -152824.884026 + Penalty 1691.783029 = -151133.100997 nChanged 25 SP:Iteration 12Q (2231.769842 sec): 3 clusters Score: Raw -152834.080305 + Penalty 1691.783029 = -151142.297276 nChanged 18 SP:Iteration 13Q (2231.857120 sec): 3 clusters Score: Raw -152841.282909 + Penalty 1691.783029 = -151149.499880 nChanged 18 SP:Iteration 14Q (2231.939481 sec): 3 clusters Score: Raw -152848.033184 + Penalty 1691.783029 = -151156.250155 nChanged 15 SP:Iteration 15Q (2232.026889 sec): 3 clusters Score: Raw -152852.177584 + Penalty 1691.783029 = -151160.394555 nChanged 17 SP:Iteration 16Q (2232.125254 sec): 3 clusters Score: Raw -152857.372563 + Penalty 1691.783029 = -151165.589535 nChanged 12 SP:Iteration 17Q (2232.226540 sec): 3 clusters Score: Raw -152860.640438 + Penalty 1691.783029 = -151168.857409 nChanged 13 SP:Iteration 18Q (2232.339032 sec): 3 clusters Score: Raw -152864.646218 + Penalty 1691.783029 = -151172.863190 nChanged 12 SP:Iteration 19Q (2232.407902 sec): 3 clusters Score: Raw -152867.452625 + Penalty 1691.783029 = -151175.669596 nChanged 10 SP:Iteration 20F (2232.485788 sec): 3 clusters Score: Raw -152870.767334 + Penalty 1691.783029 = -151178.984305 nChanged 10 SP:Iteration 21Q (2232.594895 sec): 3 clusters Score: Raw -152873.078441 + Penalty 1691.783029 = -151181.295413 nChanged 11 SP:Iteration 22Q (2232.694960 sec): 3 clusters Score: Raw -152876.831680 + Penalty 1691.783029 = -151185.048651 nChanged 11 SP:Iteration 23Q (2232.806226 sec): 3 clusters Score: Raw -152881.299580 + Penalty 1691.783029 = -151189.516551 nChanged 16 SP:Iteration 24Q (2232.910782 sec): 3 clusters Score: Raw -152885.492994 + Penalty 1691.783029 = -151193.709966 nChanged 10 SP:Iteration 25Q (2233.004919 sec): 3 clusters Score: Raw -152887.666132 + Penalty 1691.783029 = -151195.883103 nChanged 5 SP:Iteration 26Q (2233.110750 sec): 3 clusters Score: Raw -152888.757717 + Penalty 1691.783029 = -151196.974688 nChanged 4 SP:Iteration 27Q (2233.203461 sec): 3 clusters Score: Raw -152889.506590 + Penalty 1691.783029 = -151197.723561 nChanged 4 SP:Iteration 28Q (2233.294033 sec): 3 clusters Score: Raw -152890.635407 + Penalty 1691.783029 = -151198.852379 nChanged 4 SP:Iteration 29Q (2233.409293 sec): 3 clusters Score: Raw -152891.242336 + Penalty 1691.783029 = -151199.459307 nChanged 1 SP:Iteration 30Q (2233.491835 sec): 3 clusters Score: Raw -152891.299742 + Penalty 1691.783029 = -151199.516714 nChanged 0 SP:Iteration 31F (2233.602821 sec): 3 clusters Score: Raw -152891.299742 + Penalty 1691.783029 = -151199.516714 nChanged 0 Trying to split cluster 8 (15627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2233.718042 sec): 2 clusters Score: Raw -869690.783735 + Penalty 1013.959324 = -868676.824411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2233.816998 sec): 3 clusters Score: Raw -860243.317472 + Penalty 2027.918648 = -858215.398824 nChanged 7192 SP:Iteration 1F (2233.919776 sec): 3 clusters Score: Raw -864793.241769 + Penalty 2027.918648 = -862765.323121 nChanged 1151 SP:Iteration 2F (2234.031403 sec): 3 clusters Score: Raw -865514.164398 + Penalty 2027.918648 = -863486.245751 nChanged 1125 SP:Iteration 3F (2234.136505 sec): 3 clusters Score: Raw -866245.942243 + Penalty 2027.918648 = -864218.023595 nChanged 1041 SP:Iteration 4F (2234.234945 sec): 3 clusters Score: Raw -866923.559496 + Penalty 2027.918648 = -864895.640848 nChanged 951 SP:Iteration 5F (2234.323649 sec): 3 clusters Score: Raw -867517.490022 + Penalty 2027.918648 = -865489.571374 nChanged 821 SP:Iteration 6F (2234.435368 sec): 3 clusters Score: Raw -867954.862279 + Penalty 2027.918648 = -865926.943631 nChanged 579 SP:Iteration 7Q (2234.519543 sec): 3 clusters Score: Raw -868235.412402 + Penalty 2027.918648 = -866207.493754 nChanged 469 SP:Iteration 8Q (2234.648183 sec): 3 clusters Score: Raw -868444.108744 + Penalty 2027.918648 = -866416.190096 nChanged 380 SP:Iteration 9Q (2234.747389 sec): 3 clusters Score: Raw -868599.604639 + Penalty 2027.918648 = -866571.685991 nChanged 326 SP:Iteration 10Q (2234.839044 sec): 3 clusters Score: Raw -868742.591591 + Penalty 2027.918648 = -866714.672943 nChanged 303 SP:Iteration 11Q (2234.948953 sec): 3 clusters Score: Raw -868868.813813 + Penalty 2027.918648 = -866840.895165 nChanged 279 SP:Iteration 12Q (2235.059357 sec): 3 clusters Score: Raw -868971.846893 + Penalty 2027.918648 = -866943.928245 nChanged 223 SP:Iteration 13Q (2235.170570 sec): 3 clusters Score: Raw -869043.978873 + Penalty 2027.918648 = -867016.060225 nChanged 201 SP:Iteration 14Q (2235.267483 sec): 3 clusters Score: Raw -869115.106503 + Penalty 2027.918648 = -867087.187855 nChanged 209 SP:Iteration 15Q (2235.363894 sec): 3 clusters Score: Raw -869183.945571 + Penalty 2027.918648 = -867156.026923 nChanged 179 SP:Iteration 16Q (2235.449953 sec): 3 clusters Score: Raw -869249.796392 + Penalty 2027.918648 = -867221.877744 nChanged 182 SP:Iteration 17Q (2235.533556 sec): 3 clusters Score: Raw -869318.814314 + Penalty 2027.918648 = -867290.895666 nChanged 186 SP:Iteration 18Q (2235.643235 sec): 3 clusters Score: Raw -869393.806723 + Penalty 2027.918648 = -867365.888076 nChanged 192 SP:Iteration 19Q (2235.735634 sec): 3 clusters Score: Raw -869470.819690 + Penalty 2027.918648 = -867442.901042 nChanged 186 SP:Iteration 20F (2235.843151 sec): 3 clusters Score: Raw -869546.868436 + Penalty 2027.918648 = -867518.949788 nChanged 179 SP:Iteration 21Q (2235.933258 sec): 3 clusters Score: Raw -869629.609839 + Penalty 2027.918648 = -867601.691191 nChanged 180 SP:Iteration 22Q (2236.023061 sec): 3 clusters Score: Raw -869722.679527 + Penalty 2027.918648 = -867694.760879 nChanged 163 SP:Iteration 23Q (2236.137579 sec): 3 clusters Score: Raw -869810.609069 + Penalty 2027.918648 = -867782.690421 nChanged 166 SP:Iteration 24Q (2236.216329 sec): 3 clusters Score: Raw -869900.141396 + Penalty 2027.918648 = -867872.222748 nChanged 153 SP:Iteration 25Q (2236.333199 sec): 3 clusters Score: Raw -869969.494001 + Penalty 2027.918648 = -867941.575353 nChanged 129 SP:Iteration 26Q (2236.429124 sec): 3 clusters Score: Raw -870034.140524 + Penalty 2027.918648 = -868006.221876 nChanged 120 SP:Iteration 27Q (2236.529089 sec): 3 clusters Score: Raw -870090.611202 + Penalty 2027.918648 = -868062.692554 nChanged 102 SP:Iteration 28Q (2236.621799 sec): 3 clusters Score: Raw -870136.334770 + Penalty 2027.918648 = -868108.416122 nChanged 104 SP:Iteration 29Q (2236.707982 sec): 3 clusters Score: Raw -870182.614418 + Penalty 2027.918648 = -868154.695770 nChanged 97 SP:Iteration 30Q (2236.815877 sec): 3 clusters Score: Raw -870225.370052 + Penalty 2027.918648 = -868197.451404 nChanged 74 SP:Iteration 31Q (2236.908050 sec): 3 clusters Score: Raw -870257.213497 + Penalty 2027.918648 = -868229.294849 nChanged 61 SP:Iteration 32Q (2237.035303 sec): 3 clusters Score: Raw -870283.185037 + Penalty 2027.918648 = -868255.266389 nChanged 59 SP:Iteration 33Q (2237.119565 sec): 3 clusters Score: Raw -870306.612911 + Penalty 2027.918648 = -868278.694263 nChanged 38 SP:Iteration 34Q (2237.219994 sec): 3 clusters Score: Raw -870322.204032 + Penalty 2027.918648 = -868294.285384 nChanged 38 SP:Iteration 35Q (2237.308964 sec): 3 clusters Score: Raw -870338.600192 + Penalty 2027.918648 = -868310.681544 nChanged 43 SP:Iteration 36Q (2237.402842 sec): 3 clusters Score: Raw -870356.212064 + Penalty 2027.918648 = -868328.293416 nChanged 35 SP:Iteration 37Q (2237.510101 sec): 3 clusters Score: Raw -870368.370110 + Penalty 2027.918648 = -868340.451462 nChanged 23 SP:Iteration 38Q (2237.604332 sec): 3 clusters Score: Raw -870376.373413 + Penalty 2027.918648 = -868348.454765 nChanged 25 SP:Iteration 39Q (2237.700131 sec): 3 clusters Score: Raw -870387.286656 + Penalty 2027.918648 = -868359.368008 nChanged 29 SP:Iteration 40F (2237.800426 sec): 3 clusters Score: Raw -870401.525125 + Penalty 2027.918648 = -868373.606477 nChanged 33 SP:Iteration 41Q (2237.889874 sec): 3 clusters Score: Raw -870421.945044 + Penalty 2027.918648 = -868394.026396 nChanged 40 SP:Iteration 42Q (2237.986937 sec): 3 clusters Score: Raw -870448.284866 + Penalty 2027.918648 = -868420.366218 nChanged 44 SP:Iteration 43Q (2238.086274 sec): 3 clusters Score: Raw -870471.709207 + Penalty 2027.918648 = -868443.790559 nChanged 32 SP:Iteration 44Q (2238.186030 sec): 3 clusters Score: Raw -870488.219342 + Penalty 2027.918648 = -868460.300694 nChanged 35 SP:Iteration 45Q (2238.284301 sec): 3 clusters Score: Raw -870505.534504 + Penalty 2027.918648 = -868477.615856 nChanged 32 SP:Iteration 46Q (2238.384709 sec): 3 clusters Score: Raw -870526.294210 + Penalty 2027.918648 = -868498.375562 nChanged 35 SP:Iteration 47Q (2238.494071 sec): 3 clusters Score: Raw -870554.165527 + Penalty 2027.918648 = -868526.246879 nChanged 30 SP:Iteration 48Q (2238.574860 sec): 3 clusters Score: Raw -870565.801350 + Penalty 2027.918648 = -868537.882703 nChanged 19 SP:Iteration 49Q (2238.682305 sec): 3 clusters Score: Raw -870575.883664 + Penalty 2027.918648 = -868547.965016 nChanged 16 SP:Iteration 50Q (2238.772509 sec): 3 clusters Score: Raw -870583.010243 + Penalty 2027.918648 = -868555.091595 nChanged 17 SP:Iteration 51Q (2238.888680 sec): 3 clusters Score: Raw -870591.056324 + Penalty 2027.918648 = -868563.137676 nChanged 15 SP:Iteration 52Q (2238.984049 sec): 3 clusters Score: Raw -870596.035085 + Penalty 2027.918648 = -868568.116437 nChanged 11 SP:Iteration 53Q (2239.077875 sec): 3 clusters Score: Raw -870600.025730 + Penalty 2027.918648 = -868572.107082 nChanged 10 SP:Iteration 54Q (2239.157043 sec): 3 clusters Score: Raw -870602.481985 + Penalty 2027.918648 = -868574.563337 nChanged 6 SP:Iteration 55Q (2239.267432 sec): 3 clusters Score: Raw -870604.761616 + Penalty 2027.918648 = -868576.842969 nChanged 7 SP:Iteration 56Q (2239.342068 sec): 3 clusters Score: Raw -870606.339947 + Penalty 2027.918648 = -868578.421299 nChanged 4 SP:Iteration 57Q (2239.453620 sec): 3 clusters Score: Raw -870606.995538 + Penalty 2027.918648 = -868579.076890 nChanged 1 SP:Iteration 58Q (2239.536895 sec): 3 clusters Score: Raw -870607.218852 + Penalty 2027.918648 = -868579.300204 nChanged 1 SP:Iteration 59Q (2239.642631 sec): 3 clusters Score: Raw -870607.760852 + Penalty 2027.918648 = -868579.842204 nChanged 1 SP:Iteration 60F (2239.737021 sec): 3 clusters Score: Raw -870607.892610 + Penalty 2027.918648 = -868579.973962 nChanged 1 SP:Iteration 61Q (2239.841524 sec): 3 clusters Score: Raw -870607.967103 + Penalty 2027.918648 = -868580.048455 nChanged 0 SP:Iteration 62F (2239.938668 sec): 3 clusters Score: Raw -870607.967103 + Penalty 2027.918648 = -868580.048455 nChanged 0 Trying to split cluster 9 (1475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2239.992048 sec): 2 clusters Score: Raw -50094.149255 + Penalty 766.123393 = -49328.025862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2240.049201 sec): 3 clusters Score: Raw -49545.504622 + Penalty 1532.246786 = -48013.257836 nChanged 533 SP:Iteration 1F (2240.108314 sec): 3 clusters Score: Raw -50192.475602 + Penalty 1532.246786 = -48660.228816 nChanged 172 SP:Iteration 2F (2240.183911 sec): 3 clusters Score: Raw -50464.186833 + Penalty 1532.246786 = -48931.940046 nChanged 123 SP:Iteration 3F (2240.299736 sec): 3 clusters Score: Raw -50641.351353 + Penalty 1532.246786 = -49109.104566 nChanged 81 SP:Iteration 4F (2240.398654 sec): 3 clusters Score: Raw -50754.531175 + Penalty 1532.246786 = -49222.284389 nChanged 62 SP:Iteration 5Q (2240.500241 sec): 3 clusters Score: Raw -50816.725864 + Penalty 1532.246786 = -49284.479078 nChanged 44 SP:Iteration 6Q (2240.588025 sec): 3 clusters Score: Raw -50849.956855 + Penalty 1532.246786 = -49317.710069 nChanged 21 SP:Iteration 7Q (2240.656864 sec): 3 clusters Score: Raw -50863.682803 + Penalty 1532.246786 = -49331.436016 nChanged 14 SP:Iteration 8Q (2240.745110 sec): 3 clusters Score: Raw -50874.084405 + Penalty 1532.246786 = -49341.837619 nChanged 18 SP:Iteration 9Q (2240.833163 sec): 3 clusters Score: Raw -50885.538687 + Penalty 1532.246786 = -49353.291901 nChanged 10 SP:Iteration 10Q (2240.918061 sec): 3 clusters Score: Raw -50891.679284 + Penalty 1532.246786 = -49359.432497 nChanged 7 SP:Iteration 11Q (2241.024898 sec): 3 clusters Score: Raw -50896.049576 + Penalty 1532.246786 = -49363.802789 nChanged 10 SP:Iteration 12Q (2241.135941 sec): 3 clusters Score: Raw -50900.204754 + Penalty 1532.246786 = -49367.957968 nChanged 3 SP:Iteration 13Q (2241.219211 sec): 3 clusters Score: Raw -50902.001397 + Penalty 1532.246786 = -49369.754611 nChanged 4 SP:Iteration 14Q (2241.302429 sec): 3 clusters Score: Raw -50903.141031 + Penalty 1532.246786 = -49370.894244 nChanged 1 SP:Iteration 15Q (2241.384879 sec): 3 clusters Score: Raw -50903.672680 + Penalty 1532.246786 = -49371.425894 nChanged 0 SP:Iteration 16F (2241.466558 sec): 3 clusters Score: Raw -50903.672680 + Penalty 1532.246786 = -49371.425894 nChanged 0 Score: Raw -2002731.464977 + Penalty 16729.896126 = -1986001.568851 Splitting cluster 9 changes total score from -1986081.324577 to -1986001.568851 So it's not getting split. Trying to split cluster 10 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2242.740945 sec): 2 clusters Score: Raw -44996.397186 + Penalty 726.670508 = -44269.726678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2242.800395 sec): 3 clusters Score: Raw -44640.065163 + Penalty 1453.341016 = -43186.724147 nChanged 350 SP:Iteration 1F (2242.890136 sec): 3 clusters Score: Raw -44884.077740 + Penalty 1453.341016 = -43430.736724 nChanged 75 SP:Iteration 2F (2242.978328 sec): 3 clusters Score: Raw -44945.456058 + Penalty 1453.341016 = -43492.115042 nChanged 56 SP:Iteration 3F (2243.066178 sec): 3 clusters Score: Raw -44997.203165 + Penalty 1453.341016 = -43543.862149 nChanged 29 SP:Iteration 4Q (2243.154626 sec): 3 clusters Score: Raw -45022.183862 + Penalty 1453.341016 = -43568.842847 nChanged 24 SP:Iteration 5Q (2243.230770 sec): 3 clusters Score: Raw -45045.972050 + Penalty 1453.341016 = -43592.631034 nChanged 19 SP:Iteration 6Q (2243.319301 sec): 3 clusters Score: Raw -45062.116848 + Penalty 1453.341016 = -43608.775833 nChanged 15 SP:Iteration 7Q (2243.404861 sec): 3 clusters Score: Raw -45076.656751 + Penalty 1453.341016 = -43623.315735 nChanged 11 SP:Iteration 8Q (2243.492995 sec): 3 clusters Score: Raw -45083.707689 + Penalty 1453.341016 = -43630.366673 nChanged 13 SP:Iteration 9Q (2243.581236 sec): 3 clusters Score: Raw -45091.787267 + Penalty 1453.341016 = -43638.446251 nChanged 10 SP:Iteration 10Q (2243.668810 sec): 3 clusters Score: Raw -45097.496094 + Penalty 1453.341016 = -43644.155078 nChanged 7 SP:Iteration 11Q (2243.757047 sec): 3 clusters Score: Raw -45103.980019 + Penalty 1453.341016 = -43650.639003 nChanged 7 SP:Iteration 12Q (2243.866235 sec): 3 clusters Score: Raw -45107.945246 + Penalty 1453.341016 = -43654.604230 nChanged 5 SP:Iteration 13Q (2243.947271 sec): 3 clusters Score: Raw -45112.346403 + Penalty 1453.341016 = -43659.005387 nChanged 6 SP:Iteration 14Q (2244.015307 sec): 3 clusters Score: Raw -45116.769756 + Penalty 1453.341016 = -43663.428740 nChanged 9 SP:Iteration 15Q (2244.102972 sec): 3 clusters Score: Raw -45123.781426 + Penalty 1453.341016 = -43670.440410 nChanged 18 SP:Iteration 16Q (2244.191095 sec): 3 clusters Score: Raw -45145.009310 + Penalty 1453.341016 = -43691.668294 nChanged 20 SP:Iteration 17Q (2244.279071 sec): 3 clusters Score: Raw -45159.404947 + Penalty 1453.341016 = -43706.063931 nChanged 18 SP:Iteration 18Q (2244.367461 sec): 3 clusters Score: Raw -45180.776808 + Penalty 1453.341016 = -43727.435793 nChanged 15 SP:Iteration 19Q (2244.455049 sec): 3 clusters Score: Raw -45192.802286 + Penalty 1453.341016 = -43739.461270 nChanged 8 SP:Iteration 20F (2244.542611 sec): 3 clusters Score: Raw -45197.563185 + Penalty 1453.341016 = -43744.222169 nChanged 9 SP:Iteration 21Q (2244.626905 sec): 3 clusters Score: Raw -45204.289406 + Penalty 1453.341016 = -43750.948390 nChanged 6 SP:Iteration 22Q (2244.753917 sec): 3 clusters Score: Raw -45209.938945 + Penalty 1453.341016 = -43756.597929 nChanged 9 SP:Iteration 23Q (2244.879344 sec): 3 clusters Score: Raw -45215.595476 + Penalty 1453.341016 = -43762.254460 nChanged 7 SP:Iteration 24Q (2244.960729 sec): 3 clusters Score: Raw -45221.900482 + Penalty 1453.341016 = -43768.559466 nChanged 6 SP:Iteration 25Q (2245.038125 sec): 3 clusters Score: Raw -45226.486327 + Penalty 1453.341016 = -43773.145311 nChanged 12 SP:Iteration 26Q (2245.119022 sec): 3 clusters Score: Raw -45237.625938 + Penalty 1453.341016 = -43784.284922 nChanged 18 SP:Iteration 27Q (2245.200726 sec): 3 clusters Score: Raw -45261.339447 + Penalty 1453.341016 = -43807.998431 nChanged 19 SP:Iteration 28Q (2245.282720 sec): 3 clusters Score: Raw -45289.826497 + Penalty 1453.341016 = -43836.485481 nChanged 10 SP:Iteration 29Q (2245.348144 sec): 3 clusters Score: Raw -45309.198719 + Penalty 1453.341016 = -43855.857704 nChanged 11 SP:Iteration 30Q (2245.435900 sec): 3 clusters Score: Raw -45328.504024 + Penalty 1453.341016 = -43875.163009 nChanged 17 SP:Iteration 31Q (2245.521216 sec): 3 clusters Score: Raw -45354.508160 + Penalty 1453.341016 = -43901.167144 nChanged 12 SP:Iteration 32Q (2245.609116 sec): 3 clusters Score: Raw -45366.752532 + Penalty 1453.341016 = -43913.411516 nChanged 11 SP:Iteration 33Q (2245.678114 sec): 3 clusters Score: Raw -45376.778075 + Penalty 1453.341016 = -43923.437060 nChanged 10 SP:Iteration 34Q (2245.765371 sec): 3 clusters Score: Raw -45387.477946 + Penalty 1453.341016 = -43934.136930 nChanged 8 SP:Iteration 35Q (2245.853292 sec): 3 clusters Score: Raw -45401.794992 + Penalty 1453.341016 = -43948.453977 nChanged 8 SP:Iteration 36Q (2245.926572 sec): 3 clusters Score: Raw -45414.191096 + Penalty 1453.341016 = -43960.850080 nChanged 9 SP:Iteration 37Q (2246.011822 sec): 3 clusters Score: Raw -45423.703741 + Penalty 1453.341016 = -43970.362726 nChanged 9 SP:Iteration 38Q (2246.078263 sec): 3 clusters Score: Raw -45431.204525 + Penalty 1453.341016 = -43977.863509 nChanged 8 SP:Iteration 39Q (2246.166279 sec): 3 clusters Score: Raw -45436.607808 + Penalty 1453.341016 = -43983.266792 nChanged 7 SP:Iteration 40F (2246.235863 sec): 3 clusters Score: Raw -45444.342312 + Penalty 1453.341016 = -43991.001296 nChanged 8 SP:Iteration 41Q (2246.323711 sec): 3 clusters Score: Raw -45456.145856 + Penalty 1453.341016 = -44002.804840 nChanged 8 SP:Iteration 42Q (2246.411720 sec): 3 clusters Score: Raw -45468.434377 + Penalty 1453.341016 = -44015.093361 nChanged 13 SP:Iteration 43Q (2246.474717 sec): 3 clusters Score: Raw -45486.709543 + Penalty 1453.341016 = -44033.368527 nChanged 11 SP:Iteration 44Q (2246.676447 sec): 3 clusters Score: Raw -45502.880020 + Penalty 1453.341016 = -44049.539004 nChanged 7 SP:Iteration 45Q (2246.771203 sec): 3 clusters Score: Raw -45513.313887 + Penalty 1453.341016 = -44059.972871 nChanged 5 SP:Iteration 46Q (2246.859312 sec): 3 clusters Score: Raw -45518.498210 + Penalty 1453.341016 = -44065.157194 nChanged 4 SP:Iteration 47Q (2246.926549 sec): 3 clusters Score: Raw -45521.436569 + Penalty 1453.341016 = -44068.095553 nChanged 2 SP:Iteration 48Q (2247.013375 sec): 3 clusters Score: Raw -45522.463297 + Penalty 1453.341016 = -44069.122281 nChanged 0 SP:Iteration 49F (2247.083970 sec): 3 clusters Score: Raw -45522.463297 + Penalty 1453.341016 = -44069.122281 nChanged 0 Trying to split cluster 11 (3869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2247.158646 sec): 2 clusters Score: Raw -205760.600104 + Penalty 867.378892 = -204893.221212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2247.254327 sec): 3 clusters Score: Raw -203704.060009 + Penalty 1734.757784 = -201969.302224 nChanged 1581 SP:Iteration 1F (2247.322685 sec): 3 clusters Score: Raw -204752.846054 + Penalty 1734.757784 = -203018.088269 nChanged 362 SP:Iteration 2F (2247.392260 sec): 3 clusters Score: Raw -205042.119298 + Penalty 1734.757784 = -203307.361513 nChanged 269 SP:Iteration 3F (2247.463016 sec): 3 clusters Score: Raw -205259.406302 + Penalty 1734.757784 = -203524.648518 nChanged 254 SP:Iteration 4F (2247.528685 sec): 3 clusters Score: Raw -205442.988743 + Penalty 1734.757784 = -203708.230959 nChanged 194 SP:Iteration 5F (2247.608251 sec): 3 clusters Score: Raw -205610.599239 + Penalty 1734.757784 = -203875.841454 nChanged 182 SP:Iteration 6Q (2247.690989 sec): 3 clusters Score: Raw -205789.940096 + Penalty 1734.757784 = -204055.182311 nChanged 192 SP:Iteration 7Q (2247.770661 sec): 3 clusters Score: Raw -205981.203629 + Penalty 1734.757784 = -204246.445844 nChanged 179 SP:Iteration 8Q (2247.863985 sec): 3 clusters Score: Raw -206114.020317 + Penalty 1734.757784 = -204379.262533 nChanged 133 SP:Iteration 9Q (2247.950894 sec): 3 clusters Score: Raw -206215.914946 + Penalty 1734.757784 = -204481.157162 nChanged 115 SP:Iteration 10Q (2248.029941 sec): 3 clusters Score: Raw -206286.802148 + Penalty 1734.757784 = -204552.044363 nChanged 104 SP:Iteration 11Q (2248.102302 sec): 3 clusters Score: Raw -206367.245658 + Penalty 1734.757784 = -204632.487874 nChanged 117 SP:Iteration 12Q (2248.159628 sec): 3 clusters Score: Raw -206479.669974 + Penalty 1734.757784 = -204744.912189 nChanged 112 SP:Iteration 13Q (2248.240145 sec): 3 clusters Score: Raw -206595.810282 + Penalty 1734.757784 = -204861.052498 nChanged 111 SP:Iteration 14Q (2248.311860 sec): 3 clusters Score: Raw -206703.615805 + Penalty 1734.757784 = -204968.858021 nChanged 99 SP:Iteration 15Q (2248.403400 sec): 3 clusters Score: Raw -206793.504470 + Penalty 1734.757784 = -205058.746686 nChanged 88 SP:Iteration 16Q (2248.471939 sec): 3 clusters Score: Raw -206879.809601 + Penalty 1734.757784 = -205145.051816 nChanged 81 SP:Iteration 17Q (2248.546326 sec): 3 clusters Score: Raw -206946.259544 + Penalty 1734.757784 = -205211.501760 nChanged 65 SP:Iteration 18Q (2248.639361 sec): 3 clusters Score: Raw -206989.219617 + Penalty 1734.757784 = -205254.461832 nChanged 56 SP:Iteration 19Q (2248.709464 sec): 3 clusters Score: Raw -207017.237727 + Penalty 1734.757784 = -205282.479943 nChanged 36 SP:Iteration 20F (2248.783805 sec): 3 clusters Score: Raw -207035.350606 + Penalty 1734.757784 = -205300.592821 nChanged 31 SP:Iteration 21Q (2248.852452 sec): 3 clusters Score: Raw -207046.804083 + Penalty 1734.757784 = -205312.046299 nChanged 25 SP:Iteration 22Q (2248.934311 sec): 3 clusters Score: Raw -207055.736812 + Penalty 1734.757784 = -205320.979027 nChanged 11 SP:Iteration 23Q (2249.004880 sec): 3 clusters Score: Raw -207059.412907 + Penalty 1734.757784 = -205324.655123 nChanged 8 SP:Iteration 24Q (2249.093024 sec): 3 clusters Score: Raw -207060.769647 + Penalty 1734.757784 = -205326.011862 nChanged 1 SP:Iteration 25Q (2249.167765 sec): 3 clusters Score: Raw -207060.885091 + Penalty 1734.757784 = -205326.127307 nChanged 1 SP:Iteration 26Q (2249.267240 sec): 3 clusters Score: Raw -207060.936557 + Penalty 1734.757784 = -205326.178773 nChanged 0 SP:Iteration 27F (2249.338614 sec): 3 clusters Score: Raw -207060.936557 + Penalty 1734.757784 = -205326.178773 nChanged 0 Score: Raw -2003222.278005 + Penalty 16729.896126 = -1986492.381879 Splitting cluster 11 changes total score from -1986081.324577 to -1986492.381879 So it's getting split into cluster 15. Trying to split cluster 12 (4256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2250.404914 sec): 2 clusters Score: Raw -229144.754996 + Penalty 877.388928 = -228267.366067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2250.473088 sec): 3 clusters Score: Raw -226815.593759 + Penalty 1754.777857 = -225060.815903 nChanged 1774 SP:Iteration 1F (2250.561026 sec): 3 clusters Score: Raw -227865.949299 + Penalty 1754.777857 = -226111.171442 nChanged 343 SP:Iteration 2F (2250.644442 sec): 3 clusters Score: Raw -228100.401563 + Penalty 1754.777857 = -226345.623707 nChanged 289 SP:Iteration 3F (2250.724309 sec): 3 clusters Score: Raw -228297.069800 + Penalty 1754.777857 = -226542.291944 nChanged 234 SP:Iteration 4F (2250.791876 sec): 3 clusters Score: Raw -228441.531867 + Penalty 1754.777857 = -226686.754010 nChanged 208 SP:Iteration 5Q (2250.884112 sec): 3 clusters Score: Raw -228592.392649 + Penalty 1754.777857 = -226837.614793 nChanged 205 SP:Iteration 6Q (2250.947061 sec): 3 clusters Score: Raw -228765.603946 + Penalty 1754.777857 = -227010.826089 nChanged 193 SP:Iteration 7Q (2251.027976 sec): 3 clusters Score: Raw -228958.175914 + Penalty 1754.777857 = -227203.398057 nChanged 190 SP:Iteration 8Q (2251.094884 sec): 3 clusters Score: Raw -229134.382472 + Penalty 1754.777857 = -227379.604616 nChanged 185 SP:Iteration 9Q (2251.158089 sec): 3 clusters Score: Raw -229278.650914 + Penalty 1754.777857 = -227523.873058 nChanged 143 SP:Iteration 10Q (2251.228848 sec): 3 clusters Score: Raw -229361.958477 + Penalty 1754.777857 = -227607.180621 nChanged 100 SP:Iteration 11Q (2251.240949 sec): 3 clusters Score: Raw -229422.501169 + Penalty 1754.777857 = -227667.723312 nChanged 78 SP:Iteration 12Q (2251.312391 sec): 3 clusters Score: Raw -229462.227054 + Penalty 1754.777857 = -227707.449198 nChanged 54 SP:Iteration 13Q (2251.382310 sec): 3 clusters Score: Raw -229481.592333 + Penalty 1754.777857 = -227726.814476 nChanged 25 SP:Iteration 14Q (2251.455343 sec): 3 clusters Score: Raw -229488.926126 + Penalty 1754.777857 = -227734.148270 nChanged 21 SP:Iteration 15Q (2251.556802 sec): 3 clusters Score: Raw -229496.553925 + Penalty 1754.777857 = -227741.776068 nChanged 32 SP:Iteration 16Q (2251.620456 sec): 3 clusters Score: Raw -229505.313899 + Penalty 1754.777857 = -227750.536042 nChanged 22 SP:Iteration 17Q (2251.692155 sec): 3 clusters Score: Raw -229509.973925 + Penalty 1754.777857 = -227755.196069 nChanged 18 SP:Iteration 18Q (2251.784412 sec): 3 clusters Score: Raw -229514.487687 + Penalty 1754.777857 = -227759.709831 nChanged 17 SP:Iteration 19Q (2251.856258 sec): 3 clusters Score: Raw -229519.143325 + Penalty 1754.777857 = -227764.365469 nChanged 18 SP:Iteration 20F (2251.929220 sec): 3 clusters Score: Raw -229524.483094 + Penalty 1754.777857 = -227769.705237 nChanged 10 SP:Iteration 21Q (2252.001787 sec): 3 clusters Score: Raw -229526.465585 + Penalty 1754.777857 = -227771.687728 nChanged 6 SP:Iteration 22Q (2252.102084 sec): 3 clusters Score: Raw -229527.844216 + Penalty 1754.777857 = -227773.066360 nChanged 9 SP:Iteration 23Q (2252.174639 sec): 3 clusters Score: Raw -229529.228090 + Penalty 1754.777857 = -227774.450233 nChanged 0 SP:Iteration 24F (2252.251075 sec): 3 clusters Score: Raw -229529.228090 + Penalty 1754.777857 = -227774.450233 nChanged 0 Iteration 57F (2253.252752 sec): 16 clusters Score: Raw -2004178.286819 + Penalty 16729.896126 = -1987448.390694 nChanged 1322 Iteration 58Q (2254.076290 sec): 16 clusters Score: Raw -2004890.712800 + Penalty 16729.896126 = -1988160.816674 nChanged 648 Writing temp clu file Because OldScore, -1987448.390694, is greater than current (better) Score,-1988160.816674 Compute initial score before splitting: Score: Raw -2004890.712800 + Penalty 16729.896126 = -1988160.816674 Trying to split cluster 1 (1158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2254.141086 sec): 2 clusters Score: Raw -51527.055967 + Penalty 740.717214 = -50786.338753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2254.237844 sec): 3 clusters Score: Raw -51039.113016 + Penalty 1481.434428 = -49557.678588 nChanged 394 SP:Iteration 1F (2254.369260 sec): 3 clusters Score: Raw -51356.580325 + Penalty 1481.434428 = -49875.145897 nChanged 97 SP:Iteration 2F (2254.430867 sec): 3 clusters Score: Raw -51452.006826 + Penalty 1481.434428 = -49970.572398 nChanged 63 SP:Iteration 3F (2254.539747 sec): 3 clusters Score: Raw -51523.400775 + Penalty 1481.434428 = -50041.966347 nChanged 43 SP:Iteration 4Q (2254.626895 sec): 3 clusters Score: Raw -51564.453775 + Penalty 1481.434428 = -50083.019346 nChanged 36 SP:Iteration 5Q (2254.702508 sec): 3 clusters Score: Raw -51600.486503 + Penalty 1481.434428 = -50119.052075 nChanged 38 SP:Iteration 6Q (2254.792993 sec): 3 clusters Score: Raw -51631.471050 + Penalty 1481.434428 = -50150.036622 nChanged 23 SP:Iteration 7Q (2254.878550 sec): 3 clusters Score: Raw -51648.435566 + Penalty 1481.434428 = -50167.001138 nChanged 16 SP:Iteration 8Q (2254.981140 sec): 3 clusters Score: Raw -51662.933455 + Penalty 1481.434428 = -50181.499027 nChanged 17 SP:Iteration 9Q (2255.079749 sec): 3 clusters Score: Raw -51676.407916 + Penalty 1481.434428 = -50194.973488 nChanged 20 SP:Iteration 10Q (2255.149603 sec): 3 clusters Score: Raw -51700.480633 + Penalty 1481.434428 = -50219.046205 nChanged 21 SP:Iteration 11Q (2255.240659 sec): 3 clusters Score: Raw -51726.632982 + Penalty 1481.434428 = -50245.198554 nChanged 22 SP:Iteration 12Q (2255.364224 sec): 3 clusters Score: Raw -51747.817786 + Penalty 1481.434428 = -50266.383358 nChanged 16 SP:Iteration 13Q (2255.453589 sec): 3 clusters Score: Raw -51759.063075 + Penalty 1481.434428 = -50277.628647 nChanged 10 SP:Iteration 14Q (2255.541807 sec): 3 clusters Score: Raw -51767.469833 + Penalty 1481.434428 = -50286.035405 nChanged 10 SP:Iteration 15Q (2255.629941 sec): 3 clusters Score: Raw -51773.220430 + Penalty 1481.434428 = -50291.786002 nChanged 4 SP:Iteration 16Q (2255.718332 sec): 3 clusters Score: Raw -51776.781774 + Penalty 1481.434428 = -50295.347346 nChanged 3 SP:Iteration 17Q (2255.805142 sec): 3 clusters Score: Raw -51779.208086 + Penalty 1481.434428 = -50297.773658 nChanged 1 SP:Iteration 18Q (2255.893251 sec): 3 clusters Score: Raw -51780.702440 + Penalty 1481.434428 = -50299.268012 nChanged 3 SP:Iteration 19Q (2255.962154 sec): 3 clusters Score: Raw -51782.588291 + Penalty 1481.434428 = -50301.153863 nChanged 1 SP:Iteration 20F (2256.071929 sec): 3 clusters Score: Raw -51784.036695 + Penalty 1481.434428 = -50302.602267 nChanged 3 SP:Iteration 21Q (2256.136053 sec): 3 clusters Score: Raw -51785.785614 + Penalty 1481.434428 = -50304.351186 nChanged 2 SP:Iteration 22Q (2256.224925 sec): 3 clusters Score: Raw -51787.309496 + Penalty 1481.434428 = -50305.875068 nChanged 3 SP:Iteration 23Q (2256.309657 sec): 3 clusters Score: Raw -51788.969998 + Penalty 1481.434428 = -50307.535570 nChanged 0 SP:Iteration 24F (2256.396916 sec): 3 clusters Score: Raw -51788.969998 + Penalty 1481.434428 = -50307.535570 nChanged 0 Trying to split cluster 2 (1394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2256.442040 sec): 2 clusters Score: Raw -68545.907430 + Penalty 760.192922 = -67785.714507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2256.512303 sec): 3 clusters Score: Raw -67974.569902 + Penalty 1520.385844 = -66454.184058 nChanged 498 SP:Iteration 1F (2256.601585 sec): 3 clusters Score: Raw -68356.862133 + Penalty 1520.385844 = -66836.476289 nChanged 134 SP:Iteration 2F (2256.689365 sec): 3 clusters Score: Raw -68502.081818 + Penalty 1520.385844 = -66981.695974 nChanged 87 SP:Iteration 3F (2256.777594 sec): 3 clusters Score: Raw -68587.476054 + Penalty 1520.385844 = -67067.090210 nChanged 64 SP:Iteration 4Q (2256.847577 sec): 3 clusters Score: Raw -68639.712739 + Penalty 1520.385844 = -67119.326895 nChanged 39 SP:Iteration 5Q (2256.936683 sec): 3 clusters Score: Raw -68678.949743 + Penalty 1520.385844 = -67158.563899 nChanged 39 SP:Iteration 6Q (2257.025323 sec): 3 clusters Score: Raw -68718.002092 + Penalty 1520.385844 = -67197.616248 nChanged 31 SP:Iteration 7Q (2257.109828 sec): 3 clusters Score: Raw -68741.303921 + Penalty 1520.385844 = -67220.918077 nChanged 23 SP:Iteration 8Q (2257.219531 sec): 3 clusters Score: Raw -68764.982287 + Penalty 1520.385844 = -67244.596443 nChanged 30 SP:Iteration 9Q (2257.338550 sec): 3 clusters Score: Raw -68795.465262 + Penalty 1520.385844 = -67275.079418 nChanged 30 SP:Iteration 10Q (2257.441982 sec): 3 clusters Score: Raw -68817.269571 + Penalty 1520.385844 = -67296.883727 nChanged 22 SP:Iteration 11Q (2257.519766 sec): 3 clusters Score: Raw -68835.952547 + Penalty 1520.385844 = -67315.566703 nChanged 17 SP:Iteration 12Q (2257.603086 sec): 3 clusters Score: Raw -68846.485544 + Penalty 1520.385844 = -67326.099700 nChanged 14 SP:Iteration 13Q (2257.687355 sec): 3 clusters Score: Raw -68855.038396 + Penalty 1520.385844 = -67334.652552 nChanged 9 SP:Iteration 14Q (2257.788634 sec): 3 clusters Score: Raw -68858.193107 + Penalty 1520.385844 = -67337.807263 nChanged 6 SP:Iteration 15Q (2257.851979 sec): 3 clusters Score: Raw -68862.783396 + Penalty 1520.385844 = -67342.397552 nChanged 10 SP:Iteration 16Q (2257.940188 sec): 3 clusters Score: Raw -68868.922993 + Penalty 1520.385844 = -67348.537149 nChanged 9 SP:Iteration 17Q (2258.029416 sec): 3 clusters Score: Raw -68872.852446 + Penalty 1520.385844 = -67352.466602 nChanged 2 SP:Iteration 18Q (2258.118393 sec): 3 clusters Score: Raw -68873.446320 + Penalty 1520.385844 = -67353.060476 nChanged 3 SP:Iteration 19Q (2258.207363 sec): 3 clusters Score: Raw -68874.343594 + Penalty 1520.385844 = -67353.957749 nChanged 0 SP:Iteration 20F (2258.296299 sec): 3 clusters Score: Raw -68874.343594 + Penalty 1520.385844 = -67353.957749 nChanged 0 Trying to split cluster 3 (3458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2258.352749 sec): 2 clusters Score: Raw -162403.687541 + Penalty 855.586795 = -161548.100746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2258.460647 sec): 3 clusters Score: Raw -160636.670360 + Penalty 1711.173590 = -158925.496771 nChanged 1428 SP:Iteration 1F (2258.553075 sec): 3 clusters Score: Raw -161749.965751 + Penalty 1711.173590 = -160038.792161 nChanged 373 SP:Iteration 2F (2258.644294 sec): 3 clusters Score: Raw -162153.183731 + Penalty 1711.173590 = -160442.010141 nChanged 283 SP:Iteration 3F (2258.738929 sec): 3 clusters Score: Raw -162431.667455 + Penalty 1711.173590 = -160720.493865 nChanged 224 SP:Iteration 4F (2258.833909 sec): 3 clusters Score: Raw -162599.153173 + Penalty 1711.173590 = -160887.979583 nChanged 138 SP:Iteration 5Q (2258.924422 sec): 3 clusters Score: Raw -162695.932786 + Penalty 1711.173590 = -160984.759196 nChanged 110 SP:Iteration 6Q (2259.017891 sec): 3 clusters Score: Raw -162761.236422 + Penalty 1711.173590 = -161050.062832 nChanged 88 SP:Iteration 7Q (2259.112301 sec): 3 clusters Score: Raw -162800.725394 + Penalty 1711.173590 = -161089.551804 nChanged 57 SP:Iteration 8Q (2259.206088 sec): 3 clusters Score: Raw -162823.408965 + Penalty 1711.173590 = -161112.235375 nChanged 43 SP:Iteration 9Q (2259.308699 sec): 3 clusters Score: Raw -162844.208936 + Penalty 1711.173590 = -161133.035346 nChanged 43 SP:Iteration 10Q (2259.426009 sec): 3 clusters Score: Raw -162860.645334 + Penalty 1711.173590 = -161149.471744 nChanged 32 SP:Iteration 11Q (2259.500686 sec): 3 clusters Score: Raw -162875.047799 + Penalty 1711.173590 = -161163.874209 nChanged 32 SP:Iteration 12Q (2259.594330 sec): 3 clusters Score: Raw -162886.375807 + Penalty 1711.173590 = -161175.202217 nChanged 29 SP:Iteration 13Q (2259.688128 sec): 3 clusters Score: Raw -162893.056486 + Penalty 1711.173590 = -161181.882896 nChanged 18 SP:Iteration 14Q (2259.783423 sec): 3 clusters Score: Raw -162896.809955 + Penalty 1711.173590 = -161185.636365 nChanged 11 SP:Iteration 15Q (2259.877243 sec): 3 clusters Score: Raw -162898.888487 + Penalty 1711.173590 = -161187.714898 nChanged 7 SP:Iteration 16Q (2259.977288 sec): 3 clusters Score: Raw -162900.127593 + Penalty 1711.173590 = -161188.954003 nChanged 7 SP:Iteration 17Q (2260.091668 sec): 3 clusters Score: Raw -162901.497899 + Penalty 1711.173590 = -161190.324309 nChanged 5 SP:Iteration 18Q (2260.201636 sec): 3 clusters Score: Raw -162902.352561 + Penalty 1711.173590 = -161191.178971 nChanged 7 SP:Iteration 19Q (2260.303270 sec): 3 clusters Score: Raw -162905.677984 + Penalty 1711.173590 = -161194.504394 nChanged 13 SP:Iteration 20F (2260.398105 sec): 3 clusters Score: Raw -162910.058254 + Penalty 1711.173590 = -161198.884664 nChanged 19 SP:Iteration 21Q (2260.506056 sec): 3 clusters Score: Raw -162916.215645 + Penalty 1711.173590 = -161205.042055 nChanged 22 SP:Iteration 22Q (2260.582068 sec): 3 clusters Score: Raw -162923.105591 + Penalty 1711.173590 = -161211.932002 nChanged 18 SP:Iteration 23Q (2260.671937 sec): 3 clusters Score: Raw -162928.223998 + Penalty 1711.173590 = -161217.050408 nChanged 22 SP:Iteration 24Q (2260.767040 sec): 3 clusters Score: Raw -162934.703123 + Penalty 1711.173590 = -161223.529533 nChanged 27 SP:Iteration 25Q (2260.849757 sec): 3 clusters Score: Raw -162945.447952 + Penalty 1711.173590 = -161234.274362 nChanged 26 SP:Iteration 26Q (2260.929016 sec): 3 clusters Score: Raw -162954.799010 + Penalty 1711.173590 = -161243.625420 nChanged 21 SP:Iteration 27Q (2261.017781 sec): 3 clusters Score: Raw -162963.152503 + Penalty 1711.173590 = -161251.978913 nChanged 26 SP:Iteration 28Q (2261.086365 sec): 3 clusters Score: Raw -162970.276127 + Penalty 1711.173590 = -161259.102537 nChanged 20 SP:Iteration 29Q (2261.170097 sec): 3 clusters Score: Raw -162976.556386 + Penalty 1711.173590 = -161265.382796 nChanged 19 SP:Iteration 30Q (2261.251852 sec): 3 clusters Score: Raw -162982.472439 + Penalty 1711.173590 = -161271.298849 nChanged 18 SP:Iteration 31Q (2261.336553 sec): 3 clusters Score: Raw -162988.266167 + Penalty 1711.173590 = -161277.092577 nChanged 22 SP:Iteration 32Q (2261.396593 sec): 3 clusters Score: Raw -162996.497040 + Penalty 1711.173590 = -161285.323450 nChanged 18 SP:Iteration 33Q (2261.485764 sec): 3 clusters Score: Raw -163003.627957 + Penalty 1711.173590 = -161292.454367 nChanged 15 SP:Iteration 34Q (2261.559167 sec): 3 clusters Score: Raw -163007.557612 + Penalty 1711.173590 = -161296.384022 nChanged 12 SP:Iteration 35Q (2261.647013 sec): 3 clusters Score: Raw -163013.252004 + Penalty 1711.173590 = -161302.078414 nChanged 17 SP:Iteration 36Q (2261.725080 sec): 3 clusters Score: Raw -163017.823132 + Penalty 1711.173590 = -161306.649542 nChanged 12 SP:Iteration 37Q (2261.802692 sec): 3 clusters Score: Raw -163020.854603 + Penalty 1711.173590 = -161309.681013 nChanged 14 SP:Iteration 38Q (2261.871113 sec): 3 clusters Score: Raw -163027.720040 + Penalty 1711.173590 = -161316.546450 nChanged 22 SP:Iteration 39Q (2261.937277 sec): 3 clusters Score: Raw -163037.480594 + Penalty 1711.173590 = -161326.307004 nChanged 23 SP:Iteration 40F (2262.004648 sec): 3 clusters Score: Raw -163044.904893 + Penalty 1711.173590 = -161333.731303 nChanged 15 SP:Iteration 41Q (2262.101287 sec): 3 clusters Score: Raw -163050.576493 + Penalty 1711.173590 = -161339.402903 nChanged 22 SP:Iteration 42Q (2262.177400 sec): 3 clusters Score: Raw -163058.160344 + Penalty 1711.173590 = -161346.986754 nChanged 18 SP:Iteration 43Q (2262.247501 sec): 3 clusters Score: Raw -163064.959414 + Penalty 1711.173590 = -161353.785824 nChanged 10 SP:Iteration 44Q (2262.329874 sec): 3 clusters Score: Raw -163067.246429 + Penalty 1711.173590 = -161356.072839 nChanged 6 SP:Iteration 45Q (2262.400428 sec): 3 clusters Score: Raw -163068.657960 + Penalty 1711.173590 = -161357.484370 nChanged 10 SP:Iteration 46Q (2262.482284 sec): 3 clusters Score: Raw -163073.615309 + Penalty 1711.173590 = -161362.441719 nChanged 11 SP:Iteration 47Q (2262.577203 sec): 3 clusters Score: Raw -163077.408358 + Penalty 1711.173590 = -161366.234768 nChanged 15 SP:Iteration 48Q (2262.638221 sec): 3 clusters Score: Raw -163084.180487 + Penalty 1711.173590 = -161373.006897 nChanged 15 SP:Iteration 49Q (2262.710786 sec): 3 clusters Score: Raw -163092.498594 + Penalty 1711.173590 = -161381.325004 nChanged 17 SP:Iteration 50Q (2262.804604 sec): 3 clusters Score: Raw -163101.439649 + Penalty 1711.173590 = -161390.266059 nChanged 18 SP:Iteration 51Q (2262.883902 sec): 3 clusters Score: Raw -163110.541731 + Penalty 1711.173590 = -161399.368141 nChanged 20 SP:Iteration 52Q (2262.946361 sec): 3 clusters Score: Raw -163116.101067 + Penalty 1711.173590 = -161404.927477 nChanged 7 SP:Iteration 53Q (2263.024608 sec): 3 clusters Score: Raw -163118.146260 + Penalty 1711.173590 = -161406.972670 nChanged 8 SP:Iteration 54Q (2263.103531 sec): 3 clusters Score: Raw -163122.352309 + Penalty 1711.173590 = -161411.178719 nChanged 16 SP:Iteration 55Q (2263.184385 sec): 3 clusters Score: Raw -163127.484613 + Penalty 1711.173590 = -161416.311023 nChanged 4 SP:Iteration 56Q (2263.242756 sec): 3 clusters Score: Raw -163128.242908 + Penalty 1711.173590 = -161417.069318 nChanged 4 SP:Iteration 57Q (2263.342612 sec): 3 clusters Score: Raw -163129.401194 + Penalty 1711.173590 = -161418.227604 nChanged 4 SP:Iteration 58Q (2263.411486 sec): 3 clusters Score: Raw -163130.736600 + Penalty 1711.173590 = -161419.563010 nChanged 4 SP:Iteration 59Q (2263.486061 sec): 3 clusters Score: Raw -163132.344135 + Penalty 1711.173590 = -161421.170545 nChanged 4 SP:Iteration 60F (2263.567078 sec): 3 clusters Score: Raw -163133.221729 + Penalty 1711.173590 = -161422.048139 nChanged 5 SP:Iteration 61Q (2263.644735 sec): 3 clusters Score: Raw -163134.525750 + Penalty 1711.173590 = -161423.352160 nChanged 6 SP:Iteration 62Q (2263.712883 sec): 3 clusters Score: Raw -163136.483455 + Penalty 1711.173590 = -161425.309865 nChanged 10 SP:Iteration 63Q (2263.801097 sec): 3 clusters Score: Raw -163138.838797 + Penalty 1711.173590 = -161427.665207 nChanged 6 SP:Iteration 64Q (2263.858899 sec): 3 clusters Score: Raw -163139.694076 + Penalty 1711.173590 = -161428.520486 nChanged 3 SP:Iteration 65Q (2263.947552 sec): 3 clusters Score: Raw -163140.533095 + Penalty 1711.173590 = -161429.359505 nChanged 1 SP:Iteration 66Q (2264.014238 sec): 3 clusters Score: Raw -163140.640063 + Penalty 1711.173590 = -161429.466474 nChanged 1 SP:Iteration 67Q (2264.096085 sec): 3 clusters Score: Raw -163140.872478 + Penalty 1711.173590 = -161429.698888 nChanged 2 SP:Iteration 68Q (2264.166675 sec): 3 clusters Score: Raw -163141.387924 + Penalty 1711.173590 = -161430.214334 nChanged 2 SP:Iteration 69Q (2264.232070 sec): 3 clusters Score: Raw -163141.921475 + Penalty 1711.173590 = -161430.747885 nChanged 2 SP:Iteration 70Q (2264.268789 sec): 3 clusters Score: Raw -163142.197618 + Penalty 1711.173590 = -161431.024028 nChanged 3 SP:Iteration 71Q (2264.295150 sec): 3 clusters Score: Raw -163142.825078 + Penalty 1711.173590 = -161431.651488 nChanged 0 SP:Iteration 72F (2264.321989 sec): 3 clusters Score: Raw -163142.825078 + Penalty 1711.173590 = -161431.651488 nChanged 0 Trying to split cluster 4 (872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2264.370011 sec): 2 clusters Score: Raw -37018.649498 + Penalty 710.932890 = -36307.716608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2264.451025 sec): 3 clusters Score: Raw -36747.057555 + Penalty 1421.865779 = -35325.191776 nChanged 277 SP:Iteration 1F (2264.525234 sec): 3 clusters Score: Raw -37088.094658 + Penalty 1421.865779 = -35666.228879 nChanged 90 SP:Iteration 2F (2264.602699 sec): 3 clusters Score: Raw -37220.884472 + Penalty 1421.865779 = -35799.018693 nChanged 62 SP:Iteration 3F (2264.680802 sec): 3 clusters Score: Raw -37331.987696 + Penalty 1421.865779 = -35910.121917 nChanged 35 SP:Iteration 4Q (2264.753985 sec): 3 clusters Score: Raw -37401.057680 + Penalty 1421.865779 = -35979.191901 nChanged 22 SP:Iteration 5Q (2264.840070 sec): 3 clusters Score: Raw -37440.187426 + Penalty 1421.865779 = -36018.321647 nChanged 14 SP:Iteration 6Q (2264.914808 sec): 3 clusters Score: Raw -37469.411924 + Penalty 1421.865779 = -36047.546145 nChanged 18 SP:Iteration 7Q (2264.980621 sec): 3 clusters Score: Raw -37492.600659 + Penalty 1421.865779 = -36070.734880 nChanged 8 SP:Iteration 8Q (2265.084186 sec): 3 clusters Score: Raw -37501.350381 + Penalty 1421.865779 = -36079.484602 nChanged 8 SP:Iteration 9Q (2265.168450 sec): 3 clusters Score: Raw -37511.279782 + Penalty 1421.865779 = -36089.414003 nChanged 5 SP:Iteration 10Q (2265.237672 sec): 3 clusters Score: Raw -37516.059425 + Penalty 1421.865779 = -36094.193646 nChanged 0 SP:Iteration 11F (2265.311043 sec): 3 clusters Score: Raw -37516.059425 + Penalty 1421.865779 = -36094.193646 nChanged 0 Trying to split cluster 5 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2265.363055 sec): 2 clusters Score: Raw -26157.905113 + Penalty 687.863435 = -25470.041678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2265.426425 sec): 3 clusters Score: Raw -25983.891114 + Penalty 1375.726870 = -24608.164244 nChanged 232 SP:Iteration 1F (2265.502638 sec): 3 clusters Score: Raw -26489.056123 + Penalty 1375.726870 = -25113.329253 nChanged 87 SP:Iteration 2F (2265.578058 sec): 3 clusters Score: Raw -26666.899410 + Penalty 1375.726870 = -25291.172539 nChanged 49 SP:Iteration 3F (2265.653761 sec): 3 clusters Score: Raw -26777.373396 + Penalty 1375.726870 = -25401.646526 nChanged 25 SP:Iteration 4Q (2265.723803 sec): 3 clusters Score: Raw -26834.864061 + Penalty 1375.726870 = -25459.137191 nChanged 10 SP:Iteration 5Q (2265.807825 sec): 3 clusters Score: Raw -26856.140184 + Penalty 1375.726870 = -25480.413313 nChanged 6 SP:Iteration 6Q (2265.872634 sec): 3 clusters Score: Raw -26867.299670 + Penalty 1375.726870 = -25491.572800 nChanged 3 SP:Iteration 7Q (2265.960548 sec): 3 clusters Score: Raw -26870.535574 + Penalty 1375.726870 = -25494.808703 nChanged 1 SP:Iteration 8Q (2266.034049 sec): 3 clusters Score: Raw -26872.223097 + Penalty 1375.726870 = -25496.496227 nChanged 0 SP:Iteration 9F (2266.075541 sec): 3 clusters Score: Raw -26872.223097 + Penalty 1375.726870 = -25496.496227 nChanged 0 Score: Raw -2005804.386238 + Penalty 17845.222534 = -1987959.163704 Splitting cluster 5 changes total score from -1988160.816674 to -1987959.163704 So it's not getting split. Trying to split cluster 6 (1485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2267.097522 sec): 2 clusters Score: Raw -77354.464055 + Penalty 766.832855 = -76587.631200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2267.164905 sec): 3 clusters Score: Raw -76691.764181 + Penalty 1533.665711 = -75158.098470 nChanged 534 SP:Iteration 1F (2267.248076 sec): 3 clusters Score: Raw -77006.261009 + Penalty 1533.665711 = -75472.595298 nChanged 136 SP:Iteration 2F (2267.322024 sec): 3 clusters Score: Raw -77117.079456 + Penalty 1533.665711 = -75583.413745 nChanged 87 SP:Iteration 3F (2267.396783 sec): 3 clusters Score: Raw -77174.581215 + Penalty 1533.665711 = -75640.915504 nChanged 67 SP:Iteration 4Q (2267.488776 sec): 3 clusters Score: Raw -77234.241316 + Penalty 1533.665711 = -75700.575605 nChanged 57 SP:Iteration 5Q (2267.554563 sec): 3 clusters Score: Raw -77290.509596 + Penalty 1533.665711 = -75756.843886 nChanged 52 SP:Iteration 6Q (2267.626793 sec): 3 clusters Score: Raw -77334.950502 + Penalty 1533.665711 = -75801.284791 nChanged 39 SP:Iteration 7Q (2267.689581 sec): 3 clusters Score: Raw -77364.041045 + Penalty 1533.665711 = -75830.375334 nChanged 34 SP:Iteration 8Q (2267.755370 sec): 3 clusters Score: Raw -77397.621804 + Penalty 1533.665711 = -75863.956094 nChanged 32 SP:Iteration 9Q (2267.832530 sec): 3 clusters Score: Raw -77437.309947 + Penalty 1533.665711 = -75903.644237 nChanged 53 SP:Iteration 10Q (2267.936827 sec): 3 clusters Score: Raw -77498.196993 + Penalty 1533.665711 = -75964.531282 nChanged 53 SP:Iteration 11Q (2268.014428 sec): 3 clusters Score: Raw -77558.969389 + Penalty 1533.665711 = -76025.303679 nChanged 38 SP:Iteration 12Q (2268.096741 sec): 3 clusters Score: Raw -77606.175585 + Penalty 1533.665711 = -76072.509874 nChanged 32 SP:Iteration 13Q (2268.175618 sec): 3 clusters Score: Raw -77638.806546 + Penalty 1533.665711 = -76105.140835 nChanged 24 SP:Iteration 14Q (2268.251487 sec): 3 clusters Score: Raw -77666.050911 + Penalty 1533.665711 = -76132.385200 nChanged 18 SP:Iteration 15Q (2268.330799 sec): 3 clusters Score: Raw -77678.671589 + Penalty 1533.665711 = -76145.005878 nChanged 20 SP:Iteration 16Q (2268.405581 sec): 3 clusters Score: Raw -77695.084241 + Penalty 1533.665711 = -76161.418530 nChanged 19 SP:Iteration 17Q (2268.488579 sec): 3 clusters Score: Raw -77714.147477 + Penalty 1533.665711 = -76180.481767 nChanged 13 SP:Iteration 18Q (2268.571722 sec): 3 clusters Score: Raw -77722.929592 + Penalty 1533.665711 = -76189.263881 nChanged 8 SP:Iteration 19Q (2268.659899 sec): 3 clusters Score: Raw -77728.527164 + Penalty 1533.665711 = -76194.861453 nChanged 10 SP:Iteration 20F (2268.728369 sec): 3 clusters Score: Raw -77739.035088 + Penalty 1533.665711 = -76205.369377 nChanged 11 SP:Iteration 21Q (2268.816740 sec): 3 clusters Score: Raw -77749.929147 + Penalty 1533.665711 = -76216.263437 nChanged 9 SP:Iteration 22Q (2268.886132 sec): 3 clusters Score: Raw -77754.974486 + Penalty 1533.665711 = -76221.308775 nChanged 7 SP:Iteration 23Q (2268.974642 sec): 3 clusters Score: Raw -77760.053879 + Penalty 1533.665711 = -76226.388168 nChanged 9 SP:Iteration 24Q (2269.061354 sec): 3 clusters Score: Raw -77770.050647 + Penalty 1533.665711 = -76236.384937 nChanged 13 SP:Iteration 25Q (2269.149331 sec): 3 clusters Score: Raw -77781.986824 + Penalty 1533.665711 = -76248.321114 nChanged 11 SP:Iteration 26Q (2269.237645 sec): 3 clusters Score: Raw -77788.881236 + Penalty 1533.665711 = -76255.215526 nChanged 5 SP:Iteration 27Q (2269.325355 sec): 3 clusters Score: Raw -77790.924489 + Penalty 1533.665711 = -76257.258778 nChanged 7 SP:Iteration 28Q (2269.412876 sec): 3 clusters Score: Raw -77795.677068 + Penalty 1533.665711 = -76262.011357 nChanged 2 SP:Iteration 29Q (2269.501643 sec): 3 clusters Score: Raw -77797.751567 + Penalty 1533.665711 = -76264.085856 nChanged 2 SP:Iteration 30Q (2269.589398 sec): 3 clusters Score: Raw -77798.772141 + Penalty 1533.665711 = -76265.106430 nChanged 1 SP:Iteration 31Q (2269.677344 sec): 3 clusters Score: Raw -77799.088868 + Penalty 1533.665711 = -76265.423157 nChanged 1 SP:Iteration 32Q (2269.765479 sec): 3 clusters Score: Raw -77799.262211 + Penalty 1533.665711 = -76265.596500 nChanged 0 SP:Iteration 33F (2269.853740 sec): 3 clusters Score: Raw -77799.262211 + Penalty 1533.665711 = -76265.596500 nChanged 0 Trying to split cluster 7 (3022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2269.905715 sec): 2 clusters Score: Raw -145466.566469 + Penalty 841.435785 = -144625.130684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2270.041495 sec): 3 clusters Score: Raw -143908.970829 + Penalty 1682.871570 = -142226.099259 nChanged 1220 SP:Iteration 1F (2270.130305 sec): 3 clusters Score: Raw -144728.045542 + Penalty 1682.871570 = -143045.173972 nChanged 287 SP:Iteration 2F (2270.223222 sec): 3 clusters Score: Raw -144982.936500 + Penalty 1682.871570 = -143300.064930 nChanged 249 SP:Iteration 3F (2270.310999 sec): 3 clusters Score: Raw -145174.905678 + Penalty 1682.871570 = -143492.034108 nChanged 186 SP:Iteration 4F (2270.402714 sec): 3 clusters Score: Raw -145325.457815 + Penalty 1682.871570 = -143642.586245 nChanged 159 SP:Iteration 5F (2270.492918 sec): 3 clusters Score: Raw -145438.915012 + Penalty 1682.871570 = -143756.043442 nChanged 118 SP:Iteration 6Q (2270.590431 sec): 3 clusters Score: Raw -145525.057725 + Penalty 1682.871570 = -143842.186155 nChanged 77 SP:Iteration 7Q (2270.716350 sec): 3 clusters Score: Raw -145565.533051 + Penalty 1682.871570 = -143882.661481 nChanged 69 SP:Iteration 8Q (2270.835751 sec): 3 clusters Score: Raw -145594.527351 + Penalty 1682.871570 = -143911.655781 nChanged 47 SP:Iteration 9Q (2270.931184 sec): 3 clusters Score: Raw -145615.615356 + Penalty 1682.871570 = -143932.743786 nChanged 42 SP:Iteration 10Q (2271.033721 sec): 3 clusters Score: Raw -145634.953322 + Penalty 1682.871570 = -143952.081752 nChanged 32 SP:Iteration 11Q (2271.131602 sec): 3 clusters Score: Raw -145644.820705 + Penalty 1682.871570 = -143961.949135 nChanged 18 SP:Iteration 12Q (2271.231044 sec): 3 clusters Score: Raw -145651.470650 + Penalty 1682.871570 = -143968.599080 nChanged 23 SP:Iteration 13Q (2271.330695 sec): 3 clusters Score: Raw -145659.992665 + Penalty 1682.871570 = -143977.121095 nChanged 19 SP:Iteration 14Q (2271.425415 sec): 3 clusters Score: Raw -145665.769954 + Penalty 1682.871570 = -143982.898384 nChanged 10 SP:Iteration 15Q (2271.509507 sec): 3 clusters Score: Raw -145667.776995 + Penalty 1682.871570 = -143984.905425 nChanged 4 SP:Iteration 16Q (2271.602434 sec): 3 clusters Score: Raw -145669.280197 + Penalty 1682.871570 = -143986.408627 nChanged 8 SP:Iteration 17Q (2271.689783 sec): 3 clusters Score: Raw -145670.926120 + Penalty 1682.871570 = -143988.054550 nChanged 6 SP:Iteration 18Q (2271.799369 sec): 3 clusters Score: Raw -145672.395227 + Penalty 1682.871570 = -143989.523657 nChanged 2 SP:Iteration 19Q (2271.913089 sec): 3 clusters Score: Raw -145672.690067 + Penalty 1682.871570 = -143989.818497 nChanged 3 SP:Iteration 20F (2272.032923 sec): 3 clusters Score: Raw -145673.350800 + Penalty 1682.871570 = -143990.479230 nChanged 2 SP:Iteration 21Q (2272.119945 sec): 3 clusters Score: Raw -145673.780744 + Penalty 1682.871570 = -143990.909174 nChanged 2 SP:Iteration 22Q (2272.204670 sec): 3 clusters Score: Raw -145674.220227 + Penalty 1682.871570 = -143991.348657 nChanged 1 SP:Iteration 23Q (2272.290632 sec): 3 clusters Score: Raw -145674.429341 + Penalty 1682.871570 = -143991.557771 nChanged 1 SP:Iteration 24Q (2272.366559 sec): 3 clusters Score: Raw -145674.669879 + Penalty 1682.871570 = -143991.798309 nChanged 3 SP:Iteration 25Q (2272.473411 sec): 3 clusters Score: Raw -145675.237885 + Penalty 1682.871570 = -143992.366315 nChanged 2 SP:Iteration 26Q (2272.565043 sec): 3 clusters Score: Raw -145675.417283 + Penalty 1682.871570 = -143992.545713 nChanged 0 SP:Iteration 27F (2272.649072 sec): 3 clusters Score: Raw -145675.417283 + Penalty 1682.871570 = -143992.545713 nChanged 0 Trying to split cluster 8 (15425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2272.783966 sec): 2 clusters Score: Raw -859287.426603 + Penalty 1012.593209 = -858274.833394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2272.946878 sec): 3 clusters Score: Raw -849859.640139 + Penalty 2025.186418 = -847834.453721 nChanged 7008 SP:Iteration 1F (2273.113255 sec): 3 clusters Score: Raw -853989.385575 + Penalty 2025.186418 = -851964.199157 nChanged 968 SP:Iteration 2F (2273.265358 sec): 3 clusters Score: Raw -854437.226732 + Penalty 2025.186418 = -852412.040313 nChanged 920 SP:Iteration 3F (2273.389288 sec): 3 clusters Score: Raw -854890.419757 + Penalty 2025.186418 = -852865.233339 nChanged 877 SP:Iteration 4F (2273.485476 sec): 3 clusters Score: Raw -855365.690660 + Penalty 2025.186418 = -853340.504242 nChanged 879 SP:Iteration 5F (2273.639638 sec): 3 clusters Score: Raw -855874.957493 + Penalty 2025.186418 = -853849.771075 nChanged 871 SP:Iteration 6F (2273.797338 sec): 3 clusters Score: Raw -856396.852582 + Penalty 2025.186418 = -854371.666164 nChanged 822 SP:Iteration 7F (2273.900033 sec): 3 clusters Score: Raw -856865.312190 + Penalty 2025.186418 = -854840.125772 nChanged 732 SP:Iteration 8Q (2274.081524 sec): 3 clusters Score: Raw -857238.382727 + Penalty 2025.186418 = -855213.196309 nChanged 597 SP:Iteration 9Q (2274.239381 sec): 3 clusters Score: Raw -857508.219890 + Penalty 2025.186418 = -855483.033472 nChanged 476 SP:Iteration 10Q (2274.313983 sec): 3 clusters Score: Raw -857732.006975 + Penalty 2025.186418 = -855706.820557 nChanged 435 SP:Iteration 11Q (2274.417618 sec): 3 clusters Score: Raw -857938.907633 + Penalty 2025.186418 = -855913.721215 nChanged 396 SP:Iteration 12Q (2274.503096 sec): 3 clusters Score: Raw -858121.645743 + Penalty 2025.186418 = -856096.459324 nChanged 335 SP:Iteration 13Q (2274.621959 sec): 3 clusters Score: Raw -858261.246411 + Penalty 2025.186418 = -856236.059993 nChanged 273 SP:Iteration 14Q (2274.725007 sec): 3 clusters Score: Raw -858375.210139 + Penalty 2025.186418 = -856350.023720 nChanged 249 SP:Iteration 15Q (2274.839836 sec): 3 clusters Score: Raw -858469.654022 + Penalty 2025.186418 = -856444.467603 nChanged 225 SP:Iteration 16Q (2274.927772 sec): 3 clusters Score: Raw -858536.041974 + Penalty 2025.186418 = -856510.855556 nChanged 184 SP:Iteration 17Q (2275.043224 sec): 3 clusters Score: Raw -858585.770055 + Penalty 2025.186418 = -856560.583637 nChanged 185 SP:Iteration 18Q (2275.136356 sec): 3 clusters Score: Raw -858636.077512 + Penalty 2025.186418 = -856610.891094 nChanged 176 SP:Iteration 19Q (2275.241809 sec): 3 clusters Score: Raw -858688.701421 + Penalty 2025.186418 = -856663.515003 nChanged 177 SP:Iteration 20F (2275.282124 sec): 3 clusters Score: Raw -858739.720404 + Penalty 2025.186418 = -856714.533985 nChanged 156 SP:Iteration 21Q (2275.390998 sec): 3 clusters Score: Raw -858782.443178 + Penalty 2025.186418 = -856757.256759 nChanged 131 SP:Iteration 22Q (2275.483007 sec): 3 clusters Score: Raw -858812.358785 + Penalty 2025.186418 = -856787.172367 nChanged 120 SP:Iteration 23Q (2275.573317 sec): 3 clusters Score: Raw -858839.934504 + Penalty 2025.186418 = -856814.748086 nChanged 124 SP:Iteration 24Q (2275.672390 sec): 3 clusters Score: Raw -858872.694783 + Penalty 2025.186418 = -856847.508365 nChanged 136 SP:Iteration 25Q (2275.766709 sec): 3 clusters Score: Raw -858910.511385 + Penalty 2025.186418 = -856885.324967 nChanged 138 SP:Iteration 26Q (2275.874960 sec): 3 clusters Score: Raw -858947.245302 + Penalty 2025.186418 = -856922.058883 nChanged 126 SP:Iteration 27Q (2275.959543 sec): 3 clusters Score: Raw -858979.913776 + Penalty 2025.186418 = -856954.727358 nChanged 128 SP:Iteration 28Q (2276.054580 sec): 3 clusters Score: Raw -859012.176213 + Penalty 2025.186418 = -856986.989795 nChanged 119 SP:Iteration 29Q (2276.162676 sec): 3 clusters Score: Raw -859047.033164 + Penalty 2025.186418 = -857021.846746 nChanged 116 SP:Iteration 30Q (2276.239912 sec): 3 clusters Score: Raw -859083.132799 + Penalty 2025.186418 = -857057.946381 nChanged 117 SP:Iteration 31Q (2276.342771 sec): 3 clusters Score: Raw -859120.652473 + Penalty 2025.186418 = -857095.466055 nChanged 124 SP:Iteration 32Q (2276.443797 sec): 3 clusters Score: Raw -859161.432730 + Penalty 2025.186418 = -857136.246312 nChanged 127 SP:Iteration 33Q (2276.527517 sec): 3 clusters Score: Raw -859210.983014 + Penalty 2025.186418 = -857185.796595 nChanged 124 SP:Iteration 34Q (2276.640178 sec): 3 clusters Score: Raw -859255.611886 + Penalty 2025.186418 = -857230.425468 nChanged 103 SP:Iteration 35Q (2276.736470 sec): 3 clusters Score: Raw -859288.612792 + Penalty 2025.186418 = -857263.426374 nChanged 83 SP:Iteration 36Q (2276.832434 sec): 3 clusters Score: Raw -859311.985512 + Penalty 2025.186418 = -857286.799094 nChanged 71 SP:Iteration 37Q (2276.931463 sec): 3 clusters Score: Raw -859331.469965 + Penalty 2025.186418 = -857306.283547 nChanged 68 SP:Iteration 38Q (2277.013305 sec): 3 clusters Score: Raw -859353.323675 + Penalty 2025.186418 = -857328.137257 nChanged 69 SP:Iteration 39Q (2277.127172 sec): 3 clusters Score: Raw -859382.112298 + Penalty 2025.186418 = -857356.925880 nChanged 71 SP:Iteration 40F (2277.219431 sec): 3 clusters Score: Raw -859403.387919 + Penalty 2025.186418 = -857378.201501 nChanged 61 SP:Iteration 41Q (2277.336408 sec): 3 clusters Score: Raw -859424.675101 + Penalty 2025.186418 = -857399.488683 nChanged 72 SP:Iteration 42Q (2277.426591 sec): 3 clusters Score: Raw -859455.991638 + Penalty 2025.186418 = -857430.805220 nChanged 73 SP:Iteration 43Q (2277.518825 sec): 3 clusters Score: Raw -859489.567466 + Penalty 2025.186418 = -857464.381047 nChanged 72 SP:Iteration 44Q (2277.601584 sec): 3 clusters Score: Raw -859521.779655 + Penalty 2025.186418 = -857496.593236 nChanged 59 SP:Iteration 45Q (2277.698300 sec): 3 clusters Score: Raw -859543.081449 + Penalty 2025.186418 = -857517.895031 nChanged 50 SP:Iteration 46Q (2277.784650 sec): 3 clusters Score: Raw -859559.970321 + Penalty 2025.186418 = -857534.783903 nChanged 56 SP:Iteration 47Q (2277.886221 sec): 3 clusters Score: Raw -859577.207951 + Penalty 2025.186418 = -857552.021532 nChanged 43 SP:Iteration 48Q (2277.972724 sec): 3 clusters Score: Raw -859591.737360 + Penalty 2025.186418 = -857566.550942 nChanged 40 SP:Iteration 49Q (2278.073048 sec): 3 clusters Score: Raw -859606.312551 + Penalty 2025.186418 = -857581.126133 nChanged 45 SP:Iteration 50Q (2278.167085 sec): 3 clusters Score: Raw -859624.988538 + Penalty 2025.186418 = -857599.802120 nChanged 41 SP:Iteration 51Q (2278.255726 sec): 3 clusters Score: Raw -859640.436355 + Penalty 2025.186418 = -857615.249936 nChanged 38 SP:Iteration 52Q (2278.355397 sec): 3 clusters Score: Raw -859653.262341 + Penalty 2025.186418 = -857628.075923 nChanged 32 SP:Iteration 53Q (2278.471782 sec): 3 clusters Score: Raw -859664.184971 + Penalty 2025.186418 = -857638.998552 nChanged 34 SP:Iteration 54Q (2278.577518 sec): 3 clusters Score: Raw -859676.241367 + Penalty 2025.186418 = -857651.054948 nChanged 33 SP:Iteration 55Q (2278.658389 sec): 3 clusters Score: Raw -859691.098540 + Penalty 2025.186418 = -857665.912122 nChanged 30 SP:Iteration 56Q (2278.761433 sec): 3 clusters Score: Raw -859702.518371 + Penalty 2025.186418 = -857677.331953 nChanged 32 SP:Iteration 57Q (2278.829684 sec): 3 clusters Score: Raw -859713.393090 + Penalty 2025.186418 = -857688.206671 nChanged 29 SP:Iteration 58Q (2278.914657 sec): 3 clusters Score: Raw -859721.538185 + Penalty 2025.186418 = -857696.351767 nChanged 21 SP:Iteration 59Q (2279.011707 sec): 3 clusters Score: Raw -859729.290106 + Penalty 2025.186418 = -857704.103687 nChanged 27 SP:Iteration 60F (2279.118968 sec): 3 clusters Score: Raw -859741.119367 + Penalty 2025.186418 = -857715.932949 nChanged 25 SP:Iteration 61Q (2279.207549 sec): 3 clusters Score: Raw -859750.859682 + Penalty 2025.186418 = -857725.673264 nChanged 25 SP:Iteration 62Q (2279.311469 sec): 3 clusters Score: Raw -859761.831073 + Penalty 2025.186418 = -857736.644655 nChanged 28 SP:Iteration 63Q (2279.385563 sec): 3 clusters Score: Raw -859774.485319 + Penalty 2025.186418 = -857749.298901 nChanged 32 SP:Iteration 64Q (2279.501793 sec): 3 clusters Score: Raw -859785.173464 + Penalty 2025.186418 = -857759.987046 nChanged 26 SP:Iteration 65Q (2279.597879 sec): 3 clusters Score: Raw -859793.394462 + Penalty 2025.186418 = -857768.208044 nChanged 19 SP:Iteration 66Q (2279.686874 sec): 3 clusters Score: Raw -859797.589899 + Penalty 2025.186418 = -857772.403481 nChanged 13 SP:Iteration 67Q (2279.783546 sec): 3 clusters Score: Raw -859801.675991 + Penalty 2025.186418 = -857776.489573 nChanged 13 SP:Iteration 68Q (2279.883024 sec): 3 clusters Score: Raw -859807.175444 + Penalty 2025.186418 = -857781.989026 nChanged 28 SP:Iteration 69Q (2279.987734 sec): 3 clusters Score: Raw -859822.088150 + Penalty 2025.186418 = -857796.901732 nChanged 25 SP:Iteration 70Q (2280.086258 sec): 3 clusters Score: Raw -859833.269710 + Penalty 2025.186418 = -857808.083292 nChanged 23 SP:Iteration 71Q (2280.174019 sec): 3 clusters Score: Raw -859841.730933 + Penalty 2025.186418 = -857816.544515 nChanged 20 SP:Iteration 72Q (2280.272998 sec): 3 clusters Score: Raw -859849.143412 + Penalty 2025.186418 = -857823.956994 nChanged 17 SP:Iteration 73Q (2280.404001 sec): 3 clusters Score: Raw -859854.218039 + Penalty 2025.186418 = -857829.031620 nChanged 13 SP:Iteration 74Q (2280.545896 sec): 3 clusters Score: Raw -859858.183019 + Penalty 2025.186418 = -857832.996601 nChanged 8 SP:Iteration 75Q (2280.666402 sec): 3 clusters Score: Raw -859860.662737 + Penalty 2025.186418 = -857835.476318 nChanged 10 SP:Iteration 76Q (2280.794991 sec): 3 clusters Score: Raw -859863.873124 + Penalty 2025.186418 = -857838.686706 nChanged 7 SP:Iteration 77Q (2280.907003 sec): 3 clusters Score: Raw -859865.391066 + Penalty 2025.186418 = -857840.204648 nChanged 4 SP:Iteration 78Q (2281.026971 sec): 3 clusters Score: Raw -859866.758475 + Penalty 2025.186418 = -857841.572057 nChanged 2 SP:Iteration 79Q (2281.152583 sec): 3 clusters Score: Raw -859867.165282 + Penalty 2025.186418 = -857841.978864 nChanged 2 SP:Iteration 80F (2281.282567 sec): 3 clusters Score: Raw -859867.573814 + Penalty 2025.186418 = -857842.387395 nChanged 1 SP:Iteration 81Q (2281.405213 sec): 3 clusters Score: Raw -859867.640858 + Penalty 2025.186418 = -857842.454440 nChanged 1 SP:Iteration 82Q (2281.528410 sec): 3 clusters Score: Raw -859867.843677 + Penalty 2025.186418 = -857842.657259 nChanged 2 SP:Iteration 83Q (2281.658323 sec): 3 clusters Score: Raw -859868.118440 + Penalty 2025.186418 = -857842.932022 nChanged 1 SP:Iteration 84Q (2281.787703 sec): 3 clusters Score: Raw -859868.187391 + Penalty 2025.186418 = -857843.000973 nChanged 0 SP:Iteration 85F (2281.943313 sec): 3 clusters Score: Raw -859868.187391 + Penalty 2025.186418 = -857843.000973 nChanged 0 Trying to split cluster 9 (1421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2281.982681 sec): 2 clusters Score: Raw -48060.723478 + Penalty 762.207193 = -47298.516284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2282.053167 sec): 3 clusters Score: Raw -47507.355644 + Penalty 1524.414387 = -45982.941257 nChanged 538 SP:Iteration 1F (2282.132205 sec): 3 clusters Score: Raw -48116.759415 + Penalty 1524.414387 = -46592.345029 nChanged 149 SP:Iteration 2F (2282.211269 sec): 3 clusters Score: Raw -48301.036636 + Penalty 1524.414387 = -46776.622249 nChanged 92 SP:Iteration 3F (2282.291336 sec): 3 clusters Score: Raw -48397.110610 + Penalty 1524.414387 = -46872.696223 nChanged 53 SP:Iteration 4Q (2282.371873 sec): 3 clusters Score: Raw -48435.470636 + Penalty 1524.414387 = -46911.056249 nChanged 34 SP:Iteration 5Q (2282.457939 sec): 3 clusters Score: Raw -48457.687119 + Penalty 1524.414387 = -46933.272732 nChanged 25 SP:Iteration 6Q (2282.546413 sec): 3 clusters Score: Raw -48474.477806 + Penalty 1524.414387 = -46950.063419 nChanged 22 SP:Iteration 7Q (2282.634327 sec): 3 clusters Score: Raw -48490.883215 + Penalty 1524.414387 = -46966.468828 nChanged 17 SP:Iteration 8Q (2282.722841 sec): 3 clusters Score: Raw -48503.970871 + Penalty 1524.414387 = -46979.556484 nChanged 10 SP:Iteration 9Q (2282.791160 sec): 3 clusters Score: Raw -48511.739588 + Penalty 1524.414387 = -46987.325201 nChanged 12 SP:Iteration 10Q (2282.879685 sec): 3 clusters Score: Raw -48518.442794 + Penalty 1524.414387 = -46994.028407 nChanged 11 SP:Iteration 11Q (2282.968631 sec): 3 clusters Score: Raw -48526.146877 + Penalty 1524.414387 = -47001.732490 nChanged 12 SP:Iteration 12Q (2283.055749 sec): 3 clusters Score: Raw -48535.494723 + Penalty 1524.414387 = -47011.080336 nChanged 8 SP:Iteration 13Q (2283.134796 sec): 3 clusters Score: Raw -48539.343055 + Penalty 1524.414387 = -47014.928668 nChanged 7 SP:Iteration 14Q (2283.216657 sec): 3 clusters Score: Raw -48542.961689 + Penalty 1524.414387 = -47018.547303 nChanged 3 SP:Iteration 15Q (2283.301344 sec): 3 clusters Score: Raw -48545.062763 + Penalty 1524.414387 = -47020.648376 nChanged 4 SP:Iteration 16Q (2283.399007 sec): 3 clusters Score: Raw -48546.291600 + Penalty 1524.414387 = -47021.877213 nChanged 1 SP:Iteration 17Q (2283.476284 sec): 3 clusters Score: Raw -48546.397326 + Penalty 1524.414387 = -47021.982939 nChanged 1 SP:Iteration 18Q (2283.571607 sec): 3 clusters Score: Raw -48546.633738 + Penalty 1524.414387 = -47022.219351 nChanged 2 SP:Iteration 19Q (2283.635177 sec): 3 clusters Score: Raw -48547.427699 + Penalty 1524.414387 = -47023.013312 nChanged 2 SP:Iteration 20F (2283.745906 sec): 3 clusters Score: Raw -48548.035179 + Penalty 1524.414387 = -47023.620792 nChanged 3 SP:Iteration 21Q (2283.828286 sec): 3 clusters Score: Raw -48548.812412 + Penalty 1524.414387 = -47024.398025 nChanged 2 SP:Iteration 22Q (2283.966886 sec): 3 clusters Score: Raw -48549.820756 + Penalty 1524.414387 = -47025.406369 nChanged 2 SP:Iteration 23Q (2284.032631 sec): 3 clusters Score: Raw -48550.484541 + Penalty 1524.414387 = -47026.070154 nChanged 3 SP:Iteration 24Q (2284.115789 sec): 3 clusters Score: Raw -48552.970664 + Penalty 1524.414387 = -47028.556277 nChanged 2 SP:Iteration 25Q (2284.204336 sec): 3 clusters Score: Raw -48553.363004 + Penalty 1524.414387 = -47028.948617 nChanged 3 SP:Iteration 26Q (2284.294586 sec): 3 clusters Score: Raw -48554.454993 + Penalty 1524.414387 = -47030.040606 nChanged 1 SP:Iteration 27Q (2284.371224 sec): 3 clusters Score: Raw -48554.588198 + Penalty 1524.414387 = -47030.173811 nChanged 0 SP:Iteration 28F (2284.459827 sec): 3 clusters Score: Raw -48554.588198 + Penalty 1524.414387 = -47030.173811 nChanged 0 Trying to split cluster 10 (999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2284.506385 sec): 2 clusters Score: Raw -44376.076318 + Penalty 725.209252 = -43650.867066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2284.594148 sec): 3 clusters Score: Raw -44009.156967 + Penalty 1450.418504 = -42558.738463 nChanged 322 SP:Iteration 1F (2284.672437 sec): 3 clusters Score: Raw -44281.272241 + Penalty 1450.418504 = -42830.853737 nChanged 87 SP:Iteration 2F (2284.760031 sec): 3 clusters Score: Raw -44363.546102 + Penalty 1450.418504 = -42913.127598 nChanged 46 SP:Iteration 3Q (2284.848343 sec): 3 clusters Score: Raw -44426.835296 + Penalty 1450.418504 = -42976.416792 nChanged 62 SP:Iteration 4F (2284.935996 sec): 3 clusters Score: Raw -44508.978349 + Penalty 1450.418504 = -43058.559846 nChanged 53 SP:Iteration 5F (2285.012839 sec): 3 clusters Score: Raw -44579.153355 + Penalty 1450.418504 = -43128.734851 nChanged 56 SP:Iteration 6F (2285.100256 sec): 3 clusters Score: Raw -44660.004392 + Penalty 1450.418504 = -43209.585889 nChanged 38 SP:Iteration 7Q (2285.187728 sec): 3 clusters Score: Raw -44728.355108 + Penalty 1450.418504 = -43277.936604 nChanged 37 SP:Iteration 8Q (2285.281683 sec): 3 clusters Score: Raw -44806.163258 + Penalty 1450.418504 = -43355.744755 nChanged 30 SP:Iteration 9Q (2285.349141 sec): 3 clusters Score: Raw -44851.095228 + Penalty 1450.418504 = -43400.676725 nChanged 27 SP:Iteration 10Q (2285.432509 sec): 3 clusters Score: Raw -44899.895569 + Penalty 1450.418504 = -43449.477065 nChanged 13 SP:Iteration 11Q (2285.519791 sec): 3 clusters Score: Raw -44911.974127 + Penalty 1450.418504 = -43461.555623 nChanged 10 SP:Iteration 12Q (2285.606177 sec): 3 clusters Score: Raw -44919.349433 + Penalty 1450.418504 = -43468.930929 nChanged 5 SP:Iteration 13Q (2285.693868 sec): 3 clusters Score: Raw -44923.091450 + Penalty 1450.418504 = -43472.672947 nChanged 2 SP:Iteration 14Q (2285.781644 sec): 3 clusters Score: Raw -44924.274576 + Penalty 1450.418504 = -43473.856073 nChanged 0 SP:Iteration 15F (2285.869143 sec): 3 clusters Score: Raw -44924.274576 + Penalty 1450.418504 = -43473.856073 nChanged 0 Trying to split cluster 11 (2538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2285.922110 sec): 2 clusters Score: Raw -138939.274893 + Penalty 823.108823 = -138116.166069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2286.023818 sec): 3 clusters Score: Raw -137663.463255 + Penalty 1646.217646 = -136017.245609 nChanged 986 SP:Iteration 1F (2286.116011 sec): 3 clusters Score: Raw -138276.425623 + Penalty 1646.217646 = -136630.207977 nChanged 207 SP:Iteration 2F (2286.207163 sec): 3 clusters Score: Raw -138415.778416 + Penalty 1646.217646 = -136769.560770 nChanged 160 SP:Iteration 3F (2286.322835 sec): 3 clusters Score: Raw -138530.243786 + Penalty 1646.217646 = -136884.026140 nChanged 136 SP:Iteration 4F (2286.427322 sec): 3 clusters Score: Raw -138640.481278 + Penalty 1646.217646 = -136994.263631 nChanged 123 SP:Iteration 5Q (2286.516651 sec): 3 clusters Score: Raw -138733.905338 + Penalty 1646.217646 = -137087.687691 nChanged 102 SP:Iteration 6Q (2286.602168 sec): 3 clusters Score: Raw -138794.478114 + Penalty 1646.217646 = -137148.260468 nChanged 81 SP:Iteration 7Q (2286.687817 sec): 3 clusters Score: Raw -138848.893514 + Penalty 1646.217646 = -137202.675868 nChanged 66 SP:Iteration 8Q (2286.780417 sec): 3 clusters Score: Raw -138884.907717 + Penalty 1646.217646 = -137238.690071 nChanged 55 SP:Iteration 9Q (2286.892076 sec): 3 clusters Score: Raw -138910.821200 + Penalty 1646.217646 = -137264.603553 nChanged 44 SP:Iteration 10Q (2286.990757 sec): 3 clusters Score: Raw -138931.631398 + Penalty 1646.217646 = -137285.413752 nChanged 49 SP:Iteration 11Q (2287.081887 sec): 3 clusters Score: Raw -138955.420815 + Penalty 1646.217646 = -137309.203169 nChanged 37 SP:Iteration 12Q (2287.172294 sec): 3 clusters Score: Raw -138976.083693 + Penalty 1646.217646 = -137329.866047 nChanged 42 SP:Iteration 13Q (2287.263706 sec): 3 clusters Score: Raw -139001.264678 + Penalty 1646.217646 = -137355.047032 nChanged 43 SP:Iteration 14Q (2287.354821 sec): 3 clusters Score: Raw -139021.262424 + Penalty 1646.217646 = -137375.044778 nChanged 29 SP:Iteration 15Q (2287.445741 sec): 3 clusters Score: Raw -139035.853878 + Penalty 1646.217646 = -137389.636232 nChanged 26 SP:Iteration 16Q (2287.535005 sec): 3 clusters Score: Raw -139048.318487 + Penalty 1646.217646 = -137402.100840 nChanged 18 SP:Iteration 17Q (2287.626482 sec): 3 clusters Score: Raw -139056.350157 + Penalty 1646.217646 = -137410.132511 nChanged 18 SP:Iteration 18Q (2287.713983 sec): 3 clusters Score: Raw -139061.941510 + Penalty 1646.217646 = -137415.723864 nChanged 16 SP:Iteration 19Q (2287.805389 sec): 3 clusters Score: Raw -139069.756131 + Penalty 1646.217646 = -137423.538485 nChanged 19 SP:Iteration 20F (2287.913170 sec): 3 clusters Score: Raw -139077.357361 + Penalty 1646.217646 = -137431.139715 nChanged 14 SP:Iteration 21Q (2287.983412 sec): 3 clusters Score: Raw -139083.925363 + Penalty 1646.217646 = -137437.707716 nChanged 15 SP:Iteration 22Q (2288.095416 sec): 3 clusters Score: Raw -139091.294505 + Penalty 1646.217646 = -137445.076859 nChanged 16 SP:Iteration 23Q (2288.189222 sec): 3 clusters Score: Raw -139097.202741 + Penalty 1646.217646 = -137450.985095 nChanged 14 SP:Iteration 24Q (2288.280738 sec): 3 clusters Score: Raw -139102.391281 + Penalty 1646.217646 = -137456.173634 nChanged 10 SP:Iteration 25Q (2288.375398 sec): 3 clusters Score: Raw -139105.448210 + Penalty 1646.217646 = -137459.230564 nChanged 5 SP:Iteration 26Q (2288.447621 sec): 3 clusters Score: Raw -139106.668757 + Penalty 1646.217646 = -137460.451111 nChanged 4 SP:Iteration 27Q (2288.498094 sec): 3 clusters Score: Raw -139107.566825 + Penalty 1646.217646 = -137461.349179 nChanged 3 SP:Iteration 28Q (2288.566563 sec): 3 clusters Score: Raw -139108.243458 + Penalty 1646.217646 = -137462.025812 nChanged 1 SP:Iteration 29Q (2288.661776 sec): 3 clusters Score: Raw -139108.427536 + Penalty 1646.217646 = -137462.209890 nChanged 0 SP:Iteration 30F (2288.742050 sec): 3 clusters Score: Raw -139108.427536 + Penalty 1646.217646 = -137462.209890 nChanged 0 Trying to split cluster 12 (4183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2288.779305 sec): 2 clusters Score: Raw -225349.360630 + Penalty 875.572317 = -224473.788313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2288.876867 sec): 3 clusters Score: Raw -223148.921098 + Penalty 1751.144634 = -221397.776464 nChanged 1757 SP:Iteration 1F (2288.966459 sec): 3 clusters Score: Raw -224229.977021 + Penalty 1751.144634 = -222478.832387 nChanged 362 SP:Iteration 2F (2289.024907 sec): 3 clusters Score: Raw -224502.807222 + Penalty 1751.144634 = -222751.662588 nChanged 308 SP:Iteration 3F (2289.112233 sec): 3 clusters Score: Raw -224711.563161 + Penalty 1751.144634 = -222960.418527 nChanged 241 SP:Iteration 4F (2289.215261 sec): 3 clusters Score: Raw -224852.119173 + Penalty 1751.144634 = -223100.974539 nChanged 186 SP:Iteration 5Q (2289.280606 sec): 3 clusters Score: Raw -224955.042603 + Penalty 1751.144634 = -223203.897969 nChanged 166 SP:Iteration 6Q (2289.363520 sec): 3 clusters Score: Raw -225047.630868 + Penalty 1751.144634 = -223296.486234 nChanged 147 SP:Iteration 7Q (2289.448707 sec): 3 clusters Score: Raw -225137.226548 + Penalty 1751.144634 = -223386.081914 nChanged 131 SP:Iteration 8Q (2289.517051 sec): 3 clusters Score: Raw -225232.063585 + Penalty 1751.144634 = -223480.918951 nChanged 145 SP:Iteration 9Q (2289.604047 sec): 3 clusters Score: Raw -225340.597024 + Penalty 1751.144634 = -223589.452390 nChanged 146 SP:Iteration 10Q (2289.681176 sec): 3 clusters Score: Raw -225440.713910 + Penalty 1751.144634 = -223689.569276 nChanged 123 SP:Iteration 11Q (2289.749351 sec): 3 clusters Score: Raw -225523.604082 + Penalty 1751.144634 = -223772.459448 nChanged 113 SP:Iteration 12Q (2289.844709 sec): 3 clusters Score: Raw -225601.875110 + Penalty 1751.144634 = -223850.730476 nChanged 110 SP:Iteration 13Q (2289.914381 sec): 3 clusters Score: Raw -225684.100816 + Penalty 1751.144634 = -223932.956182 nChanged 90 SP:Iteration 14Q (2289.990340 sec): 3 clusters Score: Raw -225748.325523 + Penalty 1751.144634 = -223997.180889 nChanged 83 SP:Iteration 15Q (2290.076947 sec): 3 clusters Score: Raw -225801.865254 + Penalty 1751.144634 = -224050.720620 nChanged 65 SP:Iteration 16Q (2290.150050 sec): 3 clusters Score: Raw -225836.032789 + Penalty 1751.144634 = -224084.888155 nChanged 49 SP:Iteration 17Q (2290.227173 sec): 3 clusters Score: Raw -225858.531004 + Penalty 1751.144634 = -224107.386370 nChanged 40 SP:Iteration 18Q (2290.317528 sec): 3 clusters Score: Raw -225872.895737 + Penalty 1751.144634 = -224121.751103 nChanged 26 SP:Iteration 19Q (2290.407269 sec): 3 clusters Score: Raw -225881.910546 + Penalty 1751.144634 = -224130.765912 nChanged 18 SP:Iteration 20F (2290.484633 sec): 3 clusters Score: Raw -225886.057764 + Penalty 1751.144634 = -224134.913130 nChanged 17 SP:Iteration 21Q (2290.552713 sec): 3 clusters Score: Raw -225892.011178 + Penalty 1751.144634 = -224140.866544 nChanged 17 SP:Iteration 22Q (2290.630185 sec): 3 clusters Score: Raw -225898.011357 + Penalty 1751.144634 = -224146.866723 nChanged 13 SP:Iteration 23Q (2290.727500 sec): 3 clusters Score: Raw -225904.396440 + Penalty 1751.144634 = -224153.251806 nChanged 13 SP:Iteration 24Q (2290.800835 sec): 3 clusters Score: Raw -225911.769001 + Penalty 1751.144634 = -224160.624367 nChanged 21 SP:Iteration 25Q (2290.899987 sec): 3 clusters Score: Raw -225918.355814 + Penalty 1751.144634 = -224167.211180 nChanged 16 SP:Iteration 26Q (2290.972136 sec): 3 clusters Score: Raw -225924.731208 + Penalty 1751.144634 = -224173.586574 nChanged 18 SP:Iteration 27Q (2291.053794 sec): 3 clusters Score: Raw -225932.567472 + Penalty 1751.144634 = -224181.422838 nChanged 17 SP:Iteration 28Q (2291.121762 sec): 3 clusters Score: Raw -225936.956384 + Penalty 1751.144634 = -224185.811750 nChanged 11 SP:Iteration 29Q (2291.202679 sec): 3 clusters Score: Raw -225941.077811 + Penalty 1751.144634 = -224189.933177 nChanged 12 SP:Iteration 30Q (2291.286746 sec): 3 clusters Score: Raw -225944.558499 + Penalty 1751.144634 = -224193.413865 nChanged 11 SP:Iteration 31Q (2291.363495 sec): 3 clusters Score: Raw -225946.730221 + Penalty 1751.144634 = -224195.585587 nChanged 4 SP:Iteration 32Q (2291.453113 sec): 3 clusters Score: Raw -225947.566942 + Penalty 1751.144634 = -224196.422308 nChanged 7 SP:Iteration 33Q (2291.525128 sec): 3 clusters Score: Raw -225948.555916 + Penalty 1751.144634 = -224197.411282 nChanged 3 SP:Iteration 34Q (2291.622053 sec): 3 clusters Score: Raw -225948.996593 + Penalty 1751.144634 = -224197.851959 nChanged 4 SP:Iteration 35Q (2291.712631 sec): 3 clusters Score: Raw -225949.349299 + Penalty 1751.144634 = -224198.204665 nChanged 3 SP:Iteration 36Q (2291.794468 sec): 3 clusters Score: Raw -225949.836028 + Penalty 1751.144634 = -224198.691394 nChanged 2 SP:Iteration 37Q (2291.867144 sec): 3 clusters Score: Raw -225950.378729 + Penalty 1751.144634 = -224199.234095 nChanged 2 SP:Iteration 38Q (2291.951318 sec): 3 clusters Score: Raw -225950.948713 + Penalty 1751.144634 = -224199.804079 nChanged 2 SP:Iteration 39Q (2292.021584 sec): 3 clusters Score: Raw -225951.249314 + Penalty 1751.144634 = -224200.104680 nChanged 2 SP:Iteration 40F (2292.106396 sec): 3 clusters Score: Raw -225951.547400 + Penalty 1751.144634 = -224200.402766 nChanged 2 SP:Iteration 41Q (2292.189104 sec): 3 clusters Score: Raw -225952.028141 + Penalty 1751.144634 = -224200.883507 nChanged 3 SP:Iteration 42Q (2292.257429 sec): 3 clusters Score: Raw -225952.892485 + Penalty 1751.144634 = -224201.747851 nChanged 7 SP:Iteration 43Q (2292.359522 sec): 3 clusters Score: Raw -225954.371107 + Penalty 1751.144634 = -224203.226473 nChanged 4 SP:Iteration 44Q (2292.435966 sec): 3 clusters Score: Raw -225954.953094 + Penalty 1751.144634 = -224203.808460 nChanged 2 SP:Iteration 45Q (2292.518534 sec): 3 clusters Score: Raw -225955.184549 + Penalty 1751.144634 = -224204.039915 nChanged 2 SP:Iteration 46Q (2292.604888 sec): 3 clusters Score: Raw -225955.539364 + Penalty 1751.144634 = -224204.394730 nChanged 2 SP:Iteration 47Q (2292.672913 sec): 3 clusters Score: Raw -225955.780370 + Penalty 1751.144634 = -224204.635736 nChanged 1 SP:Iteration 48Q (2292.762627 sec): 3 clusters Score: Raw -225956.047428 + Penalty 1751.144634 = -224204.902794 nChanged 1 SP:Iteration 49Q (2292.847607 sec): 3 clusters Score: Raw -225956.187292 + Penalty 1751.144634 = -224205.042658 nChanged 2 SP:Iteration 50Q (2292.938620 sec): 3 clusters Score: Raw -225956.337750 + Penalty 1751.144634 = -224205.193116 nChanged 3 SP:Iteration 51Q (2292.997341 sec): 3 clusters Score: Raw -225956.648720 + Penalty 1751.144634 = -224205.504086 nChanged 2 SP:Iteration 52Q (2293.080453 sec): 3 clusters Score: Raw -225956.934725 + Penalty 1751.144634 = -224205.790091 nChanged 0 SP:Iteration 53F (2293.165162 sec): 3 clusters Score: Raw -225956.934725 + Penalty 1751.144634 = -224205.790091 nChanged 0 Trying to split cluster 13 (1325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2293.203936 sec): 2 clusters Score: Raw -61465.494496 + Penalty 754.862613 = -60710.631884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2293.287267 sec): 3 clusters Score: Raw -60931.482443 + Penalty 1509.725225 = -59421.757218 nChanged 462 SP:Iteration 1F (2293.360381 sec): 3 clusters Score: Raw -61261.998788 + Penalty 1509.725225 = -59752.273563 nChanged 117 SP:Iteration 2F (2293.454721 sec): 3 clusters Score: Raw -61352.173700 + Penalty 1509.725225 = -59842.448475 nChanged 58 SP:Iteration 3Q (2293.479180 sec): 3 clusters Score: Raw -61399.838898 + Penalty 1509.725225 = -59890.113673 nChanged 43 SP:Iteration 4Q (2293.543727 sec): 3 clusters Score: Raw -61430.692364 + Penalty 1509.725225 = -59920.967139 nChanged 34 SP:Iteration 5Q (2293.621788 sec): 3 clusters Score: Raw -61452.513597 + Penalty 1509.725225 = -59942.788372 nChanged 27 SP:Iteration 6Q (2293.706542 sec): 3 clusters Score: Raw -61470.402280 + Penalty 1509.725225 = -59960.677055 nChanged 20 SP:Iteration 7Q (2293.764055 sec): 3 clusters Score: Raw -61483.609021 + Penalty 1509.725225 = -59973.883796 nChanged 15 SP:Iteration 8Q (2293.857994 sec): 3 clusters Score: Raw -61501.622364 + Penalty 1509.725225 = -59991.897139 nChanged 27 SP:Iteration 9Q (2293.931831 sec): 3 clusters Score: Raw -61526.600939 + Penalty 1509.725225 = -60016.875714 nChanged 26 SP:Iteration 10Q (2294.003259 sec): 3 clusters Score: Raw -61545.239018 + Penalty 1509.725225 = -60035.513793 nChanged 22 SP:Iteration 11Q (2294.069213 sec): 3 clusters Score: Raw -61561.101721 + Penalty 1509.725225 = -60051.376496 nChanged 16 SP:Iteration 12Q (2294.141093 sec): 3 clusters Score: Raw -61571.700443 + Penalty 1509.725225 = -60061.975218 nChanged 10 SP:Iteration 13Q (2294.234564 sec): 3 clusters Score: Raw -61575.481321 + Penalty 1509.725225 = -60065.756095 nChanged 5 SP:Iteration 14Q (2294.305157 sec): 3 clusters Score: Raw -61578.320754 + Penalty 1509.725225 = -60068.595529 nChanged 9 SP:Iteration 15Q (2294.382760 sec): 3 clusters Score: Raw -61587.586539 + Penalty 1509.725225 = -60077.861314 nChanged 11 SP:Iteration 16Q (2294.433646 sec): 3 clusters Score: Raw -61596.660191 + Penalty 1509.725225 = -60086.934966 nChanged 6 SP:Iteration 17Q (2294.531860 sec): 3 clusters Score: Raw -61598.933891 + Penalty 1509.725225 = -60089.208666 nChanged 4 SP:Iteration 18Q (2294.595928 sec): 3 clusters Score: Raw -61601.355447 + Penalty 1509.725225 = -60091.630222 nChanged 1 SP:Iteration 19Q (2294.682329 sec): 3 clusters Score: Raw -61602.497588 + Penalty 1509.725225 = -60092.772363 nChanged 2 SP:Iteration 20F (2294.814887 sec): 3 clusters Score: Raw -61603.669697 + Penalty 1509.725225 = -60093.944472 nChanged 0 Trying to split cluster 14 (1393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2294.840676 sec): 2 clusters Score: Raw -64149.283952 + Penalty 760.117572 = -63389.166380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2294.953043 sec): 3 clusters Score: Raw -63523.417906 + Penalty 1520.235144 = -62003.182762 nChanged 513 SP:Iteration 1F (2295.045338 sec): 3 clusters Score: Raw -63909.062284 + Penalty 1520.235144 = -62388.827140 nChanged 110 SP:Iteration 2F (2295.129056 sec): 3 clusters Score: Raw -64005.257889 + Penalty 1520.235144 = -62485.022744 nChanged 76 SP:Iteration 3F (2295.231949 sec): 3 clusters Score: Raw -64082.061270 + Penalty 1520.235144 = -62561.826126 nChanged 57 SP:Iteration 4Q (2295.309591 sec): 3 clusters Score: Raw -64133.413474 + Penalty 1520.235144 = -62613.178329 nChanged 44 SP:Iteration 5Q (2295.392816 sec): 3 clusters Score: Raw -64160.170466 + Penalty 1520.235144 = -62639.935321 nChanged 28 SP:Iteration 6Q (2295.477006 sec): 3 clusters Score: Raw -64180.150539 + Penalty 1520.235144 = -62659.915395 nChanged 25 SP:Iteration 7Q (2295.559806 sec): 3 clusters Score: Raw -64194.555161 + Penalty 1520.235144 = -62674.320016 nChanged 20 SP:Iteration 8Q (2295.643083 sec): 3 clusters Score: Raw -64205.137331 + Penalty 1520.235144 = -62684.902187 nChanged 24 SP:Iteration 9Q (2295.726270 sec): 3 clusters Score: Raw -64222.374280 + Penalty 1520.235144 = -62702.139135 nChanged 25 SP:Iteration 10Q (2295.804197 sec): 3 clusters Score: Raw -64240.420776 + Penalty 1520.235144 = -62720.185632 nChanged 24 SP:Iteration 11Q (2295.896515 sec): 3 clusters Score: Raw -64256.780359 + Penalty 1520.235144 = -62736.545214 nChanged 25 SP:Iteration 12Q (2295.977278 sec): 3 clusters Score: Raw -64274.471600 + Penalty 1520.235144 = -62754.236455 nChanged 24 SP:Iteration 13Q (2296.076441 sec): 3 clusters Score: Raw -64292.594965 + Penalty 1520.235144 = -62772.359821 nChanged 13 SP:Iteration 14Q (2296.194386 sec): 3 clusters Score: Raw -64298.577512 + Penalty 1520.235144 = -62778.342367 nChanged 10 SP:Iteration 15Q (2296.296299 sec): 3 clusters Score: Raw -64302.435686 + Penalty 1520.235144 = -62782.200542 nChanged 8 SP:Iteration 16Q (2296.389043 sec): 3 clusters Score: Raw -64304.956742 + Penalty 1520.235144 = -62784.721597 nChanged 10 SP:Iteration 17Q (2296.501197 sec): 3 clusters Score: Raw -64308.516625 + Penalty 1520.235144 = -62788.281481 nChanged 10 SP:Iteration 18Q (2296.569660 sec): 3 clusters Score: Raw -64315.291164 + Penalty 1520.235144 = -62795.056020 nChanged 13 SP:Iteration 19Q (2296.666337 sec): 3 clusters Score: Raw -64319.332359 + Penalty 1520.235144 = -62799.097215 nChanged 6 SP:Iteration 20F (2296.764887 sec): 3 clusters Score: Raw -64324.213244 + Penalty 1520.235144 = -62803.978100 nChanged 13 SP:Iteration 21Q (2296.852384 sec): 3 clusters Score: Raw -64337.300748 + Penalty 1520.235144 = -62817.065604 nChanged 17 SP:Iteration 22Q (2296.939386 sec): 3 clusters Score: Raw -64346.501052 + Penalty 1520.235144 = -62826.265907 nChanged 12 SP:Iteration 23Q (2297.036491 sec): 3 clusters Score: Raw -64353.919642 + Penalty 1520.235144 = -62833.684497 nChanged 9 SP:Iteration 24Q (2297.127262 sec): 3 clusters Score: Raw -64359.344369 + Penalty 1520.235144 = -62839.109224 nChanged 9 SP:Iteration 25Q (2297.211103 sec): 3 clusters Score: Raw -64364.004187 + Penalty 1520.235144 = -62843.769043 nChanged 8 SP:Iteration 26Q (2297.294455 sec): 3 clusters Score: Raw -64367.434340 + Penalty 1520.235144 = -62847.199195 nChanged 7 SP:Iteration 27Q (2297.377141 sec): 3 clusters Score: Raw -64371.217289 + Penalty 1520.235144 = -62850.982144 nChanged 6 SP:Iteration 28Q (2297.460317 sec): 3 clusters Score: Raw -64373.909349 + Penalty 1520.235144 = -62853.674204 nChanged 4 SP:Iteration 29Q (2297.563069 sec): 3 clusters Score: Raw -64375.607675 + Penalty 1520.235144 = -62855.372530 nChanged 6 SP:Iteration 30Q (2297.627197 sec): 3 clusters Score: Raw -64377.285190 + Penalty 1520.235144 = -62857.050046 nChanged 6 SP:Iteration 31Q (2297.729017 sec): 3 clusters Score: Raw -64380.789816 + Penalty 1520.235144 = -62860.554671 nChanged 5 SP:Iteration 32Q (2297.796879 sec): 3 clusters Score: Raw -64382.224737 + Penalty 1520.235144 = -62861.989592 nChanged 4 SP:Iteration 33Q (2297.894834 sec): 3 clusters Score: Raw -64383.340886 + Penalty 1520.235144 = -62863.105741 nChanged 8 SP:Iteration 34Q (2297.966847 sec): 3 clusters Score: Raw -64386.406421 + Penalty 1520.235144 = -62866.171276 nChanged 6 SP:Iteration 35Q (2298.056315 sec): 3 clusters Score: Raw -64390.049420 + Penalty 1520.235144 = -62869.814275 nChanged 12 SP:Iteration 36Q (2298.148981 sec): 3 clusters Score: Raw -64398.591086 + Penalty 1520.235144 = -62878.355942 nChanged 13 SP:Iteration 37Q (2298.254184 sec): 3 clusters Score: Raw -64409.907264 + Penalty 1520.235144 = -62889.672119 nChanged 11 SP:Iteration 38Q (2298.337384 sec): 3 clusters Score: Raw -64418.817739 + Penalty 1520.235144 = -62898.582595 nChanged 12 SP:Iteration 39Q (2298.447775 sec): 3 clusters Score: Raw -64425.185163 + Penalty 1520.235144 = -62904.950019 nChanged 13 SP:Iteration 40F (2298.547861 sec): 3 clusters Score: Raw -64432.230485 + Penalty 1520.235144 = -62911.995341 nChanged 12 SP:Iteration 41Q (2298.685686 sec): 3 clusters Score: Raw -64439.313374 + Penalty 1520.235144 = -62919.078230 nChanged 10 SP:Iteration 42Q (2298.775451 sec): 3 clusters Score: Raw -64445.874961 + Penalty 1520.235144 = -62925.639817 nChanged 7 SP:Iteration 43Q (2298.861885 sec): 3 clusters Score: Raw -64449.957288 + Penalty 1520.235144 = -62929.722144 nChanged 7 SP:Iteration 44Q (2298.949631 sec): 3 clusters Score: Raw -64453.746528 + Penalty 1520.235144 = -62933.511383 nChanged 3 SP:Iteration 45Q (2299.037896 sec): 3 clusters Score: Raw -64454.641466 + Penalty 1520.235144 = -62934.406322 nChanged 2 SP:Iteration 46Q (2299.120712 sec): 3 clusters Score: Raw -64455.633463 + Penalty 1520.235144 = -62935.398318 nChanged 3 SP:Iteration 47Q (2299.225081 sec): 3 clusters Score: Raw -64457.921794 + Penalty 1520.235144 = -62937.686650 nChanged 6 SP:Iteration 48Q (2299.319274 sec): 3 clusters Score: Raw -64463.387204 + Penalty 1520.235144 = -62943.152060 nChanged 7 SP:Iteration 49Q (2299.409985 sec): 3 clusters Score: Raw -64469.079530 + Penalty 1520.235144 = -62948.844385 nChanged 8 SP:Iteration 50Q (2299.524243 sec): 3 clusters Score: Raw -64475.375098 + Penalty 1520.235144 = -62955.139953 nChanged 8 SP:Iteration 51Q (2299.610742 sec): 3 clusters Score: Raw -64482.295349 + Penalty 1520.235144 = -62962.060204 nChanged 8 SP:Iteration 52Q (2299.694196 sec): 3 clusters Score: Raw -64486.650942 + Penalty 1520.235144 = -62966.415798 nChanged 5 SP:Iteration 53Q (2299.757300 sec): 3 clusters Score: Raw -64491.190067 + Penalty 1520.235144 = -62970.954923 nChanged 7 SP:Iteration 54Q (2299.839450 sec): 3 clusters Score: Raw -64498.483157 + Penalty 1520.235144 = -62978.248012 nChanged 4 SP:Iteration 55Q (2299.921477 sec): 3 clusters Score: Raw -64502.022071 + Penalty 1520.235144 = -62981.786926 nChanged 3 SP:Iteration 56Q (2300.008365 sec): 3 clusters Score: Raw -64503.912579 + Penalty 1520.235144 = -62983.677434 nChanged 2 SP:Iteration 57Q (2300.097531 sec): 3 clusters Score: Raw -64504.638026 + Penalty 1520.235144 = -62984.402881 nChanged 2 SP:Iteration 58Q (2300.186430 sec): 3 clusters Score: Raw -64505.112581 + Penalty 1520.235144 = -62984.877437 nChanged 1 SP:Iteration 59Q (2300.274809 sec): 3 clusters Score: Raw -64505.423747 + Penalty 1520.235144 = -62985.188603 nChanged 1 SP:Iteration 60F (2300.363808 sec): 3 clusters Score: Raw -64506.342397 + Penalty 1520.235144 = -62986.107252 nChanged 1 SP:Iteration 61Q (2300.452017 sec): 3 clusters Score: Raw -64506.742742 + Penalty 1520.235144 = -62986.507597 nChanged 3 SP:Iteration 62Q (2300.540707 sec): 3 clusters Score: Raw -64510.413177 + Penalty 1520.235144 = -62990.178033 nChanged 4 SP:Iteration 63Q (2300.609869 sec): 3 clusters Score: Raw -64514.632670 + Penalty 1520.235144 = -62994.397526 nChanged 2 SP:Iteration 64Q (2300.707464 sec): 3 clusters Score: Raw -64515.109004 + Penalty 1520.235144 = -62994.873859 nChanged 0 SP:Iteration 65F (2300.767222 sec): 3 clusters Score: Raw -64515.109004 + Penalty 1520.235144 = -62994.873859 nChanged 0 Trying to split cluster 15 (1609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2300.821070 sec): 2 clusters Score: Raw -86409.663875 + Penalty 775.253655 = -85634.410219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2300.886334 sec): 3 clusters Score: Raw -85681.252775 + Penalty 1550.507311 = -84130.745464 nChanged 598 SP:Iteration 1F (2300.967530 sec): 3 clusters Score: Raw -86056.737223 + Penalty 1550.507311 = -84506.229912 nChanged 134 SP:Iteration 2F (2301.049815 sec): 3 clusters Score: Raw -86170.166136 + Penalty 1550.507311 = -84619.658825 nChanged 99 SP:Iteration 3F (2301.128277 sec): 3 clusters Score: Raw -86267.994778 + Penalty 1550.507311 = -84717.487467 nChanged 81 SP:Iteration 4F (2301.194543 sec): 3 clusters Score: Raw -86368.847184 + Penalty 1550.507311 = -84818.339873 nChanged 90 SP:Iteration 5F (2301.283275 sec): 3 clusters Score: Raw -86512.001419 + Penalty 1550.507311 = -84961.494108 nChanged 79 SP:Iteration 6Q (2301.353306 sec): 3 clusters Score: Raw -86666.837603 + Penalty 1550.507311 = -85116.330292 nChanged 103 SP:Iteration 7F (2301.431813 sec): 3 clusters Score: Raw -86913.833207 + Penalty 1550.507311 = -85363.325896 nChanged 88 SP:Iteration 8F (2301.521593 sec): 3 clusters Score: Raw -87097.244724 + Penalty 1550.507311 = -85546.737413 nChanged 72 SP:Iteration 9Q (2301.580481 sec): 3 clusters Score: Raw -87189.141417 + Penalty 1550.507311 = -85638.634106 nChanged 38 SP:Iteration 10Q (2301.650097 sec): 3 clusters Score: Raw -87223.902170 + Penalty 1550.507311 = -85673.394859 nChanged 19 SP:Iteration 11Q (2301.728378 sec): 3 clusters Score: Raw -87235.970174 + Penalty 1550.507311 = -85685.462863 nChanged 11 SP:Iteration 12Q (2301.809317 sec): 3 clusters Score: Raw -87243.579102 + Penalty 1550.507311 = -85693.071791 nChanged 8 SP:Iteration 13Q (2301.887604 sec): 3 clusters Score: Raw -87246.874648 + Penalty 1550.507311 = -85696.367337 nChanged 5 SP:Iteration 14Q (2301.974598 sec): 3 clusters Score: Raw -87248.805250 + Penalty 1550.507311 = -85698.297939 nChanged 4 SP:Iteration 15Q (2302.024810 sec): 3 clusters Score: Raw -87250.533944 + Penalty 1550.507311 = -85700.026633 nChanged 1 SP:Iteration 16Q (2302.096299 sec): 3 clusters Score: Raw -87251.048376 + Penalty 1550.507311 = -85700.541065 nChanged 1 SP:Iteration 17Q (2302.170400 sec): 3 clusters Score: Raw -87251.633330 + Penalty 1550.507311 = -85701.126019 nChanged 0 SP:Iteration 18F (2302.242590 sec): 3 clusters Score: Raw -87251.633330 + Penalty 1550.507311 = -85701.126019 nChanged 0 Score: Raw -2005932.037709 + Penalty 17845.222534 = -1988086.815175 Splitting cluster 15 changes total score from -1988160.816674 to -1988086.815175 So it's not getting split. Iteration 59Q (2304.108003 sec): 16 clusters Score: Raw -2005174.863413 + Penalty 16729.896126 = -1988444.967287 nChanged 447 Iteration 60F (2305.112980 sec): 16 clusters Score: Raw -2005331.433221 + Penalty 16729.896126 = -1988601.537095 nChanged 310 Iteration 61Q (2305.926234 sec): 16 clusters Score: Raw -2005430.771764 + Penalty 16729.896126 = -1988700.875638 nChanged 255 Iteration 62Q (2306.749910 sec): 16 clusters Score: Raw -2005501.673590 + Penalty 16729.896126 = -1988771.777464 nChanged 213 Iteration 63Q (2307.591071 sec): 16 clusters Score: Raw -2005555.444040 + Penalty 16729.896126 = -1988825.547914 nChanged 179 Iteration 64Q (2308.314093 sec): 16 clusters Score: Raw -2005595.618715 + Penalty 16729.896126 = -1988865.722589 nChanged 139 Iteration 65Q (2309.193835 sec): 16 clusters Score: Raw -2005629.843249 + Penalty 16729.896126 = -1988899.947123 nChanged 142 Iteration 66Q (2310.162787 sec): 16 clusters Score: Raw -2005667.805286 + Penalty 16729.896126 = -1988937.909161 nChanged 164 Iteration 67Q (2311.213862 sec): 16 clusters Score: Raw -2005714.003942 + Penalty 16729.896126 = -1988984.107816 nChanged 127 Iteration 68Q (2312.271380 sec): 16 clusters Score: Raw -2005744.069483 + Penalty 16729.896126 = -1989014.173357 nChanged 117 Iteration 69Q (2313.249314 sec): 16 clusters Score: Raw -2005767.784525 + Penalty 16729.896126 = -1989037.888399 nChanged 97 Iteration 70Q (2314.285804 sec): 16 clusters Score: Raw -2005789.036540 + Penalty 16729.896126 = -1989059.140414 nChanged 107 Iteration 71Q (2315.317778 sec): 16 clusters Score: Raw -2005818.600773 + Penalty 16729.896126 = -1989088.704647 nChanged 124 Iteration 72Q (2316.287938 sec): 16 clusters Score: Raw -2005850.263857 + Penalty 16729.896126 = -1989120.367731 nChanged 112 Iteration 73Q (2317.133392 sec): 16 clusters Score: Raw -2005878.093061 + Penalty 16729.896126 = -1989148.196935 nChanged 119 Iteration 74Q (2317.936505 sec): 16 clusters Score: Raw -2005912.454149 + Penalty 16729.896126 = -1989182.558023 nChanged 110 Iteration 75Q (2318.761594 sec): 16 clusters Score: Raw -2005948.256561 + Penalty 16729.896126 = -1989218.360435 nChanged 96 Iteration 76Q (2319.564940 sec): 16 clusters Score: Raw -2005975.749524 + Penalty 16729.896126 = -1989245.853399 nChanged 107 Iteration 77Q (2320.258775 sec): 16 clusters Score: Raw -2006022.300796 + Penalty 16729.896126 = -1989292.404671 nChanged 145 Iteration 78Q (2321.055480 sec): 16 clusters Score: Raw -2006108.680432 + Penalty 16729.896126 = -1989378.784307 nChanged 179 Iteration 79Q (2321.887593 sec): 16 clusters Score: Raw -2006232.736945 + Penalty 16729.896126 = -1989502.840819 nChanged 180 Iteration 80F (2322.850962 sec): 16 clusters Score: Raw -2006403.830203 + Penalty 16729.896126 = -1989673.934078 nChanged 208 Iteration 81Q (2323.674232 sec): 16 clusters Score: Raw -2006608.061740 + Penalty 16729.896126 = -1989878.165614 nChanged 229 Iteration 82Q (2324.689790 sec): 16 clusters Score: Raw -2006802.033939 + Penalty 16729.896126 = -1990072.137813 nChanged 267 Iteration 83Q (2325.672509 sec): 16 clusters Score: Raw -2006970.443876 + Penalty 16729.896126 = -1990240.547750 nChanged 285 Iteration 84Q (2326.711228 sec): 16 clusters Score: Raw -2007099.555178 + Penalty 16729.896126 = -1990369.659052 nChanged 246 Iteration 85Q (2327.750045 sec): 16 clusters Score: Raw -2007197.420550 + Penalty 16729.896126 = -1990467.524425 nChanged 212 Iteration 86Q (2328.737339 sec): 16 clusters Score: Raw -2007279.680330 + Penalty 16729.896126 = -1990549.784204 nChanged 213 Iteration 87Q (2329.650722 sec): 16 clusters Score: Raw -2007352.980811 + Penalty 16729.896126 = -1990623.084686 nChanged 185 Iteration 88Q (2330.680547 sec): 16 clusters Score: Raw -2007401.572457 + Penalty 16729.896126 = -1990671.676331 nChanged 169 Iteration 89Q (2331.611796 sec): 16 clusters Score: Raw -2007446.877510 + Penalty 16729.896126 = -1990716.981384 nChanged 155 Iteration 90Q (2332.428387 sec): 16 clusters Score: Raw -2007483.091824 + Penalty 16729.896126 = -1990753.195698 nChanged 127 Iteration 91Q (2333.234346 sec): 16 clusters Score: Raw -2007510.346241 + Penalty 16729.896126 = -1990780.450115 nChanged 109 Iteration 92Q (2334.076799 sec): 16 clusters Score: Raw -2007538.007856 + Penalty 16729.896126 = -1990808.111731 nChanged 119 Iteration 93Q (2334.905507 sec): 16 clusters Score: Raw -2007563.921464 + Penalty 16729.896126 = -1990834.025339 nChanged 106 Iteration 94Q (2335.754870 sec): 16 clusters Score: Raw -2007587.345364 + Penalty 16729.896126 = -1990857.449238 nChanged 79 Iteration 95Q (2336.536573 sec): 16 clusters Score: Raw -2007602.781365 + Penalty 16729.896126 = -1990872.885240 nChanged 86 Iteration 96Q (2337.379506 sec): 16 clusters Score: Raw -2007618.560679 + Penalty 16729.896126 = -1990888.664553 nChanged 76 Iteration 97Q (2338.183682 sec): 16 clusters Score: Raw -2007635.714314 + Penalty 16729.896126 = -1990905.818188 nChanged 92 Iteration 98Q (2339.030562 sec): 16 clusters Score: Raw -2007655.676486 + Penalty 16729.896126 = -1990925.780360 nChanged 68 Writing temp clu file Because OldScore, -1990905.818188, is greater than current (better) Score,-1990925.780360 Compute initial score before splitting: Score: Raw -2007655.676486 + Penalty 16729.896126 = -1990925.780360 Trying to split cluster 1 (1140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2339.091059 sec): 2 clusters Score: Raw -50776.191630 + Penalty 739.072272 = -50037.119358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2339.244588 sec): 3 clusters Score: Raw -50320.543501 + Penalty 1478.144544 = -48842.398958 nChanged 397 SP:Iteration 1F (2339.332747 sec): 3 clusters Score: Raw -50624.271078 + Penalty 1478.144544 = -49146.126535 nChanged 110 SP:Iteration 2F (2339.414056 sec): 3 clusters Score: Raw -50748.845709 + Penalty 1478.144544 = -49270.701166 nChanged 79 SP:Iteration 3F (2339.502591 sec): 3 clusters Score: Raw -50842.923848 + Penalty 1478.144544 = -49364.779305 nChanged 59 SP:Iteration 4F (2339.590800 sec): 3 clusters Score: Raw -50906.337111 + Penalty 1478.144544 = -49428.192567 nChanged 47 SP:Iteration 5Q (2339.678986 sec): 3 clusters Score: Raw -50949.466387 + Penalty 1478.144544 = -49471.321843 nChanged 37 SP:Iteration 6Q (2339.766742 sec): 3 clusters Score: Raw -50988.560602 + Penalty 1478.144544 = -49510.416059 nChanged 33 SP:Iteration 7Q (2339.854861 sec): 3 clusters Score: Raw -51015.371935 + Penalty 1478.144544 = -49537.227392 nChanged 34 SP:Iteration 8Q (2339.927289 sec): 3 clusters Score: Raw -51044.490912 + Penalty 1478.144544 = -49566.346368 nChanged 26 SP:Iteration 9Q (2340.030449 sec): 3 clusters Score: Raw -51064.072788 + Penalty 1478.144544 = -49585.928244 nChanged 19 SP:Iteration 10Q (2340.109137 sec): 3 clusters Score: Raw -51078.812730 + Penalty 1478.144544 = -49600.668186 nChanged 13 SP:Iteration 11Q (2340.235046 sec): 3 clusters Score: Raw -51086.324411 + Penalty 1478.144544 = -49608.179868 nChanged 5 SP:Iteration 12Q (2340.330011 sec): 3 clusters Score: Raw -51088.776392 + Penalty 1478.144544 = -49610.631849 nChanged 0 SP:Iteration 13F (2340.408837 sec): 3 clusters Score: Raw -51088.776392 + Penalty 1478.144544 = -49610.631849 nChanged 0 Trying to split cluster 2 (1480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2340.477326 sec): 2 clusters Score: Raw -76417.567180 + Penalty 766.478724 = -75651.088457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2340.557392 sec): 3 clusters Score: Raw -75770.266502 + Penalty 1532.957447 = -74237.309055 nChanged 533 SP:Iteration 1F (2340.698739 sec): 3 clusters Score: Raw -76093.925596 + Penalty 1532.957447 = -74560.968149 nChanged 124 SP:Iteration 2F (2340.801557 sec): 3 clusters Score: Raw -76226.924063 + Penalty 1532.957447 = -74693.966616 nChanged 107 SP:Iteration 3F (2340.906275 sec): 3 clusters Score: Raw -76350.481242 + Penalty 1532.957447 = -74817.523795 nChanged 94 SP:Iteration 4F (2340.981653 sec): 3 clusters Score: Raw -76456.805979 + Penalty 1532.957447 = -74923.848532 nChanged 68 SP:Iteration 5Q (2341.059707 sec): 3 clusters Score: Raw -76516.974068 + Penalty 1532.957447 = -74984.016621 nChanged 51 SP:Iteration 6Q (2341.137165 sec): 3 clusters Score: Raw -76561.567652 + Penalty 1532.957447 = -75028.610205 nChanged 39 SP:Iteration 7Q (2341.214734 sec): 3 clusters Score: Raw -76587.217396 + Penalty 1532.957447 = -75054.259949 nChanged 23 SP:Iteration 8Q (2341.292640 sec): 3 clusters Score: Raw -76600.987720 + Penalty 1532.957447 = -75068.030273 nChanged 15 SP:Iteration 9Q (2341.371216 sec): 3 clusters Score: Raw -76611.153535 + Penalty 1532.957447 = -75078.196088 nChanged 13 SP:Iteration 10Q (2341.452925 sec): 3 clusters Score: Raw -76616.040320 + Penalty 1532.957447 = -75083.082873 nChanged 14 SP:Iteration 11Q (2341.543817 sec): 3 clusters Score: Raw -76624.437173 + Penalty 1532.957447 = -75091.479726 nChanged 9 SP:Iteration 12Q (2341.624416 sec): 3 clusters Score: Raw -76631.107540 + Penalty 1532.957447 = -75098.150093 nChanged 10 SP:Iteration 13Q (2341.700224 sec): 3 clusters Score: Raw -76637.117420 + Penalty 1532.957447 = -75104.159973 nChanged 6 SP:Iteration 14Q (2341.776939 sec): 3 clusters Score: Raw -76638.984646 + Penalty 1532.957447 = -75106.027199 nChanged 3 SP:Iteration 15Q (2341.854381 sec): 3 clusters Score: Raw -76640.303579 + Penalty 1532.957447 = -75107.346132 nChanged 8 SP:Iteration 16Q (2341.931852 sec): 3 clusters Score: Raw -76643.788519 + Penalty 1532.957447 = -75110.831072 nChanged 8 SP:Iteration 17Q (2342.009716 sec): 3 clusters Score: Raw -76647.137333 + Penalty 1532.957447 = -75114.179886 nChanged 7 SP:Iteration 18Q (2342.086787 sec): 3 clusters Score: Raw -76651.146145 + Penalty 1532.957447 = -75118.188698 nChanged 6 SP:Iteration 19Q (2342.161266 sec): 3 clusters Score: Raw -76654.610822 + Penalty 1532.957447 = -75121.653375 nChanged 5 SP:Iteration 20F (2342.237163 sec): 3 clusters Score: Raw -76656.397797 + Penalty 1532.957447 = -75123.440350 nChanged 2 SP:Iteration 21Q (2342.315411 sec): 3 clusters Score: Raw -76657.011455 + Penalty 1532.957447 = -75124.054008 nChanged 1 SP:Iteration 22Q (2342.391687 sec): 3 clusters Score: Raw -76657.388891 + Penalty 1532.957447 = -75124.431444 nChanged 0 SP:Iteration 23F (2342.469336 sec): 3 clusters Score: Raw -76657.388891 + Penalty 1532.957447 = -75124.431444 nChanged 0 Trying to split cluster 3 (3325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2342.518675 sec): 2 clusters Score: Raw -156316.240233 + Penalty 851.468620 = -155464.771613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2342.640148 sec): 3 clusters Score: Raw -154574.942243 + Penalty 1702.937240 = -152872.005003 nChanged 1351 SP:Iteration 1F (2342.777504 sec): 3 clusters Score: Raw -155478.162856 + Penalty 1702.937240 = -153775.225615 nChanged 328 SP:Iteration 2F (2342.858790 sec): 3 clusters Score: Raw -155735.202722 + Penalty 1702.937240 = -154032.265481 nChanged 236 SP:Iteration 3F (2342.943784 sec): 3 clusters Score: Raw -155931.594548 + Penalty 1702.937240 = -154228.657308 nChanged 213 SP:Iteration 4F (2343.036160 sec): 3 clusters Score: Raw -156107.016348 + Penalty 1702.937240 = -154404.079108 nChanged 178 SP:Iteration 5F (2343.118745 sec): 3 clusters Score: Raw -156261.956308 + Penalty 1702.937240 = -154559.019068 nChanged 166 SP:Iteration 6Q (2343.201427 sec): 3 clusters Score: Raw -156395.423565 + Penalty 1702.937240 = -154692.486325 nChanged 144 SP:Iteration 7Q (2343.299742 sec): 3 clusters Score: Raw -156499.521066 + Penalty 1702.937240 = -154796.583826 nChanged 116 SP:Iteration 8Q (2343.378445 sec): 3 clusters Score: Raw -156583.408653 + Penalty 1702.937240 = -154880.471413 nChanged 103 SP:Iteration 9Q (2343.482928 sec): 3 clusters Score: Raw -156666.100908 + Penalty 1702.937240 = -154963.163668 nChanged 83 SP:Iteration 10Q (2343.585539 sec): 3 clusters Score: Raw -156729.045804 + Penalty 1702.937240 = -155026.108564 nChanged 65 SP:Iteration 11Q (2343.668204 sec): 3 clusters Score: Raw -156775.390718 + Penalty 1702.937240 = -155072.453478 nChanged 59 SP:Iteration 12Q (2343.748871 sec): 3 clusters Score: Raw -156810.485451 + Penalty 1702.937240 = -155107.548211 nChanged 43 SP:Iteration 13Q (2343.828945 sec): 3 clusters Score: Raw -156836.470991 + Penalty 1702.937240 = -155133.533751 nChanged 43 SP:Iteration 14Q (2343.931340 sec): 3 clusters Score: Raw -156854.444070 + Penalty 1702.937240 = -155151.506830 nChanged 26 SP:Iteration 15Q (2344.012130 sec): 3 clusters Score: Raw -156866.561702 + Penalty 1702.937240 = -155163.624462 nChanged 22 SP:Iteration 16Q (2344.076088 sec): 3 clusters Score: Raw -156877.388602 + Penalty 1702.937240 = -155174.451362 nChanged 24 SP:Iteration 17Q (2344.168414 sec): 3 clusters Score: Raw -156890.015296 + Penalty 1702.937240 = -155187.078055 nChanged 25 SP:Iteration 18Q (2344.231843 sec): 3 clusters Score: Raw -156904.204706 + Penalty 1702.937240 = -155201.267465 nChanged 21 SP:Iteration 19Q (2344.322371 sec): 3 clusters Score: Raw -156912.108606 + Penalty 1702.937240 = -155209.171366 nChanged 13 SP:Iteration 20F (2344.392820 sec): 3 clusters Score: Raw -156917.365605 + Penalty 1702.937240 = -155214.428364 nChanged 7 SP:Iteration 21Q (2344.479289 sec): 3 clusters Score: Raw -156919.567475 + Penalty 1702.937240 = -155216.630235 nChanged 9 SP:Iteration 22Q (2344.561553 sec): 3 clusters Score: Raw -156922.387543 + Penalty 1702.937240 = -155219.450302 nChanged 9 SP:Iteration 23Q (2344.642744 sec): 3 clusters Score: Raw -156925.649629 + Penalty 1702.937240 = -155222.712388 nChanged 8 SP:Iteration 24Q (2344.714447 sec): 3 clusters Score: Raw -156928.134873 + Penalty 1702.937240 = -155225.197633 nChanged 9 SP:Iteration 25Q (2344.799080 sec): 3 clusters Score: Raw -156932.260760 + Penalty 1702.937240 = -155229.323519 nChanged 11 SP:Iteration 26Q (2344.884113 sec): 3 clusters Score: Raw -156938.233742 + Penalty 1702.937240 = -155235.296502 nChanged 13 SP:Iteration 27Q (2344.967459 sec): 3 clusters Score: Raw -156949.729340 + Penalty 1702.937240 = -155246.792100 nChanged 17 SP:Iteration 28Q (2345.043784 sec): 3 clusters Score: Raw -156960.514063 + Penalty 1702.937240 = -155257.576822 nChanged 14 SP:Iteration 29Q (2345.116887 sec): 3 clusters Score: Raw -156969.605877 + Penalty 1702.937240 = -155266.668637 nChanged 15 SP:Iteration 30Q (2345.182873 sec): 3 clusters Score: Raw -156977.114336 + Penalty 1702.937240 = -155274.177096 nChanged 17 SP:Iteration 31Q (2345.275944 sec): 3 clusters Score: Raw -156988.981591 + Penalty 1702.937240 = -155286.044350 nChanged 14 SP:Iteration 32Q (2345.339454 sec): 3 clusters Score: Raw -156996.660543 + Penalty 1702.937240 = -155293.723303 nChanged 11 SP:Iteration 33Q (2345.405644 sec): 3 clusters Score: Raw -157002.025265 + Penalty 1702.937240 = -155299.088025 nChanged 4 SP:Iteration 34Q (2345.488515 sec): 3 clusters Score: Raw -157003.472218 + Penalty 1702.937240 = -155300.534978 nChanged 1 SP:Iteration 35Q (2345.571603 sec): 3 clusters Score: Raw -157003.739416 + Penalty 1702.937240 = -155300.802176 nChanged 1 SP:Iteration 36Q (2345.633421 sec): 3 clusters Score: Raw -157004.009022 + Penalty 1702.937240 = -155301.071781 nChanged 0 SP:Iteration 37F (2345.704214 sec): 3 clusters Score: Raw -157004.009022 + Penalty 1702.937240 = -155301.071781 nChanged 0 Trying to split cluster 4 (877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2345.758194 sec): 2 clusters Score: Raw -37235.073494 + Penalty 711.533234 = -36523.540260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2345.831296 sec): 3 clusters Score: Raw -36956.977190 + Penalty 1423.066468 = -35533.910722 nChanged 287 SP:Iteration 1F (2345.915791 sec): 3 clusters Score: Raw -37213.915417 + Penalty 1423.066468 = -35790.848948 nChanged 78 SP:Iteration 2F (2345.983251 sec): 3 clusters Score: Raw -37312.305769 + Penalty 1423.066468 = -35889.239301 nChanged 61 SP:Iteration 3F (2346.057223 sec): 3 clusters Score: Raw -37400.509723 + Penalty 1423.066468 = -35977.443254 nChanged 47 SP:Iteration 4F (2346.130781 sec): 3 clusters Score: Raw -37484.767360 + Penalty 1423.066468 = -36061.700892 nChanged 41 SP:Iteration 5Q (2346.199883 sec): 3 clusters Score: Raw -37541.329327 + Penalty 1423.066468 = -36118.262858 nChanged 34 SP:Iteration 6Q (2346.272828 sec): 3 clusters Score: Raw -37581.348790 + Penalty 1423.066468 = -36158.282322 nChanged 30 SP:Iteration 7Q (2346.368303 sec): 3 clusters Score: Raw -37624.589609 + Penalty 1423.066468 = -36201.523140 nChanged 22 SP:Iteration 8Q (2346.441056 sec): 3 clusters Score: Raw -37659.260772 + Penalty 1423.066468 = -36236.194303 nChanged 21 SP:Iteration 9Q (2346.527475 sec): 3 clusters Score: Raw -37696.337603 + Penalty 1423.066468 = -36273.271135 nChanged 17 SP:Iteration 10Q (2346.610367 sec): 3 clusters Score: Raw -37731.284881 + Penalty 1423.066468 = -36308.218413 nChanged 12 SP:Iteration 11Q (2346.680213 sec): 3 clusters Score: Raw -37749.503543 + Penalty 1423.066468 = -36326.437074 nChanged 9 SP:Iteration 12Q (2346.742857 sec): 3 clusters Score: Raw -37755.631822 + Penalty 1423.066468 = -36332.565354 nChanged 3 SP:Iteration 13Q (2346.825529 sec): 3 clusters Score: Raw -37757.347787 + Penalty 1423.066468 = -36334.281319 nChanged 2 SP:Iteration 14Q (2346.905523 sec): 3 clusters Score: Raw -37759.433971 + Penalty 1423.066468 = -36336.367503 nChanged 5 SP:Iteration 15Q (2346.966638 sec): 3 clusters Score: Raw -37761.827555 + Penalty 1423.066468 = -36338.761087 nChanged 1 SP:Iteration 16Q (2347.034790 sec): 3 clusters Score: Raw -37762.332779 + Penalty 1423.066468 = -36339.266310 nChanged 0 SP:Iteration 17F (2347.109154 sec): 3 clusters Score: Raw -37762.332779 + Penalty 1423.066468 = -36339.266310 nChanged 0 Trying to split cluster 5 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2347.161769 sec): 2 clusters Score: Raw -23370.560974 + Penalty 676.633782 = -22693.927192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2347.240600 sec): 3 clusters Score: Raw -23271.894411 + Penalty 1353.267564 = -21918.626847 nChanged 185 SP:Iteration 1F (2347.326015 sec): 3 clusters Score: Raw -23640.530710 + Penalty 1353.267564 = -22287.263146 nChanged 69 SP:Iteration 2F (2347.392202 sec): 3 clusters Score: Raw -23748.332922 + Penalty 1353.267564 = -22395.065359 nChanged 46 SP:Iteration 3F (2347.462794 sec): 3 clusters Score: Raw -23819.837864 + Penalty 1353.267564 = -22466.570300 nChanged 23 SP:Iteration 4Q (2347.532553 sec): 3 clusters Score: Raw -23861.498750 + Penalty 1353.267564 = -22508.231186 nChanged 11 SP:Iteration 5Q (2347.601405 sec): 3 clusters Score: Raw -23879.078905 + Penalty 1353.267564 = -22525.811341 nChanged 6 SP:Iteration 6Q (2347.657568 sec): 3 clusters Score: Raw -23895.369207 + Penalty 1353.267564 = -22542.101643 nChanged 7 SP:Iteration 7Q (2347.746835 sec): 3 clusters Score: Raw -23904.369619 + Penalty 1353.267564 = -22551.102055 nChanged 7 SP:Iteration 8Q (2347.810352 sec): 3 clusters Score: Raw -23912.788327 + Penalty 1353.267564 = -22559.520763 nChanged 3 SP:Iteration 9Q (2347.880003 sec): 3 clusters Score: Raw -23915.831247 + Penalty 1353.267564 = -22562.563683 nChanged 0 SP:Iteration 10F (2347.967218 sec): 3 clusters Score: Raw -23915.831247 + Penalty 1353.267564 = -22562.563683 nChanged 0 Trying to split cluster 6 (1880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2348.014162 sec): 2 clusters Score: Raw -98246.124236 + Penalty 791.597841 = -97454.526395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2348.096593 sec): 3 clusters Score: Raw -97399.323404 + Penalty 1583.195682 = -95816.127722 nChanged 697 SP:Iteration 1F (2348.159843 sec): 3 clusters Score: Raw -97884.178701 + Penalty 1583.195682 = -96300.983019 nChanged 177 SP:Iteration 2F (2348.201831 sec): 3 clusters Score: Raw -98040.405688 + Penalty 1583.195682 = -96457.210006 nChanged 112 SP:Iteration 3F (2348.280657 sec): 3 clusters Score: Raw -98180.195675 + Penalty 1583.195682 = -96596.999993 nChanged 104 SP:Iteration 4F (2348.356504 sec): 3 clusters Score: Raw -98303.074608 + Penalty 1583.195682 = -96719.878926 nChanged 89 SP:Iteration 5Q (2348.438571 sec): 3 clusters Score: Raw -98376.249346 + Penalty 1583.195682 = -96793.053664 nChanged 52 SP:Iteration 6Q (2348.522246 sec): 3 clusters Score: Raw -98428.763362 + Penalty 1583.195682 = -96845.567680 nChanged 51 SP:Iteration 7Q (2348.587081 sec): 3 clusters Score: Raw -98480.407686 + Penalty 1583.195682 = -96897.212004 nChanged 55 SP:Iteration 8Q (2348.667510 sec): 3 clusters Score: Raw -98553.685366 + Penalty 1583.195682 = -96970.489684 nChanged 46 SP:Iteration 9Q (2348.760287 sec): 3 clusters Score: Raw -98612.129390 + Penalty 1583.195682 = -97028.933708 nChanged 40 SP:Iteration 10Q (2348.846887 sec): 3 clusters Score: Raw -98672.735612 + Penalty 1583.195682 = -97089.539931 nChanged 39 SP:Iteration 11Q (2348.921011 sec): 3 clusters Score: Raw -98724.529654 + Penalty 1583.195682 = -97141.333972 nChanged 37 SP:Iteration 12Q (2348.983375 sec): 3 clusters Score: Raw -98756.641983 + Penalty 1583.195682 = -97173.446301 nChanged 20 SP:Iteration 13Q (2349.057211 sec): 3 clusters Score: Raw -98773.516485 + Penalty 1583.195682 = -97190.320803 nChanged 18 SP:Iteration 14Q (2349.135566 sec): 3 clusters Score: Raw -98791.145176 + Penalty 1583.195682 = -97207.949495 nChanged 12 SP:Iteration 15Q (2349.218910 sec): 3 clusters Score: Raw -98801.816428 + Penalty 1583.195682 = -97218.620746 nChanged 4 SP:Iteration 16Q (2349.303704 sec): 3 clusters Score: Raw -98805.148959 + Penalty 1583.195682 = -97221.953277 nChanged 5 SP:Iteration 17Q (2349.367634 sec): 3 clusters Score: Raw -98808.773990 + Penalty 1583.195682 = -97225.578309 nChanged 5 SP:Iteration 18Q (2349.439873 sec): 3 clusters Score: Raw -98811.414265 + Penalty 1583.195682 = -97228.218584 nChanged 4 SP:Iteration 19Q (2349.506675 sec): 3 clusters Score: Raw -98812.975082 + Penalty 1583.195682 = -97229.779400 nChanged 2 SP:Iteration 20F (2349.579668 sec): 3 clusters Score: Raw -98813.782802 + Penalty 1583.195682 = -97230.587121 nChanged 0 Trying to split cluster 7 (2423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2349.609790 sec): 2 clusters Score: Raw -114499.030604 + Penalty 818.239981 = -113680.790623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2349.699729 sec): 3 clusters Score: Raw -113315.943616 + Penalty 1636.479961 = -111679.463655 nChanged 954 SP:Iteration 1F (2349.781563 sec): 3 clusters Score: Raw -113942.562729 + Penalty 1636.479961 = -112306.082767 nChanged 219 SP:Iteration 2F (2349.875233 sec): 3 clusters Score: Raw -114117.949456 + Penalty 1636.479961 = -112481.469495 nChanged 164 SP:Iteration 3F (2349.946947 sec): 3 clusters Score: Raw -114257.508607 + Penalty 1636.479961 = -112621.028645 nChanged 147 SP:Iteration 4F (2350.021206 sec): 3 clusters Score: Raw -114396.059791 + Penalty 1636.479961 = -112759.579829 nChanged 133 SP:Iteration 5F (2350.079846 sec): 3 clusters Score: Raw -114500.111491 + Penalty 1636.479961 = -112863.631529 nChanged 88 SP:Iteration 6Q (2350.164560 sec): 3 clusters Score: Raw -114556.991385 + Penalty 1636.479961 = -112920.511424 nChanged 56 SP:Iteration 7Q (2350.244850 sec): 3 clusters Score: Raw -114587.379714 + Penalty 1636.479961 = -112950.899753 nChanged 47 SP:Iteration 8Q (2350.310816 sec): 3 clusters Score: Raw -114609.350036 + Penalty 1636.479961 = -112972.870075 nChanged 25 SP:Iteration 9Q (2350.378454 sec): 3 clusters Score: Raw -114619.119742 + Penalty 1636.479961 = -112982.639780 nChanged 25 SP:Iteration 10Q (2350.453946 sec): 3 clusters Score: Raw -114629.759731 + Penalty 1636.479961 = -112993.279769 nChanged 23 SP:Iteration 11Q (2350.544448 sec): 3 clusters Score: Raw -114641.251456 + Penalty 1636.479961 = -113004.771494 nChanged 21 SP:Iteration 12Q (2350.634172 sec): 3 clusters Score: Raw -114648.164082 + Penalty 1636.479961 = -113011.684120 nChanged 14 SP:Iteration 13Q (2350.734748 sec): 3 clusters Score: Raw -114652.119076 + Penalty 1636.479961 = -113015.639115 nChanged 11 SP:Iteration 14Q (2350.825876 sec): 3 clusters Score: Raw -114658.663542 + Penalty 1636.479961 = -113022.183580 nChanged 15 SP:Iteration 15Q (2350.905965 sec): 3 clusters Score: Raw -114663.286744 + Penalty 1636.479961 = -113026.806783 nChanged 9 SP:Iteration 16Q (2350.989155 sec): 3 clusters Score: Raw -114667.254172 + Penalty 1636.479961 = -113030.774210 nChanged 12 SP:Iteration 17Q (2351.061445 sec): 3 clusters Score: Raw -114675.690316 + Penalty 1636.479961 = -113039.210354 nChanged 9 SP:Iteration 18Q (2351.162759 sec): 3 clusters Score: Raw -114680.644328 + Penalty 1636.479961 = -113044.164367 nChanged 13 SP:Iteration 19Q (2351.254187 sec): 3 clusters Score: Raw -114684.698796 + Penalty 1636.479961 = -113048.218835 nChanged 10 SP:Iteration 20F (2351.353383 sec): 3 clusters Score: Raw -114687.342457 + Penalty 1636.479961 = -113050.862495 nChanged 9 SP:Iteration 21Q (2351.478642 sec): 3 clusters Score: Raw -114691.117513 + Penalty 1636.479961 = -113054.637552 nChanged 9 SP:Iteration 22Q (2351.582538 sec): 3 clusters Score: Raw -114694.281752 + Penalty 1636.479961 = -113057.801790 nChanged 8 SP:Iteration 23Q (2351.666346 sec): 3 clusters Score: Raw -114697.580731 + Penalty 1636.479961 = -113061.100769 nChanged 13 SP:Iteration 24Q (2351.791675 sec): 3 clusters Score: Raw -114703.435098 + Penalty 1636.479961 = -113066.955136 nChanged 17 SP:Iteration 25Q (2351.894441 sec): 3 clusters Score: Raw -114710.942619 + Penalty 1636.479961 = -113074.462657 nChanged 16 SP:Iteration 26Q (2351.984561 sec): 3 clusters Score: Raw -114716.579359 + Penalty 1636.479961 = -113080.099398 nChanged 13 SP:Iteration 27Q (2352.080489 sec): 3 clusters Score: Raw -114721.557810 + Penalty 1636.479961 = -113085.077849 nChanged 11 SP:Iteration 28Q (2352.182966 sec): 3 clusters Score: Raw -114726.144732 + Penalty 1636.479961 = -113089.664771 nChanged 18 SP:Iteration 29Q (2352.285093 sec): 3 clusters Score: Raw -114735.488367 + Penalty 1636.479961 = -113099.008406 nChanged 16 SP:Iteration 30Q (2352.381887 sec): 3 clusters Score: Raw -114741.288519 + Penalty 1636.479961 = -113104.808558 nChanged 16 SP:Iteration 31Q (2352.460191 sec): 3 clusters Score: Raw -114745.118959 + Penalty 1636.479961 = -113108.638998 nChanged 8 SP:Iteration 32Q (2352.575368 sec): 3 clusters Score: Raw -114748.433593 + Penalty 1636.479961 = -113111.953631 nChanged 12 SP:Iteration 33Q (2352.694524 sec): 3 clusters Score: Raw -114752.743671 + Penalty 1636.479961 = -113116.263710 nChanged 7 SP:Iteration 34Q (2352.773156 sec): 3 clusters Score: Raw -114754.598084 + Penalty 1636.479961 = -113118.118122 nChanged 10 SP:Iteration 35Q (2352.871931 sec): 3 clusters Score: Raw -114758.969232 + Penalty 1636.479961 = -113122.489271 nChanged 10 SP:Iteration 36Q (2352.956604 sec): 3 clusters Score: Raw -114762.757121 + Penalty 1636.479961 = -113126.277159 nChanged 10 SP:Iteration 37Q (2353.036355 sec): 3 clusters Score: Raw -114766.255770 + Penalty 1636.479961 = -113129.775809 nChanged 11 SP:Iteration 38Q (2353.123827 sec): 3 clusters Score: Raw -114769.088001 + Penalty 1636.479961 = -113132.608040 nChanged 10 SP:Iteration 39Q (2353.204312 sec): 3 clusters Score: Raw -114771.600098 + Penalty 1636.479961 = -113135.120136 nChanged 9 SP:Iteration 40F (2353.299532 sec): 3 clusters Score: Raw -114774.009882 + Penalty 1636.479961 = -113137.529920 nChanged 13 SP:Iteration 41Q (2353.390133 sec): 3 clusters Score: Raw -114778.329930 + Penalty 1636.479961 = -113141.849969 nChanged 8 SP:Iteration 42Q (2353.489878 sec): 3 clusters Score: Raw -114780.677574 + Penalty 1636.479961 = -113144.197613 nChanged 7 SP:Iteration 43Q (2353.573063 sec): 3 clusters Score: Raw -114782.920246 + Penalty 1636.479961 = -113146.440284 nChanged 4 SP:Iteration 44Q (2353.658727 sec): 3 clusters Score: Raw -114784.768311 + Penalty 1636.479961 = -113148.288350 nChanged 5 SP:Iteration 45Q (2353.743309 sec): 3 clusters Score: Raw -114785.397146 + Penalty 1636.479961 = -113148.917184 nChanged 1 SP:Iteration 46Q (2353.828465 sec): 3 clusters Score: Raw -114785.604640 + Penalty 1636.479961 = -113149.124678 nChanged 5 SP:Iteration 47Q (2353.925638 sec): 3 clusters Score: Raw -114786.531042 + Penalty 1636.479961 = -113150.051081 nChanged 4 SP:Iteration 48Q (2353.991840 sec): 3 clusters Score: Raw -114787.694610 + Penalty 1636.479961 = -113151.214648 nChanged 7 SP:Iteration 49Q (2354.094755 sec): 3 clusters Score: Raw -114789.199353 + Penalty 1636.479961 = -113152.719391 nChanged 6 SP:Iteration 50Q (2354.188235 sec): 3 clusters Score: Raw -114791.641884 + Penalty 1636.479961 = -113155.161922 nChanged 7 SP:Iteration 51Q (2354.273264 sec): 3 clusters Score: Raw -114794.376094 + Penalty 1636.479961 = -113157.896132 nChanged 7 SP:Iteration 52Q (2354.358074 sec): 3 clusters Score: Raw -114796.826736 + Penalty 1636.479961 = -113160.346775 nChanged 6 SP:Iteration 53Q (2354.443566 sec): 3 clusters Score: Raw -114798.163495 + Penalty 1636.479961 = -113161.683534 nChanged 3 SP:Iteration 54Q (2354.528585 sec): 3 clusters Score: Raw -114798.366782 + Penalty 1636.479961 = -113161.886821 nChanged 2 SP:Iteration 55Q (2354.613776 sec): 3 clusters Score: Raw -114798.641968 + Penalty 1636.479961 = -113162.162006 nChanged 1 SP:Iteration 56Q (2354.699611 sec): 3 clusters Score: Raw -114798.766303 + Penalty 1636.479961 = -113162.286342 nChanged 0 SP:Iteration 57F (2354.786507 sec): 3 clusters Score: Raw -114798.766303 + Penalty 1636.479961 = -113162.286342 nChanged 0 Trying to split cluster 8 (14433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2354.871451 sec): 2 clusters Score: Raw -808350.904500 + Penalty 1005.613616 = -807345.290884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2355.025032 sec): 3 clusters Score: Raw -799526.925214 + Penalty 2011.227231 = -797515.697982 nChanged 6572 SP:Iteration 1F (2355.142914 sec): 3 clusters Score: Raw -803249.295028 + Penalty 2011.227231 = -801238.067797 nChanged 890 SP:Iteration 2F (2355.304231 sec): 3 clusters Score: Raw -803720.767200 + Penalty 2011.227231 = -801709.539969 nChanged 929 SP:Iteration 3F (2355.452366 sec): 3 clusters Score: Raw -804255.980934 + Penalty 2011.227231 = -802244.753703 nChanged 915 SP:Iteration 4F (2355.571436 sec): 3 clusters Score: Raw -804799.382437 + Penalty 2011.227231 = -802788.155205 nChanged 890 SP:Iteration 5F (2355.698726 sec): 3 clusters Score: Raw -805341.424190 + Penalty 2011.227231 = -803330.196959 nChanged 775 SP:Iteration 6F (2355.819563 sec): 3 clusters Score: Raw -805795.065335 + Penalty 2011.227231 = -803783.838104 nChanged 689 SP:Iteration 7Q (2355.966820 sec): 3 clusters Score: Raw -806176.162523 + Penalty 2011.227231 = -804164.935292 nChanged 609 SP:Iteration 8Q (2356.107711 sec): 3 clusters Score: Raw -806520.423724 + Penalty 2011.227231 = -804509.196493 nChanged 530 SP:Iteration 9Q (2356.237384 sec): 3 clusters Score: Raw -806872.893830 + Penalty 2011.227231 = -804861.666599 nChanged 505 SP:Iteration 10Q (2356.361645 sec): 3 clusters Score: Raw -807251.944448 + Penalty 2011.227231 = -805240.717216 nChanged 521 SP:Iteration 11Q (2356.490093 sec): 3 clusters Score: Raw -807565.419330 + Penalty 2011.227231 = -805554.192099 nChanged 406 SP:Iteration 12Q (2356.645622 sec): 3 clusters Score: Raw -807794.331741 + Penalty 2011.227231 = -805783.104509 nChanged 347 SP:Iteration 13Q (2356.766224 sec): 3 clusters Score: Raw -807972.514612 + Penalty 2011.227231 = -805961.287380 nChanged 308 SP:Iteration 14Q (2356.865126 sec): 3 clusters Score: Raw -808136.994101 + Penalty 2011.227231 = -806125.766870 nChanged 270 SP:Iteration 15Q (2356.959655 sec): 3 clusters Score: Raw -808295.120300 + Penalty 2011.227231 = -806283.893069 nChanged 259 SP:Iteration 16Q (2357.075281 sec): 3 clusters Score: Raw -808433.413818 + Penalty 2011.227231 = -806422.186587 nChanged 240 SP:Iteration 17Q (2357.159903 sec): 3 clusters Score: Raw -808554.061554 + Penalty 2011.227231 = -806542.834322 nChanged 200 SP:Iteration 18Q (2357.263698 sec): 3 clusters Score: Raw -808645.743327 + Penalty 2011.227231 = -806634.516096 nChanged 178 SP:Iteration 19Q (2357.371157 sec): 3 clusters Score: Raw -808724.187674 + Penalty 2011.227231 = -806712.960442 nChanged 157 SP:Iteration 20F (2357.460296 sec): 3 clusters Score: Raw -808799.584559 + Penalty 2011.227231 = -806788.357327 nChanged 143 SP:Iteration 21Q (2357.582801 sec): 3 clusters Score: Raw -808865.192481 + Penalty 2011.227231 = -806853.965249 nChanged 141 SP:Iteration 22Q (2357.688652 sec): 3 clusters Score: Raw -808926.329864 + Penalty 2011.227231 = -806915.102632 nChanged 137 SP:Iteration 23Q (2357.789426 sec): 3 clusters Score: Raw -808985.560629 + Penalty 2011.227231 = -806974.333398 nChanged 148 SP:Iteration 24Q (2357.893172 sec): 3 clusters Score: Raw -809064.667074 + Penalty 2011.227231 = -807053.439843 nChanged 161 SP:Iteration 25Q (2357.998531 sec): 3 clusters Score: Raw -809170.251113 + Penalty 2011.227231 = -807159.023882 nChanged 182 SP:Iteration 26Q (2358.120676 sec): 3 clusters Score: Raw -809328.930712 + Penalty 2011.227231 = -807317.703481 nChanged 212 SP:Iteration 27Q (2358.226666 sec): 3 clusters Score: Raw -809515.324704 + Penalty 2011.227231 = -807504.097473 nChanged 180 SP:Iteration 28Q (2358.333896 sec): 3 clusters Score: Raw -809627.680602 + Penalty 2011.227231 = -807616.453370 nChanged 150 SP:Iteration 29Q (2358.436466 sec): 3 clusters Score: Raw -809714.047181 + Penalty 2011.227231 = -807702.819950 nChanged 133 SP:Iteration 30Q (2358.528020 sec): 3 clusters Score: Raw -809782.984443 + Penalty 2011.227231 = -807771.757212 nChanged 108 SP:Iteration 31Q (2358.609345 sec): 3 clusters Score: Raw -809841.474797 + Penalty 2011.227231 = -807830.247565 nChanged 97 SP:Iteration 32Q (2358.711211 sec): 3 clusters Score: Raw -809895.016231 + Penalty 2011.227231 = -807883.789000 nChanged 98 SP:Iteration 33Q (2358.809604 sec): 3 clusters Score: Raw -809949.451674 + Penalty 2011.227231 = -807938.224443 nChanged 101 SP:Iteration 34Q (2358.909825 sec): 3 clusters Score: Raw -809986.434866 + Penalty 2011.227231 = -807975.207634 nChanged 62 SP:Iteration 35Q (2359.028072 sec): 3 clusters Score: Raw -810003.911387 + Penalty 2011.227231 = -807992.684156 nChanged 58 SP:Iteration 36Q (2359.095706 sec): 3 clusters Score: Raw -810018.498820 + Penalty 2011.227231 = -808007.271589 nChanged 38 SP:Iteration 37Q (2359.206390 sec): 3 clusters Score: Raw -810026.160090 + Penalty 2011.227231 = -808014.932859 nChanged 31 SP:Iteration 38Q (2359.293667 sec): 3 clusters Score: Raw -810031.759808 + Penalty 2011.227231 = -808020.532576 nChanged 30 SP:Iteration 39Q (2359.395820 sec): 3 clusters Score: Raw -810035.357386 + Penalty 2011.227231 = -808024.130155 nChanged 16 SP:Iteration 40F (2359.496957 sec): 3 clusters Score: Raw -810041.930204 + Penalty 2011.227231 = -808030.702972 nChanged 16 SP:Iteration 41Q (2359.590568 sec): 3 clusters Score: Raw -810043.319275 + Penalty 2011.227231 = -808032.092043 nChanged 7 SP:Iteration 42Q (2359.685759 sec): 3 clusters Score: Raw -810043.824295 + Penalty 2011.227231 = -808032.597064 nChanged 3 SP:Iteration 43Q (2359.784051 sec): 3 clusters Score: Raw -810044.144309 + Penalty 2011.227231 = -808032.917077 nChanged 4 SP:Iteration 44Q (2359.882155 sec): 3 clusters Score: Raw -810044.581364 + Penalty 2011.227231 = -808033.354133 nChanged 4 SP:Iteration 45Q (2359.961650 sec): 3 clusters Score: Raw -810044.857873 + Penalty 2011.227231 = -808033.630642 nChanged 2 SP:Iteration 46Q (2360.059877 sec): 3 clusters Score: Raw -810044.970061 + Penalty 2011.227231 = -808033.742829 nChanged 2 SP:Iteration 47Q (2360.143461 sec): 3 clusters Score: Raw -810045.030539 + Penalty 2011.227231 = -808033.803308 nChanged 2 SP:Iteration 48Q (2360.234114 sec): 3 clusters Score: Raw -810045.100306 + Penalty 2011.227231 = -808033.873074 nChanged 1 SP:Iteration 49Q (2360.341675 sec): 3 clusters Score: Raw -810045.126968 + Penalty 2011.227231 = -808033.899737 nChanged 0 SP:Iteration 50F (2360.447888 sec): 3 clusters Score: Raw -810045.126968 + Penalty 2011.227231 = -808033.899737 nChanged 0 Score: Raw -2009359.833530 + Penalty 17845.222534 = -1991514.610996 Splitting cluster 8 changes total score from -1990925.780360 to -1991514.610996 So it's getting split into cluster 16. Trying to split cluster 9 (1353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2361.515031 sec): 2 clusters Score: Raw -45433.834159 + Penalty 757.058361 = -44676.775798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2361.591000 sec): 3 clusters Score: Raw -44879.886347 + Penalty 1514.116722 = -43365.769625 nChanged 507 SP:Iteration 1F (2361.666530 sec): 3 clusters Score: Raw -45467.411211 + Penalty 1514.116722 = -43953.294490 nChanged 148 SP:Iteration 2F (2361.749787 sec): 3 clusters Score: Raw -45709.807448 + Penalty 1514.116722 = -44195.690726 nChanged 98 SP:Iteration 3F (2361.831109 sec): 3 clusters Score: Raw -45826.938795 + Penalty 1514.116722 = -44312.822074 nChanged 71 SP:Iteration 4F (2361.902688 sec): 3 clusters Score: Raw -45892.555555 + Penalty 1514.116722 = -44378.438833 nChanged 44 SP:Iteration 5Q (2361.970564 sec): 3 clusters Score: Raw -45929.479299 + Penalty 1514.116722 = -44415.362577 nChanged 34 SP:Iteration 6Q (2362.059670 sec): 3 clusters Score: Raw -45964.300723 + Penalty 1514.116722 = -44450.184001 nChanged 25 SP:Iteration 7Q (2362.123720 sec): 3 clusters Score: Raw -45996.220289 + Penalty 1514.116722 = -44482.103567 nChanged 18 SP:Iteration 8Q (2362.205388 sec): 3 clusters Score: Raw -46012.218491 + Penalty 1514.116722 = -44498.101769 nChanged 17 SP:Iteration 9Q (2362.260271 sec): 3 clusters Score: Raw -46024.490215 + Penalty 1514.116722 = -44510.373493 nChanged 19 SP:Iteration 10Q (2362.329607 sec): 3 clusters Score: Raw -46036.330429 + Penalty 1514.116722 = -44522.213707 nChanged 16 SP:Iteration 11Q (2362.407524 sec): 3 clusters Score: Raw -46050.379151 + Penalty 1514.116722 = -44536.262429 nChanged 15 SP:Iteration 12Q (2362.472652 sec): 3 clusters Score: Raw -46058.444955 + Penalty 1514.116722 = -44544.328233 nChanged 12 SP:Iteration 13Q (2362.563976 sec): 3 clusters Score: Raw -46065.565310 + Penalty 1514.116722 = -44551.448588 nChanged 2 SP:Iteration 14Q (2362.641842 sec): 3 clusters Score: Raw -46066.711355 + Penalty 1514.116722 = -44552.594633 nChanged 4 SP:Iteration 15Q (2362.722986 sec): 3 clusters Score: Raw -46068.466986 + Penalty 1514.116722 = -44554.350264 nChanged 4 SP:Iteration 16Q (2362.799851 sec): 3 clusters Score: Raw -46070.970028 + Penalty 1514.116722 = -44556.853306 nChanged 6 SP:Iteration 17Q (2362.880526 sec): 3 clusters Score: Raw -46074.646039 + Penalty 1514.116722 = -44560.529317 nChanged 4 SP:Iteration 18Q (2362.959116 sec): 3 clusters Score: Raw -46075.592880 + Penalty 1514.116722 = -44561.476158 nChanged 6 SP:Iteration 19Q (2363.048620 sec): 3 clusters Score: Raw -46078.011076 + Penalty 1514.116722 = -44563.894354 nChanged 5 SP:Iteration 20F (2363.127774 sec): 3 clusters Score: Raw -46079.906721 + Penalty 1514.116722 = -44565.789999 nChanged 4 SP:Iteration 21Q (2363.207722 sec): 3 clusters Score: Raw -46081.292042 + Penalty 1514.116722 = -44567.175320 nChanged 2 SP:Iteration 22Q (2363.271134 sec): 3 clusters Score: Raw -46082.338725 + Penalty 1514.116722 = -44568.222003 nChanged 1 SP:Iteration 23Q (2363.356964 sec): 3 clusters Score: Raw -46082.957705 + Penalty 1514.116722 = -44568.840983 nChanged 1 SP:Iteration 24Q (2363.452155 sec): 3 clusters Score: Raw -46083.170644 + Penalty 1514.116722 = -44569.053922 nChanged 2 SP:Iteration 25Q (2363.533934 sec): 3 clusters Score: Raw -46086.681082 + Penalty 1514.116722 = -44572.564360 nChanged 4 SP:Iteration 26Q (2363.595853 sec): 3 clusters Score: Raw -46087.826887 + Penalty 1514.116722 = -44573.710165 nChanged 1 SP:Iteration 27Q (2363.659124 sec): 3 clusters Score: Raw -46088.096279 + Penalty 1514.116722 = -44573.979557 nChanged 0 SP:Iteration 28F (2363.717780 sec): 3 clusters Score: Raw -46088.096279 + Penalty 1514.116722 = -44573.979557 nChanged 0 Trying to split cluster 10 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2363.759491 sec): 2 clusters Score: Raw -45171.788128 + Penalty 726.774109 = -44445.014019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2363.800371 sec): 3 clusters Score: Raw -44802.620896 + Penalty 1453.548219 = -43349.072677 nChanged 327 SP:Iteration 1F (2363.866936 sec): 3 clusters Score: Raw -45043.519043 + Penalty 1453.548219 = -43589.970825 nChanged 91 SP:Iteration 2F (2363.929310 sec): 3 clusters Score: Raw -45147.659059 + Penalty 1453.548219 = -43694.110841 nChanged 66 SP:Iteration 3F (2363.996100 sec): 3 clusters Score: Raw -45231.484986 + Penalty 1453.548219 = -43777.936767 nChanged 46 SP:Iteration 4Q (2364.078362 sec): 3 clusters Score: Raw -45296.646811 + Penalty 1453.548219 = -43843.098593 nChanged 43 SP:Iteration 5Q (2364.160684 sec): 3 clusters Score: Raw -45349.497551 + Penalty 1453.548219 = -43895.949332 nChanged 29 SP:Iteration 6Q (2364.243999 sec): 3 clusters Score: Raw -45376.010476 + Penalty 1453.548219 = -43922.462258 nChanged 24 SP:Iteration 7Q (2364.336584 sec): 3 clusters Score: Raw -45400.993290 + Penalty 1453.548219 = -43947.445071 nChanged 17 SP:Iteration 8Q (2364.399802 sec): 3 clusters Score: Raw -45420.837019 + Penalty 1453.548219 = -43967.288800 nChanged 15 SP:Iteration 9Q (2364.482374 sec): 3 clusters Score: Raw -45438.721092 + Penalty 1453.548219 = -43985.172873 nChanged 14 SP:Iteration 10Q (2364.582488 sec): 3 clusters Score: Raw -45449.820186 + Penalty 1453.548219 = -43996.271968 nChanged 9 SP:Iteration 11Q (2364.657635 sec): 3 clusters Score: Raw -45458.087044 + Penalty 1453.548219 = -44004.538826 nChanged 8 SP:Iteration 12Q (2364.747487 sec): 3 clusters Score: Raw -45464.165004 + Penalty 1453.548219 = -44010.616785 nChanged 5 SP:Iteration 13Q (2364.843210 sec): 3 clusters Score: Raw -45467.611393 + Penalty 1453.548219 = -44014.063174 nChanged 9 SP:Iteration 14Q (2364.939333 sec): 3 clusters Score: Raw -45471.716539 + Penalty 1453.548219 = -44018.168321 nChanged 6 SP:Iteration 15Q (2365.021507 sec): 3 clusters Score: Raw -45475.380586 + Penalty 1453.548219 = -44021.832367 nChanged 8 SP:Iteration 16Q (2365.104569 sec): 3 clusters Score: Raw -45483.074517 + Penalty 1453.548219 = -44029.526299 nChanged 11 SP:Iteration 17Q (2365.186857 sec): 3 clusters Score: Raw -45492.417644 + Penalty 1453.548219 = -44038.869425 nChanged 9 SP:Iteration 18Q (2365.268748 sec): 3 clusters Score: Raw -45500.741885 + Penalty 1453.548219 = -44047.193666 nChanged 11 SP:Iteration 19Q (2365.350306 sec): 3 clusters Score: Raw -45518.904960 + Penalty 1453.548219 = -44065.356742 nChanged 13 SP:Iteration 20F (2365.433243 sec): 3 clusters Score: Raw -45537.344057 + Penalty 1453.548219 = -44083.795838 nChanged 14 SP:Iteration 21Q (2365.528986 sec): 3 clusters Score: Raw -45554.598025 + Penalty 1453.548219 = -44101.049806 nChanged 16 SP:Iteration 22Q (2365.615859 sec): 3 clusters Score: Raw -45579.829488 + Penalty 1453.548219 = -44126.281269 nChanged 11 SP:Iteration 23Q (2365.697214 sec): 3 clusters Score: Raw -45598.247818 + Penalty 1453.548219 = -44144.699599 nChanged 12 SP:Iteration 24Q (2365.778587 sec): 3 clusters Score: Raw -45625.308839 + Penalty 1453.548219 = -44171.760620 nChanged 17 SP:Iteration 25Q (2365.859922 sec): 3 clusters Score: Raw -45641.698112 + Penalty 1453.548219 = -44188.149894 nChanged 9 SP:Iteration 26Q (2365.940656 sec): 3 clusters Score: Raw -45647.709036 + Penalty 1453.548219 = -44194.160818 nChanged 7 SP:Iteration 27Q (2366.022214 sec): 3 clusters Score: Raw -45653.232863 + Penalty 1453.548219 = -44199.684645 nChanged 6 SP:Iteration 28Q (2366.109598 sec): 3 clusters Score: Raw -45665.668974 + Penalty 1453.548219 = -44212.120755 nChanged 8 SP:Iteration 29Q (2366.197455 sec): 3 clusters Score: Raw -45680.457467 + Penalty 1453.548219 = -44226.909248 nChanged 13 SP:Iteration 30Q (2366.284396 sec): 3 clusters Score: Raw -45694.891741 + Penalty 1453.548219 = -44241.343522 nChanged 11 SP:Iteration 31Q (2366.372042 sec): 3 clusters Score: Raw -45706.903946 + Penalty 1453.548219 = -44253.355727 nChanged 7 SP:Iteration 32Q (2366.459259 sec): 3 clusters Score: Raw -45712.529683 + Penalty 1453.548219 = -44258.981464 nChanged 6 SP:Iteration 33Q (2366.546477 sec): 3 clusters Score: Raw -45716.095831 + Penalty 1453.548219 = -44262.547612 nChanged 6 SP:Iteration 34Q (2366.633423 sec): 3 clusters Score: Raw -45720.336302 + Penalty 1453.548219 = -44266.788083 nChanged 4 SP:Iteration 35Q (2366.780503 sec): 3 clusters Score: Raw -45724.670536 + Penalty 1453.548219 = -44271.122318 nChanged 4 SP:Iteration 36Q (2366.887324 sec): 3 clusters Score: Raw -45726.732585 + Penalty 1453.548219 = -44273.184366 nChanged 1 SP:Iteration 37Q (2367.025066 sec): 3 clusters Score: Raw -45727.519101 + Penalty 1453.548219 = -44273.970882 nChanged 1 SP:Iteration 38Q (2367.107578 sec): 3 clusters Score: Raw -45729.359442 + Penalty 1453.548219 = -44275.811223 nChanged 1 SP:Iteration 39Q (2367.199077 sec): 3 clusters Score: Raw -45729.536908 + Penalty 1453.548219 = -44275.988689 nChanged 0 SP:Iteration 40F (2367.269901 sec): 3 clusters Score: Raw -45729.536908 + Penalty 1453.548219 = -44275.988689 nChanged 0 Trying to split cluster 11 (3210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2367.338518 sec): 2 clusters Score: Raw -173616.968749 + Penalty 847.772753 = -172769.195997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2367.428984 sec): 3 clusters Score: Raw -171912.399077 + Penalty 1695.545505 = -170216.853572 nChanged 1355 SP:Iteration 1F (2367.529060 sec): 3 clusters Score: Raw -172711.113063 + Penalty 1695.545505 = -171015.567558 nChanged 263 SP:Iteration 2F (2367.650072 sec): 3 clusters Score: Raw -172883.246122 + Penalty 1695.545505 = -171187.700616 nChanged 193 SP:Iteration 3F (2367.773589 sec): 3 clusters Score: Raw -173008.505698 + Penalty 1695.545505 = -171312.960193 nChanged 165 SP:Iteration 4F (2367.854493 sec): 3 clusters Score: Raw -173116.005628 + Penalty 1695.545505 = -171420.460123 nChanged 136 SP:Iteration 5Q (2367.975320 sec): 3 clusters Score: Raw -173189.816414 + Penalty 1695.545505 = -171494.270909 nChanged 111 SP:Iteration 6Q (2368.062893 sec): 3 clusters Score: Raw -173268.498896 + Penalty 1695.545505 = -171572.953391 nChanged 113 SP:Iteration 7Q (2368.158536 sec): 3 clusters Score: Raw -173347.029446 + Penalty 1695.545505 = -171651.483940 nChanged 116 SP:Iteration 8Q (2368.252106 sec): 3 clusters Score: Raw -173425.504859 + Penalty 1695.545505 = -171729.959354 nChanged 120 SP:Iteration 9Q (2368.352240 sec): 3 clusters Score: Raw -173499.559246 + Penalty 1695.545505 = -171804.013741 nChanged 87 SP:Iteration 10Q (2368.466636 sec): 3 clusters Score: Raw -173545.587843 + Penalty 1695.545505 = -171850.042338 nChanged 70 SP:Iteration 11Q (2368.559057 sec): 3 clusters Score: Raw -173585.452337 + Penalty 1695.545505 = -171889.906832 nChanged 65 SP:Iteration 12Q (2368.643917 sec): 3 clusters Score: Raw -173616.954005 + Penalty 1695.545505 = -171921.408500 nChanged 57 SP:Iteration 13Q (2368.735128 sec): 3 clusters Score: Raw -173638.751314 + Penalty 1695.545505 = -171943.205809 nChanged 43 SP:Iteration 14Q (2368.823086 sec): 3 clusters Score: Raw -173657.291552 + Penalty 1695.545505 = -171961.746046 nChanged 53 SP:Iteration 15Q (2368.914821 sec): 3 clusters Score: Raw -173685.773710 + Penalty 1695.545505 = -171990.228205 nChanged 52 SP:Iteration 16Q (2369.002508 sec): 3 clusters Score: Raw -173710.333985 + Penalty 1695.545505 = -172014.788479 nChanged 57 SP:Iteration 17Q (2369.094361 sec): 3 clusters Score: Raw -173733.618389 + Penalty 1695.545505 = -172038.072884 nChanged 43 SP:Iteration 18Q (2369.198361 sec): 3 clusters Score: Raw -173749.137387 + Penalty 1695.545505 = -172053.591881 nChanged 35 SP:Iteration 19Q (2369.265942 sec): 3 clusters Score: Raw -173759.434744 + Penalty 1695.545505 = -172063.889239 nChanged 24 SP:Iteration 20F (2369.351174 sec): 3 clusters Score: Raw -173765.425051 + Penalty 1695.545505 = -172069.879546 nChanged 18 SP:Iteration 21Q (2369.445829 sec): 3 clusters Score: Raw -173770.455164 + Penalty 1695.545505 = -172074.909659 nChanged 25 SP:Iteration 22Q (2369.529366 sec): 3 clusters Score: Raw -173778.171208 + Penalty 1695.545505 = -172082.625703 nChanged 22 SP:Iteration 23Q (2369.627998 sec): 3 clusters Score: Raw -173784.238317 + Penalty 1695.545505 = -172088.692812 nChanged 12 SP:Iteration 24Q (2369.724109 sec): 3 clusters Score: Raw -173787.792976 + Penalty 1695.545505 = -172092.247470 nChanged 14 SP:Iteration 25Q (2369.805110 sec): 3 clusters Score: Raw -173792.220494 + Penalty 1695.545505 = -172096.674989 nChanged 15 SP:Iteration 26Q (2369.897990 sec): 3 clusters Score: Raw -173796.101300 + Penalty 1695.545505 = -172100.555795 nChanged 11 SP:Iteration 27Q (2369.983638 sec): 3 clusters Score: Raw -173800.198393 + Penalty 1695.545505 = -172104.652887 nChanged 12 SP:Iteration 28Q (2370.075215 sec): 3 clusters Score: Raw -173803.925054 + Penalty 1695.545505 = -172108.379549 nChanged 13 SP:Iteration 29Q (2370.186986 sec): 3 clusters Score: Raw -173807.976474 + Penalty 1695.545505 = -172112.430968 nChanged 13 SP:Iteration 30Q (2370.259145 sec): 3 clusters Score: Raw -173812.122058 + Penalty 1695.545505 = -172116.576553 nChanged 10 SP:Iteration 31Q (2370.355241 sec): 3 clusters Score: Raw -173814.338942 + Penalty 1695.545505 = -172118.793437 nChanged 9 SP:Iteration 32Q (2370.472239 sec): 3 clusters Score: Raw -173816.229543 + Penalty 1695.545505 = -172120.684038 nChanged 9 SP:Iteration 33Q (2370.616136 sec): 3 clusters Score: Raw -173817.771921 + Penalty 1695.545505 = -172122.226415 nChanged 5 SP:Iteration 34Q (2370.699824 sec): 3 clusters Score: Raw -173818.760729 + Penalty 1695.545505 = -172123.215224 nChanged 8 SP:Iteration 35Q (2370.805470 sec): 3 clusters Score: Raw -173820.132710 + Penalty 1695.545505 = -172124.587204 nChanged 6 SP:Iteration 36Q (2370.883385 sec): 3 clusters Score: Raw -173821.100333 + Penalty 1695.545505 = -172125.554828 nChanged 4 SP:Iteration 37Q (2370.985941 sec): 3 clusters Score: Raw -173822.050620 + Penalty 1695.545505 = -172126.505114 nChanged 2 SP:Iteration 38Q (2371.077520 sec): 3 clusters Score: Raw -173822.312038 + Penalty 1695.545505 = -172126.766532 nChanged 1 SP:Iteration 39Q (2371.148518 sec): 3 clusters Score: Raw -173822.711286 + Penalty 1695.545505 = -172127.165781 nChanged 2 SP:Iteration 40F (2371.223463 sec): 3 clusters Score: Raw -173823.128007 + Penalty 1695.545505 = -172127.582502 nChanged 3 SP:Iteration 41Q (2371.302114 sec): 3 clusters Score: Raw -173824.702472 + Penalty 1695.545505 = -172129.156966 nChanged 7 SP:Iteration 42Q (2371.395006 sec): 3 clusters Score: Raw -173826.350995 + Penalty 1695.545505 = -172130.805490 nChanged 9 SP:Iteration 43Q (2371.490990 sec): 3 clusters Score: Raw -173828.759597 + Penalty 1695.545505 = -172133.214092 nChanged 13 SP:Iteration 44Q (2371.569949 sec): 3 clusters Score: Raw -173834.129007 + Penalty 1695.545505 = -172138.583502 nChanged 11 SP:Iteration 45Q (2371.633883 sec): 3 clusters Score: Raw -173836.263870 + Penalty 1695.545505 = -172140.718365 nChanged 3 SP:Iteration 46Q (2371.718198 sec): 3 clusters Score: Raw -173837.041180 + Penalty 1695.545505 = -172141.495675 nChanged 3 SP:Iteration 47Q (2371.796352 sec): 3 clusters Score: Raw -173837.770180 + Penalty 1695.545505 = -172142.224675 nChanged 4 SP:Iteration 48Q (2371.873978 sec): 3 clusters Score: Raw -173839.023513 + Penalty 1695.545505 = -172143.478007 nChanged 3 SP:Iteration 49Q (2371.960446 sec): 3 clusters Score: Raw -173839.445908 + Penalty 1695.545505 = -172143.900402 nChanged 2 SP:Iteration 50Q (2372.028998 sec): 3 clusters Score: Raw -173839.738895 + Penalty 1695.545505 = -172144.193390 nChanged 0 SP:Iteration 51F (2372.109562 sec): 3 clusters Score: Raw -173839.738895 + Penalty 1695.545505 = -172144.193390 nChanged 0 Trying to split cluster 12 (3577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2372.132804 sec): 2 clusters Score: Raw -192539.862848 + Penalty 859.139373 = -191680.723475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2372.222002 sec): 3 clusters Score: Raw -190689.921420 + Penalty 1718.278745 = -188971.642675 nChanged 1460 SP:Iteration 1F (2372.279621 sec): 3 clusters Score: Raw -191616.558863 + Penalty 1718.278745 = -189898.280118 nChanged 313 SP:Iteration 2F (2372.361274 sec): 3 clusters Score: Raw -191820.977408 + Penalty 1718.278745 = -190102.698663 nChanged 214 SP:Iteration 3F (2372.435520 sec): 3 clusters Score: Raw -191956.314809 + Penalty 1718.278745 = -190238.036063 nChanged 161 SP:Iteration 4Q (2372.511137 sec): 3 clusters Score: Raw -192044.503388 + Penalty 1718.278745 = -190326.224643 nChanged 140 SP:Iteration 5Q (2372.595783 sec): 3 clusters Score: Raw -192125.509425 + Penalty 1718.278745 = -190407.230680 nChanged 114 SP:Iteration 6Q (2372.666190 sec): 3 clusters Score: Raw -192196.841353 + Penalty 1718.278745 = -190478.562608 nChanged 116 SP:Iteration 7Q (2372.764929 sec): 3 clusters Score: Raw -192274.455575 + Penalty 1718.278745 = -190556.176829 nChanged 98 SP:Iteration 8Q (2372.843650 sec): 3 clusters Score: Raw -192325.805529 + Penalty 1718.278745 = -190607.526784 nChanged 78 SP:Iteration 9Q (2372.910131 sec): 3 clusters Score: Raw -192366.241858 + Penalty 1718.278745 = -190647.963113 nChanged 76 SP:Iteration 10Q (2373.007027 sec): 3 clusters Score: Raw -192410.860271 + Penalty 1718.278745 = -190692.581526 nChanged 74 SP:Iteration 11Q (2373.076775 sec): 3 clusters Score: Raw -192472.181764 + Penalty 1718.278745 = -190753.903018 nChanged 69 SP:Iteration 12Q (2373.170565 sec): 3 clusters Score: Raw -192535.544017 + Penalty 1718.278745 = -190817.265272 nChanged 68 SP:Iteration 13Q (2373.249007 sec): 3 clusters Score: Raw -192601.313676 + Penalty 1718.278745 = -190883.034931 nChanged 59 SP:Iteration 14Q (2373.338780 sec): 3 clusters Score: Raw -192656.717911 + Penalty 1718.278745 = -190938.439165 nChanged 57 SP:Iteration 15Q (2373.413717 sec): 3 clusters Score: Raw -192713.996246 + Penalty 1718.278745 = -190995.717501 nChanged 44 SP:Iteration 16Q (2373.497672 sec): 3 clusters Score: Raw -192750.858809 + Penalty 1718.278745 = -191032.580064 nChanged 45 SP:Iteration 17Q (2373.573581 sec): 3 clusters Score: Raw -192782.674296 + Penalty 1718.278745 = -191064.395550 nChanged 39 SP:Iteration 18Q (2373.640217 sec): 3 clusters Score: Raw -192811.021476 + Penalty 1718.278745 = -191092.742731 nChanged 36 SP:Iteration 19Q (2373.708845 sec): 3 clusters Score: Raw -192832.893170 + Penalty 1718.278745 = -191114.614424 nChanged 33 SP:Iteration 20F (2373.801882 sec): 3 clusters Score: Raw -192852.275099 + Penalty 1718.278745 = -191133.996354 nChanged 16 SP:Iteration 21Q (2373.877471 sec): 3 clusters Score: Raw -192858.969968 + Penalty 1718.278745 = -191140.691223 nChanged 9 SP:Iteration 22Q (2373.959853 sec): 3 clusters Score: Raw -192865.213748 + Penalty 1718.278745 = -191146.935002 nChanged 12 SP:Iteration 23Q (2374.040779 sec): 3 clusters Score: Raw -192871.078856 + Penalty 1718.278745 = -191152.800110 nChanged 10 SP:Iteration 24Q (2374.131458 sec): 3 clusters Score: Raw -192873.884078 + Penalty 1718.278745 = -191155.605333 nChanged 1 SP:Iteration 25Q (2374.209425 sec): 3 clusters Score: Raw -192874.085434 + Penalty 1718.278745 = -191155.806689 nChanged 1 SP:Iteration 26Q (2374.296149 sec): 3 clusters Score: Raw -192874.402144 + Penalty 1718.278745 = -191156.123399 nChanged 1 SP:Iteration 27Q (2374.397892 sec): 3 clusters Score: Raw -192874.523336 + Penalty 1718.278745 = -191156.244591 nChanged 3 SP:Iteration 28Q (2374.459263 sec): 3 clusters Score: Raw -192875.016209 + Penalty 1718.278745 = -191156.737464 nChanged 1 SP:Iteration 29Q (2374.542173 sec): 3 clusters Score: Raw -192875.096735 + Penalty 1718.278745 = -191156.817989 nChanged 0 SP:Iteration 30F (2374.613965 sec): 3 clusters Score: Raw -192875.096735 + Penalty 1718.278745 = -191156.817989 nChanged 0 Trying to split cluster 13 (1328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2374.659355 sec): 2 clusters Score: Raw -61698.742744 + Penalty 755.100080 = -60943.642664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2374.749049 sec): 3 clusters Score: Raw -61166.962403 + Penalty 1510.200159 = -59656.762243 nChanged 485 SP:Iteration 1F (2374.836238 sec): 3 clusters Score: Raw -61520.009020 + Penalty 1510.200159 = -60009.808861 nChanged 116 SP:Iteration 2F (2374.916036 sec): 3 clusters Score: Raw -61623.154108 + Penalty 1510.200159 = -60112.953948 nChanged 67 SP:Iteration 3F (2375.005219 sec): 3 clusters Score: Raw -61677.595467 + Penalty 1510.200159 = -60167.395308 nChanged 47 SP:Iteration 4Q (2375.077422 sec): 3 clusters Score: Raw -61722.322297 + Penalty 1510.200159 = -60212.122138 nChanged 35 SP:Iteration 5Q (2375.165138 sec): 3 clusters Score: Raw -61745.201091 + Penalty 1510.200159 = -60235.000931 nChanged 28 SP:Iteration 6Q (2375.237050 sec): 3 clusters Score: Raw -61765.717381 + Penalty 1510.200159 = -60255.517222 nChanged 14 SP:Iteration 7Q (2375.320870 sec): 3 clusters Score: Raw -61774.752727 + Penalty 1510.200159 = -60264.552568 nChanged 9 SP:Iteration 8Q (2375.411311 sec): 3 clusters Score: Raw -61780.391515 + Penalty 1510.200159 = -60270.191355 nChanged 6 SP:Iteration 9Q (2375.492799 sec): 3 clusters Score: Raw -61783.455854 + Penalty 1510.200159 = -60273.255695 nChanged 2 SP:Iteration 10Q (2375.563210 sec): 3 clusters Score: Raw -61783.853031 + Penalty 1510.200159 = -60273.652872 nChanged 1 SP:Iteration 11Q (2375.645985 sec): 3 clusters Score: Raw -61784.054969 + Penalty 1510.200159 = -60273.854810 nChanged 0 SP:Iteration 12F (2375.734716 sec): 3 clusters Score: Raw -61784.054969 + Penalty 1510.200159 = -60273.854810 nChanged 0 Trying to split cluster 14 (1723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2375.777681 sec): 2 clusters Score: Raw -77884.138215 + Penalty 782.441335 = -77101.696881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2375.870719 sec): 3 clusters Score: Raw -77148.753498 + Penalty 1564.882670 = -75583.870828 nChanged 631 SP:Iteration 1F (2375.940270 sec): 3 clusters Score: Raw -77630.474652 + Penalty 1564.882670 = -76065.591982 nChanged 170 SP:Iteration 2F (2376.024142 sec): 3 clusters Score: Raw -77771.070078 + Penalty 1564.882670 = -76206.187409 nChanged 94 SP:Iteration 3F (2376.099222 sec): 3 clusters Score: Raw -77845.273099 + Penalty 1564.882670 = -76280.390429 nChanged 72 SP:Iteration 4Q (2376.169804 sec): 3 clusters Score: Raw -77900.013717 + Penalty 1564.882670 = -76335.131047 nChanged 59 SP:Iteration 5Q (2376.243348 sec): 3 clusters Score: Raw -77946.237782 + Penalty 1564.882670 = -76381.355112 nChanged 65 SP:Iteration 6Q (2376.328888 sec): 3 clusters Score: Raw -77996.569786 + Penalty 1564.882670 = -76431.687116 nChanged 56 SP:Iteration 7Q (2376.423261 sec): 3 clusters Score: Raw -78041.706275 + Penalty 1564.882670 = -76476.823605 nChanged 47 SP:Iteration 8Q (2376.503602 sec): 3 clusters Score: Raw -78083.702452 + Penalty 1564.882670 = -76518.819783 nChanged 56 SP:Iteration 9Q (2376.569504 sec): 3 clusters Score: Raw -78140.045712 + Penalty 1564.882670 = -76575.163043 nChanged 46 SP:Iteration 10Q (2376.661471 sec): 3 clusters Score: Raw -78175.603453 + Penalty 1564.882670 = -76610.720783 nChanged 42 SP:Iteration 11Q (2376.738589 sec): 3 clusters Score: Raw -78207.225936 + Penalty 1564.882670 = -76642.343266 nChanged 28 SP:Iteration 12Q (2376.829058 sec): 3 clusters Score: Raw -78225.572663 + Penalty 1564.882670 = -76660.689993 nChanged 23 SP:Iteration 13Q (2376.898086 sec): 3 clusters Score: Raw -78242.782690 + Penalty 1564.882670 = -76677.900021 nChanged 26 SP:Iteration 14Q (2376.985574 sec): 3 clusters Score: Raw -78257.854312 + Penalty 1564.882670 = -76692.971642 nChanged 19 SP:Iteration 15Q (2377.039858 sec): 3 clusters Score: Raw -78268.646293 + Penalty 1564.882670 = -76703.763623 nChanged 13 SP:Iteration 16Q (2377.135773 sec): 3 clusters Score: Raw -78274.490522 + Penalty 1564.882670 = -76709.607853 nChanged 6 SP:Iteration 17Q (2377.212569 sec): 3 clusters Score: Raw -78277.673815 + Penalty 1564.882670 = -76712.791145 nChanged 12 SP:Iteration 18Q (2377.299982 sec): 3 clusters Score: Raw -78282.815440 + Penalty 1564.882670 = -76717.932770 nChanged 7 SP:Iteration 19Q (2377.384513 sec): 3 clusters Score: Raw -78286.173304 + Penalty 1564.882670 = -76721.290635 nChanged 6 SP:Iteration 20F (2377.456175 sec): 3 clusters Score: Raw -78291.247199 + Penalty 1564.882670 = -76726.364530 nChanged 6 SP:Iteration 21Q (2377.542434 sec): 3 clusters Score: Raw -78294.092677 + Penalty 1564.882670 = -76729.210007 nChanged 7 SP:Iteration 22Q (2377.625249 sec): 3 clusters Score: Raw -78297.924674 + Penalty 1564.882670 = -76733.042005 nChanged 3 SP:Iteration 23Q (2377.706292 sec): 3 clusters Score: Raw -78298.881323 + Penalty 1564.882670 = -76733.998653 nChanged 2 SP:Iteration 24Q (2377.775655 sec): 3 clusters Score: Raw -78299.441022 + Penalty 1564.882670 = -76734.558352 nChanged 0 SP:Iteration 25F (2377.863403 sec): 3 clusters Score: Raw -78299.441022 + Penalty 1564.882670 = -76734.558352 nChanged 0 Trying to split cluster 15 (2590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2377.908774 sec): 2 clusters Score: Raw -139981.219096 + Penalty 825.238381 = -139155.980714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2378.003709 sec): 3 clusters Score: Raw -138665.097642 + Penalty 1650.476762 = -137014.620879 nChanged 1041 SP:Iteration 1F (2378.070335 sec): 3 clusters Score: Raw -139335.953307 + Penalty 1650.476762 = -137685.476545 nChanged 204 SP:Iteration 2F (2378.131216 sec): 3 clusters Score: Raw -139517.898899 + Penalty 1650.476762 = -137867.422136 nChanged 180 SP:Iteration 3F (2378.208625 sec): 3 clusters Score: Raw -139691.691743 + Penalty 1650.476762 = -138041.214980 nChanged 142 SP:Iteration 4F (2378.272026 sec): 3 clusters Score: Raw -139829.739413 + Penalty 1650.476762 = -138179.262651 nChanged 124 SP:Iteration 5Q (2378.375419 sec): 3 clusters Score: Raw -139953.046335 + Penalty 1650.476762 = -138302.569573 nChanged 123 SP:Iteration 6Q (2378.446910 sec): 3 clusters Score: Raw -140069.681702 + Penalty 1650.476762 = -138419.204940 nChanged 89 SP:Iteration 7Q (2378.527380 sec): 3 clusters Score: Raw -140139.866382 + Penalty 1650.476762 = -138489.389620 nChanged 62 SP:Iteration 8Q (2378.609033 sec): 3 clusters Score: Raw -140172.306575 + Penalty 1650.476762 = -138521.829812 nChanged 43 SP:Iteration 9Q (2378.678445 sec): 3 clusters Score: Raw -140193.891743 + Penalty 1650.476762 = -138543.414981 nChanged 23 SP:Iteration 10Q (2378.770380 sec): 3 clusters Score: Raw -140206.427270 + Penalty 1650.476762 = -138555.950508 nChanged 23 SP:Iteration 11Q (2378.853644 sec): 3 clusters Score: Raw -140218.075018 + Penalty 1650.476762 = -138567.598255 nChanged 25 SP:Iteration 12Q (2378.955065 sec): 3 clusters Score: Raw -140234.730578 + Penalty 1650.476762 = -138584.253816 nChanged 22 SP:Iteration 13Q (2379.016083 sec): 3 clusters Score: Raw -140244.801917 + Penalty 1650.476762 = -138594.325155 nChanged 23 SP:Iteration 14Q (2379.105726 sec): 3 clusters Score: Raw -140257.708055 + Penalty 1650.476762 = -138607.231292 nChanged 28 SP:Iteration 15Q (2379.191181 sec): 3 clusters Score: Raw -140272.267725 + Penalty 1650.476762 = -138621.790962 nChanged 22 SP:Iteration 16Q (2379.276645 sec): 3 clusters Score: Raw -140283.500015 + Penalty 1650.476762 = -138633.023252 nChanged 17 SP:Iteration 17Q (2379.339462 sec): 3 clusters Score: Raw -140291.555875 + Penalty 1650.476762 = -138641.079112 nChanged 17 SP:Iteration 18Q (2379.429671 sec): 3 clusters Score: Raw -140299.234458 + Penalty 1650.476762 = -138648.757696 nChanged 11 SP:Iteration 19Q (2379.510743 sec): 3 clusters Score: Raw -140303.899237 + Penalty 1650.476762 = -138653.422475 nChanged 6 SP:Iteration 20F (2379.589423 sec): 3 clusters Score: Raw -140305.901122 + Penalty 1650.476762 = -138655.424359 nChanged 3 SP:Iteration 21Q (2379.671080 sec): 3 clusters Score: Raw -140307.199175 + Penalty 1650.476762 = -138656.722412 nChanged 3 SP:Iteration 22Q (2379.751727 sec): 3 clusters Score: Raw -140307.657009 + Penalty 1650.476762 = -138657.180247 nChanged 1 SP:Iteration 23Q (2379.844495 sec): 3 clusters Score: Raw -140307.855169 + Penalty 1650.476762 = -138657.378406 nChanged 1 SP:Iteration 24Q (2379.922515 sec): 3 clusters Score: Raw -140308.144618 + Penalty 1650.476762 = -138657.667855 nChanged 1 SP:Iteration 25Q (2379.999700 sec): 3 clusters Score: Raw -140308.330646 + Penalty 1650.476762 = -138657.853883 nChanged 1 SP:Iteration 26Q (2380.092015 sec): 3 clusters Score: Raw -140308.594297 + Penalty 1650.476762 = -138658.117534 nChanged 1 SP:Iteration 27Q (2380.176693 sec): 3 clusters Score: Raw -140308.859752 + Penalty 1650.476762 = -138658.382989 nChanged 1 SP:Iteration 28Q (2380.240497 sec): 3 clusters Score: Raw -140309.091205 + Penalty 1650.476762 = -138658.614442 nChanged 1 SP:Iteration 29Q (2380.330944 sec): 3 clusters Score: Raw -140309.520493 + Penalty 1650.476762 = -138659.043731 nChanged 0 SP:Iteration 30F (2380.413221 sec): 3 clusters Score: Raw -140309.520493 + Penalty 1650.476762 = -138659.043731 nChanged 0 Iteration 99Q (2381.322510 sec): 17 clusters Score: Raw -2009531.393083 + Penalty 17845.222534 = -1991686.170549 nChanged 456 Iteration 100F (2382.389956 sec): 17 clusters Score: Raw -2009801.352799 + Penalty 17845.222534 = -1991956.130265 nChanged 448 Iteration 101Q (2383.270669 sec): 17 clusters Score: Raw -2009943.542044 + Penalty 17845.222534 = -1992098.319510 nChanged 251 Iteration 102Q (2384.148792 sec): 17 clusters Score: Raw -2009997.778149 + Penalty 17845.222534 = -1992152.555615 nChanged 136 Iteration 103Q (2385.164100 sec): 17 clusters Score: Raw -2010025.811135 + Penalty 17845.222534 = -1992180.588601 nChanged 98 Iteration 104Q (2386.297631 sec): 17 clusters Score: Raw -2010042.642646 + Penalty 17845.222534 = -1992197.420112 nChanged 82 Iteration 105Q (2387.338285 sec): 17 clusters Score: Raw -2010057.185836 + Penalty 17845.222534 = -1992211.963302 nChanged 68 Iteration 106Q (2388.499455 sec): 17 clusters Score: Raw -2010069.301601 + Penalty 17845.222534 = -1992224.079067 nChanged 79 Iteration 107Q (2389.546182 sec): 17 clusters Score: Raw -2010081.499725 + Penalty 17845.222534 = -1992236.277191 nChanged 61 Iteration 108Q (2390.609793 sec): 17 clusters Score: Raw -2010091.825886 + Penalty 17845.222534 = -1992246.603352 nChanged 64 Iteration 109Q (2391.654073 sec): 17 clusters Score: Raw -2010102.253244 + Penalty 17845.222534 = -1992257.030709 nChanged 59 Iteration 110Q (2392.543664 sec): 17 clusters Score: Raw -2010111.221406 + Penalty 17845.222534 = -1992265.998872 nChanged 54 Iteration 111Q (2393.424225 sec): 17 clusters Score: Raw -2010119.938670 + Penalty 17845.222534 = -1992274.716136 nChanged 43 Iteration 112Q (2394.342611 sec): 17 clusters Score: Raw -2010126.154601 + Penalty 17845.222534 = -1992280.932067 nChanged 41 Iteration 113Q (2395.197375 sec): 17 clusters Score: Raw -2010132.075285 + Penalty 17845.222534 = -1992286.852751 nChanged 39 Iteration 114Q (2396.094981 sec): 17 clusters Score: Raw -2010138.564088 + Penalty 17845.222534 = -1992293.341553 nChanged 37 Iteration 115Q (2396.974223 sec): 17 clusters Score: Raw -2010143.401455 + Penalty 17845.222534 = -1992298.178921 nChanged 30 Iteration 116Q (2397.859526 sec): 17 clusters Score: Raw -2010147.246193 + Penalty 17845.222534 = -1992302.023659 nChanged 22 Iteration 117Q (2398.739728 sec): 17 clusters Score: Raw -2010150.430256 + Penalty 17845.222534 = -1992305.207722 nChanged 23 Iteration 118Q (2399.334913 sec): 17 clusters Score: Raw -2010153.167990 + Penalty 17845.222534 = -1992307.945455 nChanged 12 Iteration 119Q (2400.206361 sec): 17 clusters Score: Raw -2010154.629655 + Penalty 17845.222534 = -1992309.407121 nChanged 8 Iteration 120F (2401.498797 sec): 17 clusters Score: Raw -2010155.379349 + Penalty 17845.222534 = -1992310.156815 nChanged 3 Iteration 121Q (2402.567057 sec): 17 clusters Score: Raw -2010155.937097 + Penalty 17845.222534 = -1992310.714563 nChanged 6 Iteration 122Q (2403.651412 sec): 17 clusters Score: Raw -2010156.610982 + Penalty 17845.222534 = -1992311.388448 nChanged 5 Iteration 123Q (2404.728466 sec): 17 clusters Score: Raw -2010156.972482 + Penalty 17845.222534 = -1992311.749948 nChanged 2 Iteration 124Q (2405.905155 sec): 17 clusters Score: Raw -2010157.315620 + Penalty 17845.222534 = -1992312.093086 nChanged 4 Iteration 125Q (2406.982119 sec): 17 clusters Score: Raw -2010157.668991 + Penalty 17845.222534 = -1992312.446456 nChanged 2 Iteration 126Q (2408.088035 sec): 17 clusters Score: Raw -2010157.854778 + Penalty 17845.222534 = -1992312.632244 nChanged 1 Iteration 127Q (2408.939378 sec): 17 clusters Score: Raw -2010157.969919 + Penalty 17845.222534 = -1992312.747385 nChanged 1 Iteration 128Q (2409.826876 sec): 17 clusters Score: Raw -2010158.037673 + Penalty 17845.222534 = -1992312.815139 nChanged 1 Iteration 129Q (2410.650585 sec): 17 clusters Score: Raw -2010158.069615 + Penalty 17845.222534 = -1992312.847081 nChanged 0 Iteration 130F (2411.685868 sec): 17 clusters Score: Raw -2010158.069615 + Penalty 17845.222534 = -1992312.847081 nChanged 0 Compute initial score before splitting: Score: Raw -2010158.069615 + Penalty 17845.222534 = -1992312.847081 Trying to split cluster 1 (1141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2411.757485 sec): 2 clusters Score: Raw -50828.650478 + Penalty 739.164337 = -50089.486141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2411.830104 sec): 3 clusters Score: Raw -50352.460807 + Penalty 1478.328673 = -48874.132134 nChanged 394 SP:Iteration 1F (2411.886693 sec): 3 clusters Score: Raw -50658.113644 + Penalty 1478.328673 = -49179.784970 nChanged 92 SP:Iteration 2F (2411.988576 sec): 3 clusters Score: Raw -50752.073747 + Penalty 1478.328673 = -49273.745074 nChanged 57 SP:Iteration 3Q (2412.044297 sec): 3 clusters Score: Raw -50828.144671 + Penalty 1478.328673 = -49349.815998 nChanged 58 SP:Iteration 4F (2412.123381 sec): 3 clusters Score: Raw -50904.839002 + Penalty 1478.328673 = -49426.510329 nChanged 46 SP:Iteration 5Q (2412.191398 sec): 3 clusters Score: Raw -50953.388749 + Penalty 1478.328673 = -49475.060075 nChanged 38 SP:Iteration 6Q (2412.270407 sec): 3 clusters Score: Raw -50988.942272 + Penalty 1478.328673 = -49510.613598 nChanged 33 SP:Iteration 7Q (2412.340593 sec): 3 clusters Score: Raw -51025.071166 + Penalty 1478.328673 = -49546.742492 nChanged 31 SP:Iteration 8Q (2412.416915 sec): 3 clusters Score: Raw -51049.529588 + Penalty 1478.328673 = -49571.200915 nChanged 19 SP:Iteration 9Q (2412.495354 sec): 3 clusters Score: Raw -51063.574348 + Penalty 1478.328673 = -49585.245675 nChanged 15 SP:Iteration 10Q (2412.573201 sec): 3 clusters Score: Raw -51075.534766 + Penalty 1478.328673 = -49597.206092 nChanged 13 SP:Iteration 11Q (2412.644307 sec): 3 clusters Score: Raw -51081.137296 + Penalty 1478.328673 = -49602.808623 nChanged 9 SP:Iteration 12Q (2412.731828 sec): 3 clusters Score: Raw -51088.089342 + Penalty 1478.328673 = -49609.760668 nChanged 5 SP:Iteration 13Q (2412.813184 sec): 3 clusters Score: Raw -51092.573816 + Penalty 1478.328673 = -49614.245143 nChanged 6 SP:Iteration 14Q (2412.891890 sec): 3 clusters Score: Raw -51095.790409 + Penalty 1478.328673 = -49617.461735 nChanged 5 SP:Iteration 15Q (2412.960468 sec): 3 clusters Score: Raw -51099.113231 + Penalty 1478.328673 = -49620.784558 nChanged 5 SP:Iteration 16Q (2413.051788 sec): 3 clusters Score: Raw -51101.597416 + Penalty 1478.328673 = -49623.268743 nChanged 3 SP:Iteration 17Q (2413.110143 sec): 3 clusters Score: Raw -51104.541522 + Penalty 1478.328673 = -49626.212849 nChanged 4 SP:Iteration 18Q (2413.202824 sec): 3 clusters Score: Raw -51108.973892 + Penalty 1478.328673 = -49630.645219 nChanged 3 SP:Iteration 19Q (2413.265716 sec): 3 clusters Score: Raw -51110.036829 + Penalty 1478.328673 = -49631.708156 nChanged 2 SP:Iteration 20F (2413.360384 sec): 3 clusters Score: Raw -51110.530460 + Penalty 1478.328673 = -49632.201786 nChanged 0 Trying to split cluster 2 (1487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2413.402074 sec): 2 clusters Score: Raw -77056.344285 + Penalty 766.974174 = -76289.370111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2413.471855 sec): 3 clusters Score: Raw -76385.783377 + Penalty 1533.948349 = -74851.835029 nChanged 544 SP:Iteration 1F (2413.539804 sec): 3 clusters Score: Raw -76813.217478 + Penalty 1533.948349 = -75279.269129 nChanged 157 SP:Iteration 2F (2413.614067 sec): 3 clusters Score: Raw -76952.489624 + Penalty 1533.948349 = -75418.541275 nChanged 97 SP:Iteration 3F (2413.690272 sec): 3 clusters Score: Raw -77029.069532 + Penalty 1533.948349 = -75495.121183 nChanged 66 SP:Iteration 4Q (2413.759122 sec): 3 clusters Score: Raw -77075.175681 + Penalty 1533.948349 = -75541.227332 nChanged 39 SP:Iteration 5Q (2413.844990 sec): 3 clusters Score: Raw -77100.149340 + Penalty 1533.948349 = -75566.200991 nChanged 28 SP:Iteration 6Q (2413.916749 sec): 3 clusters Score: Raw -77114.803177 + Penalty 1533.948349 = -75580.854828 nChanged 24 SP:Iteration 7Q (2413.999851 sec): 3 clusters Score: Raw -77130.517130 + Penalty 1533.948349 = -75596.568781 nChanged 25 SP:Iteration 8Q (2414.065705 sec): 3 clusters Score: Raw -77142.517334 + Penalty 1533.948349 = -75608.568985 nChanged 9 SP:Iteration 9Q (2414.145722 sec): 3 clusters Score: Raw -77146.034173 + Penalty 1533.948349 = -75612.085824 nChanged 8 SP:Iteration 10Q (2414.211778 sec): 3 clusters Score: Raw -77149.845816 + Penalty 1533.948349 = -75615.897467 nChanged 15 SP:Iteration 11Q (2414.293646 sec): 3 clusters Score: Raw -77160.082543 + Penalty 1533.948349 = -75626.134194 nChanged 15 SP:Iteration 12Q (2414.363666 sec): 3 clusters Score: Raw -77167.364071 + Penalty 1533.948349 = -75633.415722 nChanged 8 SP:Iteration 13Q (2414.436663 sec): 3 clusters Score: Raw -77172.456547 + Penalty 1533.948349 = -75638.508199 nChanged 11 SP:Iteration 14Q (2414.497095 sec): 3 clusters Score: Raw -77180.581329 + Penalty 1533.948349 = -75646.632980 nChanged 7 SP:Iteration 15Q (2414.572169 sec): 3 clusters Score: Raw -77184.901927 + Penalty 1533.948349 = -75650.953578 nChanged 10 SP:Iteration 16Q (2414.650300 sec): 3 clusters Score: Raw -77188.211983 + Penalty 1533.948349 = -75654.263634 nChanged 6 SP:Iteration 17Q (2414.737563 sec): 3 clusters Score: Raw -77190.026413 + Penalty 1533.948349 = -75656.078064 nChanged 3 SP:Iteration 18Q (2414.826202 sec): 3 clusters Score: Raw -77191.156528 + Penalty 1533.948349 = -75657.208179 nChanged 3 SP:Iteration 19Q (2414.914543 sec): 3 clusters Score: Raw -77192.784704 + Penalty 1533.948349 = -75658.836356 nChanged 5 SP:Iteration 20F (2415.002948 sec): 3 clusters Score: Raw -77195.680370 + Penalty 1533.948349 = -75661.732021 nChanged 8 SP:Iteration 21Q (2415.072843 sec): 3 clusters Score: Raw -77200.997825 + Penalty 1533.948349 = -75667.049476 nChanged 10 SP:Iteration 22Q (2415.161714 sec): 3 clusters Score: Raw -77208.234385 + Penalty 1533.948349 = -75674.286036 nChanged 7 SP:Iteration 23Q (2415.250197 sec): 3 clusters Score: Raw -77214.032171 + Penalty 1533.948349 = -75680.083823 nChanged 6 SP:Iteration 24Q (2415.338911 sec): 3 clusters Score: Raw -77219.385376 + Penalty 1533.948349 = -75685.437027 nChanged 6 SP:Iteration 25Q (2415.427325 sec): 3 clusters Score: Raw -77223.680949 + Penalty 1533.948349 = -75689.732601 nChanged 9 SP:Iteration 26Q (2415.516223 sec): 3 clusters Score: Raw -77229.948223 + Penalty 1533.948349 = -75695.999874 nChanged 8 SP:Iteration 27Q (2415.604909 sec): 3 clusters Score: Raw -77233.813736 + Penalty 1533.948349 = -75699.865387 nChanged 3 SP:Iteration 28Q (2415.693645 sec): 3 clusters Score: Raw -77235.417034 + Penalty 1533.948349 = -75701.468685 nChanged 1 SP:Iteration 29Q (2415.764227 sec): 3 clusters Score: Raw -77235.998344 + Penalty 1533.948349 = -75702.049995 nChanged 1 SP:Iteration 30Q (2415.852641 sec): 3 clusters Score: Raw -77236.315197 + Penalty 1533.948349 = -75702.366848 nChanged 3 SP:Iteration 31Q (2415.941271 sec): 3 clusters Score: Raw -77237.448226 + Penalty 1533.948349 = -75703.499878 nChanged 3 SP:Iteration 32Q (2416.018513 sec): 3 clusters Score: Raw -77238.369382 + Penalty 1533.948349 = -75704.421033 nChanged 1 SP:Iteration 33Q (2416.107460 sec): 3 clusters Score: Raw -77238.986197 + Penalty 1533.948349 = -75705.037849 nChanged 4 SP:Iteration 34Q (2416.189543 sec): 3 clusters Score: Raw -77241.474231 + Penalty 1533.948349 = -75707.525883 nChanged 4 SP:Iteration 35Q (2416.278485 sec): 3 clusters Score: Raw -77243.262639 + Penalty 1533.948349 = -75709.314290 nChanged 2 SP:Iteration 36Q (2416.367649 sec): 3 clusters Score: Raw -77243.525526 + Penalty 1533.948349 = -75709.577177 nChanged 1 SP:Iteration 37Q (2416.458608 sec): 3 clusters Score: Raw -77243.764623 + Penalty 1533.948349 = -75709.816274 nChanged 0 SP:Iteration 38F (2416.590508 sec): 3 clusters Score: Raw -77243.764623 + Penalty 1533.948349 = -75709.816274 nChanged 0 Trying to split cluster 3 (3255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2416.665146 sec): 2 clusters Score: Raw -153085.147278 + Penalty 849.234493 = -152235.912785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2416.757226 sec): 3 clusters Score: Raw -151386.654625 + Penalty 1698.468986 = -149688.185639 nChanged 1323 SP:Iteration 1F (2416.873324 sec): 3 clusters Score: Raw -152246.863767 + Penalty 1698.468986 = -150548.394781 nChanged 280 SP:Iteration 2F (2416.979831 sec): 3 clusters Score: Raw -152468.662921 + Penalty 1698.468986 = -150770.193935 nChanged 207 SP:Iteration 3F (2417.088508 sec): 3 clusters Score: Raw -152636.281976 + Penalty 1698.468986 = -150937.812990 nChanged 186 SP:Iteration 4F (2417.192318 sec): 3 clusters Score: Raw -152800.255142 + Penalty 1698.468986 = -151101.786156 nChanged 169 SP:Iteration 5F (2417.292227 sec): 3 clusters Score: Raw -152921.345909 + Penalty 1698.468986 = -151222.876922 nChanged 146 SP:Iteration 6Q (2417.392027 sec): 3 clusters Score: Raw -153022.359463 + Penalty 1698.468986 = -151323.890477 nChanged 111 SP:Iteration 7Q (2417.476917 sec): 3 clusters Score: Raw -153093.353240 + Penalty 1698.468986 = -151394.884254 nChanged 100 SP:Iteration 8Q (2417.559682 sec): 3 clusters Score: Raw -153153.165658 + Penalty 1698.468986 = -151454.696671 nChanged 91 SP:Iteration 9Q (2417.644381 sec): 3 clusters Score: Raw -153208.028988 + Penalty 1698.468986 = -151509.560001 nChanged 95 SP:Iteration 10Q (2417.747393 sec): 3 clusters Score: Raw -153266.295273 + Penalty 1698.468986 = -151567.826287 nChanged 94 SP:Iteration 11Q (2417.835128 sec): 3 clusters Score: Raw -153329.801628 + Penalty 1698.468986 = -151631.332641 nChanged 68 SP:Iteration 12Q (2417.929132 sec): 3 clusters Score: Raw -153361.818072 + Penalty 1698.468986 = -151663.349086 nChanged 43 SP:Iteration 13Q (2418.021512 sec): 3 clusters Score: Raw -153383.043523 + Penalty 1698.468986 = -151684.574537 nChanged 38 SP:Iteration 14Q (2418.113458 sec): 3 clusters Score: Raw -153399.756366 + Penalty 1698.468986 = -151701.287379 nChanged 33 SP:Iteration 15Q (2418.200525 sec): 3 clusters Score: Raw -153414.947877 + Penalty 1698.468986 = -151716.478891 nChanged 27 SP:Iteration 16Q (2418.292760 sec): 3 clusters Score: Raw -153427.138837 + Penalty 1698.468986 = -151728.669850 nChanged 19 SP:Iteration 17Q (2418.400249 sec): 3 clusters Score: Raw -153437.476529 + Penalty 1698.468986 = -151739.007542 nChanged 19 SP:Iteration 18Q (2418.465011 sec): 3 clusters Score: Raw -153448.480993 + Penalty 1698.468986 = -151750.012006 nChanged 25 SP:Iteration 19Q (2418.580948 sec): 3 clusters Score: Raw -153457.646427 + Penalty 1698.468986 = -151759.177441 nChanged 14 SP:Iteration 20F (2418.684318 sec): 3 clusters Score: Raw -153462.939190 + Penalty 1698.468986 = -151764.470203 nChanged 19 SP:Iteration 21Q (2418.775821 sec): 3 clusters Score: Raw -153468.368746 + Penalty 1698.468986 = -151769.899759 nChanged 14 SP:Iteration 22Q (2418.939493 sec): 3 clusters Score: Raw -153472.913766 + Penalty 1698.468986 = -151774.444780 nChanged 15 SP:Iteration 23Q (2419.065424 sec): 3 clusters Score: Raw -153476.298651 + Penalty 1698.468986 = -151777.829664 nChanged 6 SP:Iteration 24Q (2419.141107 sec): 3 clusters Score: Raw -153478.294914 + Penalty 1698.468986 = -151779.825927 nChanged 6 SP:Iteration 25Q (2419.227858 sec): 3 clusters Score: Raw -153479.508630 + Penalty 1698.468986 = -151781.039644 nChanged 3 SP:Iteration 26Q (2419.314490 sec): 3 clusters Score: Raw -153480.276059 + Penalty 1698.468986 = -151781.807073 nChanged 4 SP:Iteration 27Q (2419.400632 sec): 3 clusters Score: Raw -153481.470723 + Penalty 1698.468986 = -151783.001736 nChanged 6 SP:Iteration 28Q (2419.488879 sec): 3 clusters Score: Raw -153482.486595 + Penalty 1698.468986 = -151784.017609 nChanged 4 SP:Iteration 29Q (2419.575283 sec): 3 clusters Score: Raw -153482.931931 + Penalty 1698.468986 = -151784.462944 nChanged 2 SP:Iteration 30Q (2419.679995 sec): 3 clusters Score: Raw -153483.262570 + Penalty 1698.468986 = -151784.793583 nChanged 1 SP:Iteration 31Q (2419.763297 sec): 3 clusters Score: Raw -153483.542750 + Penalty 1698.468986 = -151785.073763 nChanged 0 SP:Iteration 32F (2419.850370 sec): 3 clusters Score: Raw -153483.542750 + Penalty 1698.468986 = -151785.073763 nChanged 0 Trying to split cluster 4 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2419.921488 sec): 2 clusters Score: Raw -37354.195832 + Penalty 711.891800 = -36642.304031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2419.985258 sec): 3 clusters Score: Raw -37016.090325 + Penalty 1423.783601 = -35592.306725 nChanged 306 SP:Iteration 1F (2420.071717 sec): 3 clusters Score: Raw -37300.123213 + Penalty 1423.783601 = -35876.339612 nChanged 83 SP:Iteration 2F (2420.163364 sec): 3 clusters Score: Raw -37404.046844 + Penalty 1423.783601 = -35980.263244 nChanged 48 SP:Iteration 3F (2420.254665 sec): 3 clusters Score: Raw -37480.205661 + Penalty 1423.783601 = -36056.422060 nChanged 53 SP:Iteration 4F (2420.345316 sec): 3 clusters Score: Raw -37559.398554 + Penalty 1423.783601 = -36135.614954 nChanged 45 SP:Iteration 5F (2420.430638 sec): 3 clusters Score: Raw -37623.042793 + Penalty 1423.783601 = -36199.259192 nChanged 32 SP:Iteration 6Q (2420.513446 sec): 3 clusters Score: Raw -37660.332810 + Penalty 1423.783601 = -36236.549209 nChanged 18 SP:Iteration 7Q (2420.600912 sec): 3 clusters Score: Raw -37679.937000 + Penalty 1423.783601 = -36256.153400 nChanged 12 SP:Iteration 8Q (2420.688580 sec): 3 clusters Score: Raw -37691.925892 + Penalty 1423.783601 = -36268.142291 nChanged 9 SP:Iteration 9Q (2420.776243 sec): 3 clusters Score: Raw -37698.848972 + Penalty 1423.783601 = -36275.065371 nChanged 6 SP:Iteration 10Q (2420.863250 sec): 3 clusters Score: Raw -37705.107993 + Penalty 1423.783601 = -36281.324393 nChanged 6 SP:Iteration 11Q (2420.950728 sec): 3 clusters Score: Raw -37708.889147 + Penalty 1423.783601 = -36285.105546 nChanged 3 SP:Iteration 12Q (2421.032003 sec): 3 clusters Score: Raw -37710.919783 + Penalty 1423.783601 = -36287.136183 nChanged 3 SP:Iteration 13Q (2421.112845 sec): 3 clusters Score: Raw -37714.067779 + Penalty 1423.783601 = -36290.284178 nChanged 6 SP:Iteration 14Q (2421.194055 sec): 3 clusters Score: Raw -37718.411802 + Penalty 1423.783601 = -36294.628202 nChanged 4 SP:Iteration 15Q (2421.275521 sec): 3 clusters Score: Raw -37719.751407 + Penalty 1423.783601 = -36295.967806 nChanged 3 SP:Iteration 16Q (2421.357480 sec): 3 clusters Score: Raw -37720.647507 + Penalty 1423.783601 = -36296.863906 nChanged 2 SP:Iteration 17Q (2421.439165 sec): 3 clusters Score: Raw -37722.793741 + Penalty 1423.783601 = -36299.010141 nChanged 2 SP:Iteration 18Q (2421.521278 sec): 3 clusters Score: Raw -37725.482321 + Penalty 1423.783601 = -36301.698720 nChanged 5 SP:Iteration 19Q (2421.602995 sec): 3 clusters Score: Raw -37729.454315 + Penalty 1423.783601 = -36305.670714 nChanged 5 SP:Iteration 20F (2421.684946 sec): 3 clusters Score: Raw -37732.893163 + Penalty 1423.783601 = -36309.109562 nChanged 5 SP:Iteration 21Q (2421.754003 sec): 3 clusters Score: Raw -37734.933191 + Penalty 1423.783601 = -36311.149590 nChanged 3 SP:Iteration 22Q (2421.825636 sec): 3 clusters Score: Raw -37736.101433 + Penalty 1423.783601 = -36312.317833 nChanged 1 SP:Iteration 23Q (2421.928811 sec): 3 clusters Score: Raw -37736.821147 + Penalty 1423.783601 = -36313.037546 nChanged 1 SP:Iteration 24Q (2421.978441 sec): 3 clusters Score: Raw -37737.761152 + Penalty 1423.783601 = -36313.977551 nChanged 0 SP:Iteration 25F (2422.077264 sec): 3 clusters Score: Raw -37737.761152 + Penalty 1423.783601 = -36313.977551 nChanged 0 Trying to split cluster 5 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2422.103221 sec): 2 clusters Score: Raw -23283.960628 + Penalty 676.299387 = -22607.661241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2422.168948 sec): 3 clusters Score: Raw -23107.644493 + Penalty 1352.598774 = -21755.045719 nChanged 195 SP:Iteration 1F (2422.262324 sec): 3 clusters Score: Raw -23414.539272 + Penalty 1352.598774 = -22061.940499 nChanged 53 SP:Iteration 2F (2422.326679 sec): 3 clusters Score: Raw -23494.001822 + Penalty 1352.598774 = -22141.403049 nChanged 35 SP:Iteration 3F (2422.408858 sec): 3 clusters Score: Raw -23540.281518 + Penalty 1352.598774 = -22187.682745 nChanged 28 SP:Iteration 4Q (2422.470280 sec): 3 clusters Score: Raw -23575.879066 + Penalty 1352.598774 = -22223.280292 nChanged 25 SP:Iteration 5Q (2422.560466 sec): 3 clusters Score: Raw -23611.733420 + Penalty 1352.598774 = -22259.134646 nChanged 16 SP:Iteration 6Q (2422.630956 sec): 3 clusters Score: Raw -23644.182239 + Penalty 1352.598774 = -22291.583465 nChanged 9 SP:Iteration 7Q (2422.688874 sec): 3 clusters Score: Raw -23659.668248 + Penalty 1352.598774 = -22307.069475 nChanged 10 SP:Iteration 8Q (2422.765893 sec): 3 clusters Score: Raw -23674.501964 + Penalty 1352.598774 = -22321.903191 nChanged 3 SP:Iteration 9Q (2422.854609 sec): 3 clusters Score: Raw -23677.468834 + Penalty 1352.598774 = -22324.870060 nChanged 1 SP:Iteration 10Q (2422.921718 sec): 3 clusters Score: Raw -23678.503950 + Penalty 1352.598774 = -22325.905176 nChanged 2 SP:Iteration 11Q (2423.012597 sec): 3 clusters Score: Raw -23680.900743 + Penalty 1352.598774 = -22328.301970 nChanged 0 SP:Iteration 12F (2423.083615 sec): 3 clusters Score: Raw -23680.900743 + Penalty 1352.598774 = -22328.301970 nChanged 0 Trying to split cluster 6 (1836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2423.113084 sec): 2 clusters Score: Raw -96079.286129 + Penalty 789.111180 = -95290.174949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2423.198797 sec): 3 clusters Score: Raw -95212.621199 + Penalty 1578.222360 = -93634.398839 nChanged 701 SP:Iteration 1F (2423.276063 sec): 3 clusters Score: Raw -95623.989365 + Penalty 1578.222360 = -94045.767005 nChanged 136 SP:Iteration 2F (2423.385667 sec): 3 clusters Score: Raw -95712.998442 + Penalty 1578.222360 = -94134.776083 nChanged 87 SP:Iteration 3Q (2423.450085 sec): 3 clusters Score: Raw -95765.069193 + Penalty 1578.222360 = -94186.846833 nChanged 72 SP:Iteration 4Q (2423.532584 sec): 3 clusters Score: Raw -95812.575004 + Penalty 1578.222360 = -94234.352644 nChanged 53 SP:Iteration 5Q (2423.603982 sec): 3 clusters Score: Raw -95844.095738 + Penalty 1578.222360 = -94265.873378 nChanged 43 SP:Iteration 6Q (2423.672682 sec): 3 clusters Score: Raw -95871.776246 + Penalty 1578.222360 = -94293.553886 nChanged 44 SP:Iteration 7Q (2423.755294 sec): 3 clusters Score: Raw -95896.740057 + Penalty 1578.222360 = -94318.517697 nChanged 41 SP:Iteration 8Q (2423.833593 sec): 3 clusters Score: Raw -95920.196095 + Penalty 1578.222360 = -94341.973735 nChanged 39 SP:Iteration 9Q (2423.888455 sec): 3 clusters Score: Raw -95942.803880 + Penalty 1578.222360 = -94364.581521 nChanged 30 SP:Iteration 10Q (2423.963879 sec): 3 clusters Score: Raw -95958.394509 + Penalty 1578.222360 = -94380.172149 nChanged 29 SP:Iteration 11Q (2424.044494 sec): 3 clusters Score: Raw -95974.065521 + Penalty 1578.222360 = -94395.843161 nChanged 36 SP:Iteration 12Q (2424.121767 sec): 3 clusters Score: Raw -95996.038181 + Penalty 1578.222360 = -94417.815821 nChanged 25 SP:Iteration 13Q (2424.196778 sec): 3 clusters Score: Raw -96008.800385 + Penalty 1578.222360 = -94430.578025 nChanged 21 SP:Iteration 14Q (2424.285940 sec): 3 clusters Score: Raw -96018.092091 + Penalty 1578.222360 = -94439.869731 nChanged 21 SP:Iteration 15Q (2424.357949 sec): 3 clusters Score: Raw -96025.965519 + Penalty 1578.222360 = -94447.743159 nChanged 20 SP:Iteration 16Q (2424.437206 sec): 3 clusters Score: Raw -96035.357501 + Penalty 1578.222360 = -94457.135141 nChanged 17 SP:Iteration 17Q (2424.522878 sec): 3 clusters Score: Raw -96045.693614 + Penalty 1578.222360 = -94467.471254 nChanged 18 SP:Iteration 18Q (2424.603274 sec): 3 clusters Score: Raw -96058.407279 + Penalty 1578.222360 = -94480.184919 nChanged 20 SP:Iteration 19Q (2424.667492 sec): 3 clusters Score: Raw -96070.683695 + Penalty 1578.222360 = -94492.461335 nChanged 24 SP:Iteration 20F (2424.751813 sec): 3 clusters Score: Raw -96082.629004 + Penalty 1578.222360 = -94504.406644 nChanged 16 SP:Iteration 21Q (2424.805285 sec): 3 clusters Score: Raw -96091.425840 + Penalty 1578.222360 = -94513.203480 nChanged 18 SP:Iteration 22Q (2424.886559 sec): 3 clusters Score: Raw -96101.433749 + Penalty 1578.222360 = -94523.211389 nChanged 18 SP:Iteration 23Q (2424.951046 sec): 3 clusters Score: Raw -96113.187110 + Penalty 1578.222360 = -94534.964750 nChanged 25 SP:Iteration 24Q (2425.033459 sec): 3 clusters Score: Raw -96126.571111 + Penalty 1578.222360 = -94548.348751 nChanged 23 SP:Iteration 25Q (2425.103336 sec): 3 clusters Score: Raw -96139.886628 + Penalty 1578.222360 = -94561.664268 nChanged 29 SP:Iteration 26Q (2425.183911 sec): 3 clusters Score: Raw -96160.184154 + Penalty 1578.222360 = -94581.961794 nChanged 29 SP:Iteration 27Q (2425.275021 sec): 3 clusters Score: Raw -96179.303688 + Penalty 1578.222360 = -94601.081328 nChanged 26 SP:Iteration 28Q (2425.358375 sec): 3 clusters Score: Raw -96200.303734 + Penalty 1578.222360 = -94622.081374 nChanged 29 SP:Iteration 29Q (2425.422738 sec): 3 clusters Score: Raw -96219.732884 + Penalty 1578.222360 = -94641.510524 nChanged 32 SP:Iteration 30Q (2425.489904 sec): 3 clusters Score: Raw -96241.233704 + Penalty 1578.222360 = -94663.011344 nChanged 26 SP:Iteration 31Q (2425.576920 sec): 3 clusters Score: Raw -96256.279925 + Penalty 1578.222360 = -94678.057565 nChanged 13 SP:Iteration 32Q (2425.645371 sec): 3 clusters Score: Raw -96261.577720 + Penalty 1578.222360 = -94683.355361 nChanged 8 SP:Iteration 33Q (2425.710962 sec): 3 clusters Score: Raw -96264.483908 + Penalty 1578.222360 = -94686.261548 nChanged 5 SP:Iteration 34Q (2425.778754 sec): 3 clusters Score: Raw -96266.134600 + Penalty 1578.222360 = -94687.912240 nChanged 4 SP:Iteration 35Q (2425.860196 sec): 3 clusters Score: Raw -96267.130621 + Penalty 1578.222360 = -94688.908261 nChanged 3 SP:Iteration 36Q (2425.920028 sec): 3 clusters Score: Raw -96268.297680 + Penalty 1578.222360 = -94690.075320 nChanged 1 SP:Iteration 37Q (2426.017268 sec): 3 clusters Score: Raw -96268.370126 + Penalty 1578.222360 = -94690.147766 nChanged 0 SP:Iteration 38F (2426.080967 sec): 3 clusters Score: Raw -96268.370126 + Penalty 1578.222360 = -94690.147766 nChanged 0 Trying to split cluster 7 (2375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2426.126415 sec): 2 clusters Score: Raw -112074.990895 + Penalty 816.139035 = -111258.851860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2426.223375 sec): 3 clusters Score: Raw -110950.816513 + Penalty 1632.278070 = -109318.538442 nChanged 949 SP:Iteration 1F (2426.300553 sec): 3 clusters Score: Raw -111616.777507 + Penalty 1632.278070 = -109984.499436 nChanged 228 SP:Iteration 2F (2426.358673 sec): 3 clusters Score: Raw -111817.627114 + Penalty 1632.278070 = -110185.349044 nChanged 159 SP:Iteration 3F (2426.445487 sec): 3 clusters Score: Raw -111954.991490 + Penalty 1632.278070 = -110322.713420 nChanged 135 SP:Iteration 4F (2426.502449 sec): 3 clusters Score: Raw -112054.786369 + Penalty 1632.278070 = -110422.508298 nChanged 107 SP:Iteration 5Q (2426.588760 sec): 3 clusters Score: Raw -112130.110025 + Penalty 1632.278070 = -110497.831954 nChanged 77 SP:Iteration 6Q (2426.675468 sec): 3 clusters Score: Raw -112192.184297 + Penalty 1632.278070 = -110559.906227 nChanged 67 SP:Iteration 7Q (2426.755397 sec): 3 clusters Score: Raw -112233.932685 + Penalty 1632.278070 = -110601.654614 nChanged 50 SP:Iteration 8Q (2426.819794 sec): 3 clusters Score: Raw -112265.963310 + Penalty 1632.278070 = -110633.685240 nChanged 36 SP:Iteration 9Q (2426.893708 sec): 3 clusters Score: Raw -112281.133741 + Penalty 1632.278070 = -110648.855671 nChanged 29 SP:Iteration 10Q (2426.977104 sec): 3 clusters Score: Raw -112294.092823 + Penalty 1632.278070 = -110661.814752 nChanged 27 SP:Iteration 11Q (2427.071982 sec): 3 clusters Score: Raw -112304.887904 + Penalty 1632.278070 = -110672.609834 nChanged 21 SP:Iteration 12Q (2427.141211 sec): 3 clusters Score: Raw -112314.016985 + Penalty 1632.278070 = -110681.738915 nChanged 19 SP:Iteration 13Q (2427.215012 sec): 3 clusters Score: Raw -112320.833304 + Penalty 1632.278070 = -110688.555233 nChanged 16 SP:Iteration 14Q (2427.318871 sec): 3 clusters Score: Raw -112327.048872 + Penalty 1632.278070 = -110694.770801 nChanged 13 SP:Iteration 15Q (2427.404544 sec): 3 clusters Score: Raw -112330.462163 + Penalty 1632.278070 = -110698.184092 nChanged 12 SP:Iteration 16Q (2427.463633 sec): 3 clusters Score: Raw -112333.444213 + Penalty 1632.278070 = -110701.166142 nChanged 12 SP:Iteration 17Q (2427.553788 sec): 3 clusters Score: Raw -112336.865244 + Penalty 1632.278070 = -110704.587174 nChanged 6 SP:Iteration 18Q (2427.620914 sec): 3 clusters Score: Raw -112339.164081 + Penalty 1632.278070 = -110706.886010 nChanged 6 SP:Iteration 19Q (2427.685531 sec): 3 clusters Score: Raw -112340.548797 + Penalty 1632.278070 = -110708.270727 nChanged 3 SP:Iteration 20F (2427.768841 sec): 3 clusters Score: Raw -112341.499798 + Penalty 1632.278070 = -110709.221728 nChanged 4 SP:Iteration 21Q (2427.839647 sec): 3 clusters Score: Raw -112343.177555 + Penalty 1632.278070 = -110710.899484 nChanged 4 SP:Iteration 22Q (2427.914929 sec): 3 clusters Score: Raw -112345.206114 + Penalty 1632.278070 = -110712.928044 nChanged 5 SP:Iteration 23Q (2428.014519 sec): 3 clusters Score: Raw -112346.254848 + Penalty 1632.278070 = -110713.976777 nChanged 3 SP:Iteration 24Q (2428.118918 sec): 3 clusters Score: Raw -112346.710848 + Penalty 1632.278070 = -110714.432778 nChanged 3 SP:Iteration 25Q (2428.207280 sec): 3 clusters Score: Raw -112347.179762 + Penalty 1632.278070 = -110714.901692 nChanged 2 SP:Iteration 26Q (2428.344423 sec): 3 clusters Score: Raw -112347.707831 + Penalty 1632.278070 = -110715.429761 nChanged 5 SP:Iteration 27Q (2428.461878 sec): 3 clusters Score: Raw -112349.791668 + Penalty 1632.278070 = -110717.513598 nChanged 2 SP:Iteration 28Q (2428.571198 sec): 3 clusters Score: Raw -112350.222666 + Penalty 1632.278070 = -110717.944595 nChanged 0 SP:Iteration 29F (2428.668736 sec): 3 clusters Score: Raw -112350.222666 + Penalty 1632.278070 = -110717.944595 nChanged 0 Trying to split cluster 8 (10519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2428.744539 sec): 2 clusters Score: Raw -595441.429819 + Penalty 972.398535 = -594469.031285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2428.886667 sec): 3 clusters Score: Raw -589195.708892 + Penalty 1944.797069 = -587250.911823 nChanged 4791 SP:Iteration 1F (2429.016054 sec): 3 clusters Score: Raw -591950.592487 + Penalty 1944.797069 = -590005.795418 nChanged 796 SP:Iteration 2F (2429.152713 sec): 3 clusters Score: Raw -592405.185960 + Penalty 1944.797069 = -590460.388891 nChanged 673 SP:Iteration 3F (2429.282899 sec): 3 clusters Score: Raw -592786.624004 + Penalty 1944.797069 = -590841.826935 nChanged 634 SP:Iteration 4F (2429.412313 sec): 3 clusters Score: Raw -593112.255314 + Penalty 1944.797069 = -591167.458245 nChanged 564 SP:Iteration 5F (2429.558131 sec): 3 clusters Score: Raw -593403.832810 + Penalty 1944.797069 = -591459.035740 nChanged 484 SP:Iteration 6Q (2429.714897 sec): 3 clusters Score: Raw -593662.057287 + Penalty 1944.797069 = -591717.260218 nChanged 439 SP:Iteration 7Q (2429.818585 sec): 3 clusters Score: Raw -593863.445271 + Penalty 1944.797069 = -591918.648201 nChanged 369 SP:Iteration 8Q (2429.954596 sec): 3 clusters Score: Raw -594022.310949 + Penalty 1944.797069 = -592077.513880 nChanged 318 SP:Iteration 9Q (2430.092586 sec): 3 clusters Score: Raw -594139.514015 + Penalty 1944.797069 = -592194.716946 nChanged 268 SP:Iteration 10Q (2430.225502 sec): 3 clusters Score: Raw -594232.141495 + Penalty 1944.797069 = -592287.344425 nChanged 216 SP:Iteration 11Q (2430.371169 sec): 3 clusters Score: Raw -594298.629603 + Penalty 1944.797069 = -592353.832533 nChanged 185 SP:Iteration 12Q (2430.458642 sec): 3 clusters Score: Raw -594355.077878 + Penalty 1944.797069 = -592410.280809 nChanged 162 SP:Iteration 13Q (2430.570512 sec): 3 clusters Score: Raw -594391.991274 + Penalty 1944.797069 = -592447.194205 nChanged 129 SP:Iteration 14Q (2430.698514 sec): 3 clusters Score: Raw -594417.588968 + Penalty 1944.797069 = -592472.791899 nChanged 102 SP:Iteration 15Q (2430.825194 sec): 3 clusters Score: Raw -594434.018106 + Penalty 1944.797069 = -592489.221037 nChanged 88 SP:Iteration 16Q (2430.929644 sec): 3 clusters Score: Raw -594450.386891 + Penalty 1944.797069 = -592505.589822 nChanged 90 SP:Iteration 17Q (2431.087680 sec): 3 clusters Score: Raw -594469.804797 + Penalty 1944.797069 = -592525.007728 nChanged 101 SP:Iteration 18Q (2431.187256 sec): 3 clusters Score: Raw -594493.218331 + Penalty 1944.797069 = -592548.421262 nChanged 117 SP:Iteration 19Q (2431.319981 sec): 3 clusters Score: Raw -594525.425641 + Penalty 1944.797069 = -592580.628572 nChanged 107 SP:Iteration 20F (2431.456790 sec): 3 clusters Score: Raw -594552.993391 + Penalty 1944.797069 = -592608.196321 nChanged 90 SP:Iteration 21Q (2431.619111 sec): 3 clusters Score: Raw -594573.892832 + Penalty 1944.797069 = -592629.095763 nChanged 86 SP:Iteration 22Q (2431.736169 sec): 3 clusters Score: Raw -594596.262358 + Penalty 1944.797069 = -592651.465289 nChanged 104 SP:Iteration 23Q (2431.897031 sec): 3 clusters Score: Raw -594629.527786 + Penalty 1944.797069 = -592684.730717 nChanged 127 SP:Iteration 24Q (2432.077725 sec): 3 clusters Score: Raw -594669.111421 + Penalty 1944.797069 = -592724.314352 nChanged 124 SP:Iteration 25Q (2432.201414 sec): 3 clusters Score: Raw -594708.423598 + Penalty 1944.797069 = -592763.626529 nChanged 137 SP:Iteration 26Q (2432.329236 sec): 3 clusters Score: Raw -594748.240945 + Penalty 1944.797069 = -592803.443876 nChanged 121 SP:Iteration 27Q (2432.429710 sec): 3 clusters Score: Raw -594782.038229 + Penalty 1944.797069 = -592837.241160 nChanged 129 SP:Iteration 28Q (2432.541629 sec): 3 clusters Score: Raw -594821.782811 + Penalty 1944.797069 = -592876.985741 nChanged 146 SP:Iteration 29Q (2432.662352 sec): 3 clusters Score: Raw -594870.099354 + Penalty 1944.797069 = -592925.302285 nChanged 158 SP:Iteration 30Q (2432.780606 sec): 3 clusters Score: Raw -594929.343646 + Penalty 1944.797069 = -592984.546576 nChanged 170 SP:Iteration 31Q (2432.892526 sec): 3 clusters Score: Raw -594992.593677 + Penalty 1944.797069 = -593047.796608 nChanged 170 SP:Iteration 32Q (2433.012800 sec): 3 clusters Score: Raw -595053.166136 + Penalty 1944.797069 = -593108.369066 nChanged 150 SP:Iteration 33Q (2433.127124 sec): 3 clusters Score: Raw -595107.235089 + Penalty 1944.797069 = -593162.438020 nChanged 120 SP:Iteration 34Q (2433.244756 sec): 3 clusters Score: Raw -595146.907184 + Penalty 1944.797069 = -593202.110115 nChanged 125 SP:Iteration 35Q (2433.354675 sec): 3 clusters Score: Raw -595184.929906 + Penalty 1944.797069 = -593240.132837 nChanged 109 SP:Iteration 36Q (2433.454790 sec): 3 clusters Score: Raw -595218.204224 + Penalty 1944.797069 = -593273.407155 nChanged 100 SP:Iteration 37Q (2433.570762 sec): 3 clusters Score: Raw -595246.816391 + Penalty 1944.797069 = -593302.019322 nChanged 81 SP:Iteration 38Q (2433.701714 sec): 3 clusters Score: Raw -595266.779496 + Penalty 1944.797069 = -593321.982427 nChanged 61 SP:Iteration 39Q (2433.817307 sec): 3 clusters Score: Raw -595283.589067 + Penalty 1944.797069 = -593338.791998 nChanged 58 SP:Iteration 40F (2433.927066 sec): 3 clusters Score: Raw -595298.806751 + Penalty 1944.797069 = -593354.009682 nChanged 49 SP:Iteration 41Q (2434.037551 sec): 3 clusters Score: Raw -595308.003662 + Penalty 1944.797069 = -593363.206593 nChanged 40 SP:Iteration 42Q (2434.146636 sec): 3 clusters Score: Raw -595314.000443 + Penalty 1944.797069 = -593369.203374 nChanged 34 SP:Iteration 43Q (2434.246192 sec): 3 clusters Score: Raw -595318.670999 + Penalty 1944.797069 = -593373.873929 nChanged 31 SP:Iteration 44Q (2434.371095 sec): 3 clusters Score: Raw -595323.090836 + Penalty 1944.797069 = -593378.293767 nChanged 29 SP:Iteration 45Q (2434.486479 sec): 3 clusters Score: Raw -595326.666381 + Penalty 1944.797069 = -593381.869312 nChanged 34 SP:Iteration 46Q (2434.589399 sec): 3 clusters Score: Raw -595331.615699 + Penalty 1944.797069 = -593386.818630 nChanged 33 SP:Iteration 47Q (2434.703443 sec): 3 clusters Score: Raw -595338.042337 + Penalty 1944.797069 = -593393.245268 nChanged 35 SP:Iteration 48Q (2434.790735 sec): 3 clusters Score: Raw -595344.935959 + Penalty 1944.797069 = -593400.138889 nChanged 39 SP:Iteration 49Q (2434.893790 sec): 3 clusters Score: Raw -595354.018127 + Penalty 1944.797069 = -593409.221058 nChanged 53 SP:Iteration 50Q (2435.005005 sec): 3 clusters Score: Raw -595363.888143 + Penalty 1944.797069 = -593419.091074 nChanged 40 SP:Iteration 51Q (2435.100810 sec): 3 clusters Score: Raw -595371.177770 + Penalty 1944.797069 = -593426.380701 nChanged 32 SP:Iteration 52Q (2435.213374 sec): 3 clusters Score: Raw -595375.908654 + Penalty 1944.797069 = -593431.111585 nChanged 22 SP:Iteration 53Q (2435.359155 sec): 3 clusters Score: Raw -595378.785949 + Penalty 1944.797069 = -593433.988880 nChanged 15 SP:Iteration 54Q (2435.463881 sec): 3 clusters Score: Raw -595380.644898 + Penalty 1944.797069 = -593435.847829 nChanged 16 SP:Iteration 55Q (2435.561062 sec): 3 clusters Score: Raw -595383.266672 + Penalty 1944.797069 = -593438.469603 nChanged 15 SP:Iteration 56Q (2435.683306 sec): 3 clusters Score: Raw -595385.799643 + Penalty 1944.797069 = -593441.002574 nChanged 20 SP:Iteration 57Q (2435.791211 sec): 3 clusters Score: Raw -595389.601802 + Penalty 1944.797069 = -593444.804733 nChanged 18 SP:Iteration 58Q (2435.900753 sec): 3 clusters Score: Raw -595392.955852 + Penalty 1944.797069 = -593448.158783 nChanged 16 SP:Iteration 59Q (2436.017734 sec): 3 clusters Score: Raw -595396.522134 + Penalty 1944.797069 = -593451.725065 nChanged 17 SP:Iteration 60F (2436.116166 sec): 3 clusters Score: Raw -595399.446090 + Penalty 1944.797069 = -593454.649021 nChanged 13 SP:Iteration 61Q (2436.219251 sec): 3 clusters Score: Raw -595401.850617 + Penalty 1944.797069 = -593457.053548 nChanged 19 SP:Iteration 62Q (2436.316705 sec): 3 clusters Score: Raw -595405.765245 + Penalty 1944.797069 = -593460.968175 nChanged 27 SP:Iteration 63Q (2436.434518 sec): 3 clusters Score: Raw -595411.296392 + Penalty 1944.797069 = -593466.499323 nChanged 25 SP:Iteration 64Q (2436.536691 sec): 3 clusters Score: Raw -595416.226430 + Penalty 1944.797069 = -593471.429361 nChanged 30 SP:Iteration 65Q (2436.629345 sec): 3 clusters Score: Raw -595422.876888 + Penalty 1944.797069 = -593478.079818 nChanged 35 SP:Iteration 66Q (2436.761980 sec): 3 clusters Score: Raw -595431.126295 + Penalty 1944.797069 = -593486.329226 nChanged 26 SP:Iteration 67Q (2436.838267 sec): 3 clusters Score: Raw -595438.671887 + Penalty 1944.797069 = -593493.874818 nChanged 39 SP:Iteration 68Q (2436.940677 sec): 3 clusters Score: Raw -595450.394788 + Penalty 1944.797069 = -593505.597719 nChanged 41 SP:Iteration 69Q (2437.047887 sec): 3 clusters Score: Raw -595464.842835 + Penalty 1944.797069 = -593520.045766 nChanged 40 SP:Iteration 70Q (2437.152792 sec): 3 clusters Score: Raw -595475.841626 + Penalty 1944.797069 = -593531.044557 nChanged 32 SP:Iteration 71Q (2437.257449 sec): 3 clusters Score: Raw -595483.691265 + Penalty 1944.797069 = -593538.894196 nChanged 25 SP:Iteration 72Q (2437.366018 sec): 3 clusters Score: Raw -595491.435469 + Penalty 1944.797069 = -593546.638400 nChanged 28 SP:Iteration 73Q (2437.473974 sec): 3 clusters Score: Raw -595501.303106 + Penalty 1944.797069 = -593556.506037 nChanged 31 SP:Iteration 74Q (2437.573324 sec): 3 clusters Score: Raw -595512.110034 + Penalty 1944.797069 = -593567.312965 nChanged 31 SP:Iteration 75Q (2437.653561 sec): 3 clusters Score: Raw -595526.071685 + Penalty 1944.797069 = -593581.274616 nChanged 49 SP:Iteration 76Q (2437.741024 sec): 3 clusters Score: Raw -595549.849482 + Penalty 1944.797069 = -593605.052413 nChanged 55 SP:Iteration 77Q (2437.835450 sec): 3 clusters Score: Raw -595575.228103 + Penalty 1944.797069 = -593630.431034 nChanged 56 SP:Iteration 78Q (2437.946243 sec): 3 clusters Score: Raw -595610.737751 + Penalty 1944.797069 = -593665.940682 nChanged 58 SP:Iteration 79Q (2438.038070 sec): 3 clusters Score: Raw -595650.152139 + Penalty 1944.797069 = -593705.355070 nChanged 56 SP:Iteration 80F (2438.133115 sec): 3 clusters Score: Raw -595694.532433 + Penalty 1944.797069 = -593749.735364 nChanged 51 SP:Iteration 81Q (2438.234387 sec): 3 clusters Score: Raw -595731.562375 + Penalty 1944.797069 = -593786.765306 nChanged 50 SP:Iteration 82Q (2438.322474 sec): 3 clusters Score: Raw -595761.494709 + Penalty 1944.797069 = -593816.697640 nChanged 46 SP:Iteration 83Q (2438.418105 sec): 3 clusters Score: Raw -595783.036109 + Penalty 1944.797069 = -593838.239039 nChanged 31 SP:Iteration 84Q (2438.513916 sec): 3 clusters Score: Raw -595793.474509 + Penalty 1944.797069 = -593848.677440 nChanged 25 SP:Iteration 85Q (2438.588871 sec): 3 clusters Score: Raw -595799.428402 + Penalty 1944.797069 = -593854.631333 nChanged 19 SP:Iteration 86Q (2438.680805 sec): 3 clusters Score: Raw -595805.390265 + Penalty 1944.797069 = -593860.593196 nChanged 14 SP:Iteration 87Q (2438.778711 sec): 3 clusters Score: Raw -595809.819789 + Penalty 1944.797069 = -593865.022720 nChanged 12 SP:Iteration 88Q (2438.856518 sec): 3 clusters Score: Raw -595813.421821 + Penalty 1944.797069 = -593868.624752 nChanged 11 SP:Iteration 89Q (2438.966888 sec): 3 clusters Score: Raw -595817.889575 + Penalty 1944.797069 = -593873.092506 nChanged 8 SP:Iteration 90Q (2439.030394 sec): 3 clusters Score: Raw -595819.535833 + Penalty 1944.797069 = -593874.738764 nChanged 8 SP:Iteration 91Q (2439.125260 sec): 3 clusters Score: Raw -595820.657923 + Penalty 1944.797069 = -593875.860854 nChanged 4 SP:Iteration 92Q (2439.235118 sec): 3 clusters Score: Raw -595821.214458 + Penalty 1944.797069 = -593876.417389 nChanged 3 SP:Iteration 93Q (2439.301468 sec): 3 clusters Score: Raw -595821.342704 + Penalty 1944.797069 = -593876.545635 nChanged 1 SP:Iteration 94Q (2439.381567 sec): 3 clusters Score: Raw -595821.477502 + Penalty 1944.797069 = -593876.680433 nChanged 0 SP:Iteration 95F (2439.472125 sec): 3 clusters Score: Raw -595821.477502 + Penalty 1944.797069 = -593876.680433 nChanged 0 Trying to split cluster 9 (1333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2439.540725 sec): 2 clusters Score: Raw -44681.625628 + Penalty 755.494669 = -43926.130959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2439.603850 sec): 3 clusters Score: Raw -44148.031650 + Penalty 1510.989337 = -42637.042313 nChanged 464 SP:Iteration 1F (2439.678468 sec): 3 clusters Score: Raw -44527.950326 + Penalty 1510.989337 = -43016.960989 nChanged 140 SP:Iteration 2F (2439.756137 sec): 3 clusters Score: Raw -44693.790106 + Penalty 1510.989337 = -43182.800769 nChanged 95 SP:Iteration 3F (2439.826412 sec): 3 clusters Score: Raw -44817.559436 + Penalty 1510.989337 = -43306.570099 nChanged 78 SP:Iteration 4F (2439.909173 sec): 3 clusters Score: Raw -44892.442244 + Penalty 1510.989337 = -43381.452907 nChanged 63 SP:Iteration 5Q (2440.001230 sec): 3 clusters Score: Raw -44946.293602 + Penalty 1510.989337 = -43435.304264 nChanged 49 SP:Iteration 6Q (2440.093588 sec): 3 clusters Score: Raw -44994.960078 + Penalty 1510.989337 = -43483.970741 nChanged 37 SP:Iteration 7Q (2440.177616 sec): 3 clusters Score: Raw -45020.226468 + Penalty 1510.989337 = -43509.237131 nChanged 24 SP:Iteration 8Q (2440.278931 sec): 3 clusters Score: Raw -45041.259991 + Penalty 1510.989337 = -43530.270654 nChanged 25 SP:Iteration 9Q (2440.367401 sec): 3 clusters Score: Raw -45058.137447 + Penalty 1510.989337 = -43547.148110 nChanged 23 SP:Iteration 10Q (2440.455809 sec): 3 clusters Score: Raw -45070.505159 + Penalty 1510.989337 = -43559.515822 nChanged 15 SP:Iteration 11Q (2440.542846 sec): 3 clusters Score: Raw -45079.383491 + Penalty 1510.989337 = -43568.394153 nChanged 11 SP:Iteration 12Q (2440.615055 sec): 3 clusters Score: Raw -45083.100467 + Penalty 1510.989337 = -43572.111130 nChanged 8 SP:Iteration 13Q (2440.703728 sec): 3 clusters Score: Raw -45085.647638 + Penalty 1510.989337 = -43574.658301 nChanged 6 SP:Iteration 14Q (2440.792500 sec): 3 clusters Score: Raw -45088.352374 + Penalty 1510.989337 = -43577.363037 nChanged 4 SP:Iteration 15Q (2440.881045 sec): 3 clusters Score: Raw -45090.430757 + Penalty 1510.989337 = -43579.441420 nChanged 1 SP:Iteration 16Q (2440.969897 sec): 3 clusters Score: Raw -45090.582483 + Penalty 1510.989337 = -43579.593146 nChanged 0 SP:Iteration 17F (2441.058711 sec): 3 clusters Score: Raw -45091.707778 + Penalty 1510.989337 = -43580.718441 nChanged 1 SP:Iteration 18Q (2441.128927 sec): 3 clusters Score: Raw -45098.689071 + Penalty 1510.989337 = -43587.699734 nChanged 5 SP:Iteration 19Q (2441.238523 sec): 3 clusters Score: Raw -45109.977326 + Penalty 1510.989337 = -43598.987988 nChanged 6 SP:Iteration 20F (2441.306292 sec): 3 clusters Score: Raw -45114.048728 + Penalty 1510.989337 = -43603.059391 nChanged 9 SP:Iteration 21Q (2441.393850 sec): 3 clusters Score: Raw -45119.488625 + Penalty 1510.989337 = -43608.499288 nChanged 6 SP:Iteration 22Q (2441.482061 sec): 3 clusters Score: Raw -45122.701703 + Penalty 1510.989337 = -43611.712366 nChanged 5 SP:Iteration 23Q (2441.570319 sec): 3 clusters Score: Raw -45124.523112 + Penalty 1510.989337 = -43613.533775 nChanged 3 SP:Iteration 24Q (2441.656293 sec): 3 clusters Score: Raw -45126.588525 + Penalty 1510.989337 = -43615.599188 nChanged 2 SP:Iteration 25Q (2441.744680 sec): 3 clusters Score: Raw -45127.085975 + Penalty 1510.989337 = -43616.096638 nChanged 2 SP:Iteration 26Q (2441.832200 sec): 3 clusters Score: Raw -45127.897110 + Penalty 1510.989337 = -43616.907773 nChanged 2 SP:Iteration 27Q (2441.944513 sec): 3 clusters Score: Raw -45128.464971 + Penalty 1510.989337 = -43617.475634 nChanged 1 SP:Iteration 28Q (2442.036881 sec): 3 clusters Score: Raw -45129.608662 + Penalty 1510.989337 = -43618.619325 nChanged 1 SP:Iteration 29Q (2442.117834 sec): 3 clusters Score: Raw -45129.759495 + Penalty 1510.989337 = -43618.770158 nChanged 1 SP:Iteration 30Q (2442.178982 sec): 3 clusters Score: Raw -45131.330793 + Penalty 1510.989337 = -43620.341456 nChanged 3 SP:Iteration 31Q (2442.259714 sec): 3 clusters Score: Raw -45134.044755 + Penalty 1510.989337 = -43623.055418 nChanged 7 SP:Iteration 32Q (2442.340762 sec): 3 clusters Score: Raw -45138.919313 + Penalty 1510.989337 = -43627.929976 nChanged 5 SP:Iteration 33Q (2442.421620 sec): 3 clusters Score: Raw -45143.191360 + Penalty 1510.989337 = -43632.202023 nChanged 4 SP:Iteration 34Q (2442.513856 sec): 3 clusters Score: Raw -45150.610263 + Penalty 1510.989337 = -43639.620926 nChanged 7 SP:Iteration 35Q (2442.587172 sec): 3 clusters Score: Raw -45157.282729 + Penalty 1510.989337 = -43646.293392 nChanged 8 SP:Iteration 36Q (2442.692710 sec): 3 clusters Score: Raw -45162.137732 + Penalty 1510.989337 = -43651.148395 nChanged 9 SP:Iteration 37Q (2442.775581 sec): 3 clusters Score: Raw -45168.738655 + Penalty 1510.989337 = -43657.749317 nChanged 8 SP:Iteration 38Q (2442.878528 sec): 3 clusters Score: Raw -45173.056215 + Penalty 1510.989337 = -43662.066878 nChanged 10 SP:Iteration 39Q (2442.941846 sec): 3 clusters Score: Raw -45182.014103 + Penalty 1510.989337 = -43671.024766 nChanged 14 SP:Iteration 40F (2443.024595 sec): 3 clusters Score: Raw -45192.427423 + Penalty 1510.989337 = -43681.438086 nChanged 16 SP:Iteration 41Q (2443.116247 sec): 3 clusters Score: Raw -45204.835763 + Penalty 1510.989337 = -43693.846426 nChanged 18 SP:Iteration 42Q (2443.212961 sec): 3 clusters Score: Raw -45216.306557 + Penalty 1510.989337 = -43705.317220 nChanged 8 SP:Iteration 43Q (2443.281617 sec): 3 clusters Score: Raw -45222.513309 + Penalty 1510.989337 = -43711.523972 nChanged 10 SP:Iteration 44Q (2443.368026 sec): 3 clusters Score: Raw -45231.187315 + Penalty 1510.989337 = -43720.197977 nChanged 9 SP:Iteration 45Q (2443.473418 sec): 3 clusters Score: Raw -45236.251421 + Penalty 1510.989337 = -43725.262084 nChanged 8 SP:Iteration 46Q (2443.550154 sec): 3 clusters Score: Raw -45240.828756 + Penalty 1510.989337 = -43729.839419 nChanged 7 SP:Iteration 47Q (2443.639202 sec): 3 clusters Score: Raw -45243.281340 + Penalty 1510.989337 = -43732.292003 nChanged 6 SP:Iteration 48Q (2443.726989 sec): 3 clusters Score: Raw -45246.331445 + Penalty 1510.989337 = -43735.342107 nChanged 8 SP:Iteration 49Q (2443.815122 sec): 3 clusters Score: Raw -45251.703391 + Penalty 1510.989337 = -43740.714054 nChanged 10 SP:Iteration 50Q (2443.885314 sec): 3 clusters Score: Raw -45257.824873 + Penalty 1510.989337 = -43746.835536 nChanged 9 SP:Iteration 51Q (2443.973794 sec): 3 clusters Score: Raw -45264.270200 + Penalty 1510.989337 = -43753.280863 nChanged 15 SP:Iteration 52Q (2444.061369 sec): 3 clusters Score: Raw -45270.991202 + Penalty 1510.989337 = -43760.001865 nChanged 11 SP:Iteration 53Q (2444.171420 sec): 3 clusters Score: Raw -45277.849353 + Penalty 1510.989337 = -43766.860016 nChanged 13 SP:Iteration 54Q (2444.257694 sec): 3 clusters Score: Raw -45287.317851 + Penalty 1510.989337 = -43776.328514 nChanged 10 SP:Iteration 55Q (2444.329827 sec): 3 clusters Score: Raw -45295.222101 + Penalty 1510.989337 = -43784.232764 nChanged 11 SP:Iteration 56Q (2444.418487 sec): 3 clusters Score: Raw -45303.684741 + Penalty 1510.989337 = -43792.695404 nChanged 6 SP:Iteration 57Q (2444.506707 sec): 3 clusters Score: Raw -45309.201833 + Penalty 1510.989337 = -43798.212496 nChanged 5 SP:Iteration 58Q (2444.593065 sec): 3 clusters Score: Raw -45312.689106 + Penalty 1510.989337 = -43801.699769 nChanged 1 SP:Iteration 59Q (2444.677325 sec): 3 clusters Score: Raw -45314.063740 + Penalty 1510.989337 = -43803.074403 nChanged 1 SP:Iteration 60F (2444.765516 sec): 3 clusters Score: Raw -45314.337642 + Penalty 1510.989337 = -43803.348305 nChanged 1 SP:Iteration 61Q (2444.854220 sec): 3 clusters Score: Raw -45315.095626 + Penalty 1510.989337 = -43804.106289 nChanged 2 SP:Iteration 62Q (2444.943192 sec): 3 clusters Score: Raw -45316.030647 + Penalty 1510.989337 = -43805.041310 nChanged 1 SP:Iteration 63Q (2445.031084 sec): 3 clusters Score: Raw -45316.415128 + Penalty 1510.989337 = -43805.425791 nChanged 3 SP:Iteration 64Q (2445.119629 sec): 3 clusters Score: Raw -45317.260304 + Penalty 1510.989337 = -43806.270967 nChanged 2 SP:Iteration 65Q (2445.208332 sec): 3 clusters Score: Raw -45318.139771 + Penalty 1510.989337 = -43807.150433 nChanged 3 SP:Iteration 66Q (2445.301579 sec): 3 clusters Score: Raw -45318.769104 + Penalty 1510.989337 = -43807.779766 nChanged 2 SP:Iteration 67Q (2445.418397 sec): 3 clusters Score: Raw -45319.171060 + Penalty 1510.989337 = -43808.181723 nChanged 0 SP:Iteration 68F (2445.501718 sec): 3 clusters Score: Raw -45319.171060 + Penalty 1510.989337 = -43808.181723 nChanged 0 Trying to split cluster 10 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2445.563941 sec): 2 clusters Score: Raw -45147.328985 + Penalty 726.774109 = -44420.554875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2445.633251 sec): 3 clusters Score: Raw -44751.122961 + Penalty 1453.548219 = -43297.574742 nChanged 348 SP:Iteration 1F (2445.713436 sec): 3 clusters Score: Raw -45054.796318 + Penalty 1453.548219 = -43601.248100 nChanged 88 SP:Iteration 2F (2445.820263 sec): 3 clusters Score: Raw -45148.936066 + Penalty 1453.548219 = -43695.387847 nChanged 62 SP:Iteration 3F (2445.907340 sec): 3 clusters Score: Raw -45202.996562 + Penalty 1453.548219 = -43749.448343 nChanged 33 SP:Iteration 4Q (2445.990204 sec): 3 clusters Score: Raw -45230.130429 + Penalty 1453.548219 = -43776.582210 nChanged 24 SP:Iteration 5Q (2446.066783 sec): 3 clusters Score: Raw -45259.031250 + Penalty 1453.548219 = -43805.483032 nChanged 27 SP:Iteration 6Q (2446.148755 sec): 3 clusters Score: Raw -45281.950077 + Penalty 1453.548219 = -43828.401858 nChanged 19 SP:Iteration 7Q (2446.230572 sec): 3 clusters Score: Raw -45296.820435 + Penalty 1453.548219 = -43843.272216 nChanged 12 SP:Iteration 8Q (2446.313047 sec): 3 clusters Score: Raw -45302.870923 + Penalty 1453.548219 = -43849.322704 nChanged 9 SP:Iteration 9Q (2446.395456 sec): 3 clusters Score: Raw -45310.123204 + Penalty 1453.548219 = -43856.574986 nChanged 10 SP:Iteration 10Q (2446.477367 sec): 3 clusters Score: Raw -45315.747984 + Penalty 1453.548219 = -43862.199765 nChanged 6 SP:Iteration 11Q (2446.559597 sec): 3 clusters Score: Raw -45322.130512 + Penalty 1453.548219 = -43868.582293 nChanged 2 SP:Iteration 12Q (2446.642224 sec): 3 clusters Score: Raw -45325.028923 + Penalty 1453.548219 = -43871.480704 nChanged 5 SP:Iteration 13Q (2446.723464 sec): 3 clusters Score: Raw -45327.619467 + Penalty 1453.548219 = -43874.071249 nChanged 2 SP:Iteration 14Q (2446.805966 sec): 3 clusters Score: Raw -45328.548104 + Penalty 1453.548219 = -43874.999885 nChanged 1 SP:Iteration 15Q (2446.887892 sec): 3 clusters Score: Raw -45328.671079 + Penalty 1453.548219 = -43875.122861 nChanged 0 SP:Iteration 16F (2446.969449 sec): 3 clusters Score: Raw -45328.671079 + Penalty 1453.548219 = -43875.122861 nChanged 0 Trying to split cluster 11 (3166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2447.038379 sec): 2 clusters Score: Raw -170962.417500 + Penalty 846.323545 = -170116.093955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2447.114113 sec): 3 clusters Score: Raw -169304.887939 + Penalty 1692.647090 = -167612.240848 nChanged 1283 SP:Iteration 1F (2447.211022 sec): 3 clusters Score: Raw -170085.448290 + Penalty 1692.647090 = -168392.801199 nChanged 226 SP:Iteration 2F (2447.303043 sec): 3 clusters Score: Raw -170235.189894 + Penalty 1692.647090 = -168542.542804 nChanged 190 SP:Iteration 3F (2447.407965 sec): 3 clusters Score: Raw -170358.257996 + Penalty 1692.647090 = -168665.610906 nChanged 162 SP:Iteration 4F (2447.487741 sec): 3 clusters Score: Raw -170467.804936 + Penalty 1692.647090 = -168775.157846 nChanged 151 SP:Iteration 5Q (2447.561635 sec): 3 clusters Score: Raw -170581.818233 + Penalty 1692.647090 = -168889.171142 nChanged 151 SP:Iteration 6Q (2447.654372 sec): 3 clusters Score: Raw -170695.618450 + Penalty 1692.647090 = -169002.971359 nChanged 125 SP:Iteration 7Q (2447.716970 sec): 3 clusters Score: Raw -170779.998460 + Penalty 1692.647090 = -169087.351370 nChanged 109 SP:Iteration 8Q (2447.786596 sec): 3 clusters Score: Raw -170855.543644 + Penalty 1692.647090 = -169162.896553 nChanged 93 SP:Iteration 9Q (2447.872349 sec): 3 clusters Score: Raw -170917.912916 + Penalty 1692.647090 = -169225.265826 nChanged 79 SP:Iteration 10Q (2447.956486 sec): 3 clusters Score: Raw -170954.528346 + Penalty 1692.647090 = -169261.881255 nChanged 51 SP:Iteration 11Q (2448.051160 sec): 3 clusters Score: Raw -170981.410632 + Penalty 1692.647090 = -169288.763542 nChanged 48 SP:Iteration 12Q (2448.121013 sec): 3 clusters Score: Raw -171002.940256 + Penalty 1692.647090 = -169310.293166 nChanged 36 SP:Iteration 13Q (2448.202188 sec): 3 clusters Score: Raw -171020.850072 + Penalty 1692.647090 = -169328.202982 nChanged 35 SP:Iteration 14Q (2448.279632 sec): 3 clusters Score: Raw -171039.992795 + Penalty 1692.647090 = -169347.345705 nChanged 29 SP:Iteration 15Q (2448.363242 sec): 3 clusters Score: Raw -171051.198638 + Penalty 1692.647090 = -169358.551548 nChanged 23 SP:Iteration 16Q (2448.433045 sec): 3 clusters Score: Raw -171057.693430 + Penalty 1692.647090 = -169365.046340 nChanged 14 SP:Iteration 17Q (2448.489008 sec): 3 clusters Score: Raw -171062.532246 + Penalty 1692.647090 = -169369.885155 nChanged 15 SP:Iteration 18Q (2448.571321 sec): 3 clusters Score: Raw -171068.709315 + Penalty 1692.647090 = -169376.062224 nChanged 23 SP:Iteration 19Q (2448.628219 sec): 3 clusters Score: Raw -171079.493491 + Penalty 1692.647090 = -169386.846400 nChanged 21 SP:Iteration 20F (2448.710844 sec): 3 clusters Score: Raw -171088.105608 + Penalty 1692.647090 = -169395.458518 nChanged 17 SP:Iteration 21Q (2448.783009 sec): 3 clusters Score: Raw -171095.552757 + Penalty 1692.647090 = -169402.905666 nChanged 15 SP:Iteration 22Q (2448.862157 sec): 3 clusters Score: Raw -171102.992134 + Penalty 1692.647090 = -169410.345044 nChanged 19 SP:Iteration 23Q (2448.935303 sec): 3 clusters Score: Raw -171110.745922 + Penalty 1692.647090 = -169418.098831 nChanged 16 SP:Iteration 24Q (2449.019922 sec): 3 clusters Score: Raw -171117.398236 + Penalty 1692.647090 = -169424.751146 nChanged 16 SP:Iteration 25Q (2449.084799 sec): 3 clusters Score: Raw -171122.305454 + Penalty 1692.647090 = -169429.658363 nChanged 12 SP:Iteration 26Q (2449.167493 sec): 3 clusters Score: Raw -171125.017701 + Penalty 1692.647090 = -169432.370610 nChanged 9 SP:Iteration 27Q (2449.246521 sec): 3 clusters Score: Raw -171127.352894 + Penalty 1692.647090 = -169434.705803 nChanged 12 SP:Iteration 28Q (2449.326102 sec): 3 clusters Score: Raw -171130.886566 + Penalty 1692.647090 = -169438.239476 nChanged 13 SP:Iteration 29Q (2449.407856 sec): 3 clusters Score: Raw -171134.143257 + Penalty 1692.647090 = -169441.496166 nChanged 14 SP:Iteration 30Q (2449.483530 sec): 3 clusters Score: Raw -171139.458664 + Penalty 1692.647090 = -169446.811574 nChanged 14 SP:Iteration 31Q (2449.549820 sec): 3 clusters Score: Raw -171144.551953 + Penalty 1692.647090 = -169451.904862 nChanged 16 SP:Iteration 32Q (2449.630620 sec): 3 clusters Score: Raw -171150.563009 + Penalty 1692.647090 = -169457.915919 nChanged 20 SP:Iteration 33Q (2449.712307 sec): 3 clusters Score: Raw -171157.135787 + Penalty 1692.647090 = -169464.488697 nChanged 19 SP:Iteration 34Q (2449.783047 sec): 3 clusters Score: Raw -171165.460834 + Penalty 1692.647090 = -169472.813743 nChanged 15 SP:Iteration 35Q (2449.862310 sec): 3 clusters Score: Raw -171170.301466 + Penalty 1692.647090 = -169477.654375 nChanged 12 SP:Iteration 36Q (2449.938664 sec): 3 clusters Score: Raw -171174.328920 + Penalty 1692.647090 = -169481.681830 nChanged 12 SP:Iteration 37Q (2450.013012 sec): 3 clusters Score: Raw -171177.458226 + Penalty 1692.647090 = -169484.811135 nChanged 5 SP:Iteration 38Q (2450.095308 sec): 3 clusters Score: Raw -171178.895199 + Penalty 1692.647090 = -169486.248109 nChanged 5 SP:Iteration 39Q (2450.164748 sec): 3 clusters Score: Raw -171179.934245 + Penalty 1692.647090 = -169487.287154 nChanged 3 SP:Iteration 40F (2450.237021 sec): 3 clusters Score: Raw -171180.889179 + Penalty 1692.647090 = -169488.242089 nChanged 1 SP:Iteration 41Q (2450.308156 sec): 3 clusters Score: Raw -171181.688566 + Penalty 1692.647090 = -169489.041476 nChanged 6 SP:Iteration 42Q (2450.392991 sec): 3 clusters Score: Raw -171183.819802 + Penalty 1692.647090 = -169491.172711 nChanged 3 SP:Iteration 43Q (2450.493859 sec): 3 clusters Score: Raw -171184.327950 + Penalty 1692.647090 = -169491.680860 nChanged 4 SP:Iteration 44Q (2450.574617 sec): 3 clusters Score: Raw -171185.540891 + Penalty 1692.647090 = -169492.893801 nChanged 5 SP:Iteration 45Q (2450.647181 sec): 3 clusters Score: Raw -171186.898228 + Penalty 1692.647090 = -169494.251138 nChanged 6 SP:Iteration 46Q (2450.753753 sec): 3 clusters Score: Raw -171189.440613 + Penalty 1692.647090 = -169496.793523 nChanged 9 SP:Iteration 47Q (2450.816558 sec): 3 clusters Score: Raw -171192.115983 + Penalty 1692.647090 = -169499.468892 nChanged 6 SP:Iteration 48Q (2450.898842 sec): 3 clusters Score: Raw -171193.416076 + Penalty 1692.647090 = -169500.768985 nChanged 3 SP:Iteration 49Q (2450.990112 sec): 3 clusters Score: Raw -171194.209012 + Penalty 1692.647090 = -169501.561922 nChanged 5 SP:Iteration 50Q (2451.065400 sec): 3 clusters Score: Raw -171195.575862 + Penalty 1692.647090 = -169502.928771 nChanged 3 SP:Iteration 51Q (2451.151466 sec): 3 clusters Score: Raw -171196.144055 + Penalty 1692.647090 = -169503.496964 nChanged 3 SP:Iteration 52Q (2451.209711 sec): 3 clusters Score: Raw -171196.976947 + Penalty 1692.647090 = -169504.329857 nChanged 3 SP:Iteration 53Q (2451.295582 sec): 3 clusters Score: Raw -171197.765058 + Penalty 1692.647090 = -169505.117967 nChanged 5 SP:Iteration 54Q (2451.368091 sec): 3 clusters Score: Raw -171199.318630 + Penalty 1692.647090 = -169506.671539 nChanged 5 SP:Iteration 55Q (2451.440074 sec): 3 clusters Score: Raw -171200.521541 + Penalty 1692.647090 = -169507.874451 nChanged 3 SP:Iteration 56Q (2451.526144 sec): 3 clusters Score: Raw -171200.865752 + Penalty 1692.647090 = -169508.218661 nChanged 1 SP:Iteration 57Q (2451.613917 sec): 3 clusters Score: Raw -171201.151938 + Penalty 1692.647090 = -169508.504848 nChanged 1 SP:Iteration 58Q (2451.685815 sec): 3 clusters Score: Raw -171201.271104 + Penalty 1692.647090 = -169508.624014 nChanged 2 SP:Iteration 59Q (2451.763697 sec): 3 clusters Score: Raw -171201.491437 + Penalty 1692.647090 = -169508.844347 nChanged 1 SP:Iteration 60F (2451.848026 sec): 3 clusters Score: Raw -171201.812543 + Penalty 1692.647090 = -169509.165453 nChanged 0 Trying to split cluster 12 (3501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2451.888790 sec): 2 clusters Score: Raw -188177.261190 + Penalty 856.884412 = -187320.376779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2451.968014 sec): 3 clusters Score: Raw -186341.262161 + Penalty 1713.768823 = -184627.493338 nChanged 1447 SP:Iteration 1F (2452.054993 sec): 3 clusters Score: Raw -187273.267079 + Penalty 1713.768823 = -185559.498255 nChanged 297 SP:Iteration 2F (2452.148873 sec): 3 clusters Score: Raw -187491.426479 + Penalty 1713.768823 = -185777.657656 nChanged 227 SP:Iteration 3F (2452.236316 sec): 3 clusters Score: Raw -187643.561183 + Penalty 1713.768823 = -185929.792359 nChanged 173 SP:Iteration 4Q (2452.309849 sec): 3 clusters Score: Raw -187757.248107 + Penalty 1713.768823 = -186043.479284 nChanged 123 SP:Iteration 5Q (2452.393273 sec): 3 clusters Score: Raw -187839.149180 + Penalty 1713.768823 = -186125.380357 nChanged 110 SP:Iteration 6Q (2452.476084 sec): 3 clusters Score: Raw -187907.264497 + Penalty 1713.768823 = -186193.495674 nChanged 86 SP:Iteration 7Q (2452.552867 sec): 3 clusters Score: Raw -187958.789962 + Penalty 1713.768823 = -186245.021138 nChanged 87 SP:Iteration 8Q (2452.641510 sec): 3 clusters Score: Raw -188024.597886 + Penalty 1713.768823 = -186310.829063 nChanged 66 SP:Iteration 9Q (2452.713094 sec): 3 clusters Score: Raw -188073.267992 + Penalty 1713.768823 = -186359.499169 nChanged 75 SP:Iteration 10Q (2452.785829 sec): 3 clusters Score: Raw -188119.519335 + Penalty 1713.768823 = -186405.750511 nChanged 66 SP:Iteration 11Q (2452.889362 sec): 3 clusters Score: Raw -188160.970124 + Penalty 1713.768823 = -186447.201301 nChanged 59 SP:Iteration 12Q (2452.956430 sec): 3 clusters Score: Raw -188192.422282 + Penalty 1713.768823 = -186478.653459 nChanged 49 SP:Iteration 13Q (2453.024337 sec): 3 clusters Score: Raw -188220.581661 + Penalty 1713.768823 = -186506.812838 nChanged 56 SP:Iteration 14Q (2453.092935 sec): 3 clusters Score: Raw -188259.140321 + Penalty 1713.768823 = -186545.371497 nChanged 52 SP:Iteration 15Q (2453.188503 sec): 3 clusters Score: Raw -188298.980952 + Penalty 1713.768823 = -186585.212129 nChanged 45 SP:Iteration 16Q (2453.266783 sec): 3 clusters Score: Raw -188332.867034 + Penalty 1713.768823 = -186619.098211 nChanged 52 SP:Iteration 17Q (2453.342433 sec): 3 clusters Score: Raw -188370.509959 + Penalty 1713.768823 = -186656.741136 nChanged 36 SP:Iteration 18Q (2453.441215 sec): 3 clusters Score: Raw -188401.385037 + Penalty 1713.768823 = -186687.616214 nChanged 36 SP:Iteration 19Q (2453.515186 sec): 3 clusters Score: Raw -188432.154266 + Penalty 1713.768823 = -186718.385443 nChanged 30 SP:Iteration 20F (2453.621844 sec): 3 clusters Score: Raw -188453.442482 + Penalty 1713.768823 = -186739.673659 nChanged 19 SP:Iteration 21Q (2453.695198 sec): 3 clusters Score: Raw -188462.033748 + Penalty 1713.768823 = -186748.264925 nChanged 15 SP:Iteration 22Q (2453.788742 sec): 3 clusters Score: Raw -188466.162663 + Penalty 1713.768823 = -186752.393840 nChanged 5 SP:Iteration 23Q (2453.881200 sec): 3 clusters Score: Raw -188467.576325 + Penalty 1713.768823 = -186753.807501 nChanged 4 SP:Iteration 24Q (2453.973495 sec): 3 clusters Score: Raw -188469.131247 + Penalty 1713.768823 = -186755.362424 nChanged 7 SP:Iteration 25Q (2454.063789 sec): 3 clusters Score: Raw -188471.349897 + Penalty 1713.768823 = -186757.581074 nChanged 6 SP:Iteration 26Q (2454.149196 sec): 3 clusters Score: Raw -188473.616240 + Penalty 1713.768823 = -186759.847417 nChanged 6 SP:Iteration 27Q (2454.239358 sec): 3 clusters Score: Raw -188476.836293 + Penalty 1713.768823 = -186763.067469 nChanged 9 SP:Iteration 28Q (2454.331641 sec): 3 clusters Score: Raw -188480.249150 + Penalty 1713.768823 = -186766.480327 nChanged 4 SP:Iteration 29Q (2454.421444 sec): 3 clusters Score: Raw -188481.814661 + Penalty 1713.768823 = -186768.045838 nChanged 1 SP:Iteration 30Q (2454.518320 sec): 3 clusters Score: Raw -188481.997277 + Penalty 1713.768823 = -186768.228454 nChanged 0 SP:Iteration 31F (2454.605197 sec): 3 clusters Score: Raw -188481.997277 + Penalty 1713.768823 = -186768.228454 nChanged 0 Trying to split cluster 13 (1332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2454.651657 sec): 2 clusters Score: Raw -61889.605874 + Penalty 755.415869 = -61134.190005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2454.750156 sec): 3 clusters Score: Raw -61294.057810 + Penalty 1510.831739 = -59783.226072 nChanged 480 SP:Iteration 1F (2454.860149 sec): 3 clusters Score: Raw -61654.345114 + Penalty 1510.831739 = -60143.513376 nChanged 132 SP:Iteration 2F (2454.949030 sec): 3 clusters Score: Raw -61763.648094 + Penalty 1510.831739 = -60252.816355 nChanged 83 SP:Iteration 3F (2455.016897 sec): 3 clusters Score: Raw -61830.493321 + Penalty 1510.831739 = -60319.661582 nChanged 53 SP:Iteration 4Q (2455.105646 sec): 3 clusters Score: Raw -61870.481373 + Penalty 1510.831739 = -60359.649634 nChanged 44 SP:Iteration 5Q (2455.194287 sec): 3 clusters Score: Raw -61899.303614 + Penalty 1510.831739 = -60388.471875 nChanged 24 SP:Iteration 6Q (2455.299489 sec): 3 clusters Score: Raw -61910.616359 + Penalty 1510.831739 = -60399.784620 nChanged 18 SP:Iteration 7Q (2455.398690 sec): 3 clusters Score: Raw -61922.886959 + Penalty 1510.831739 = -60412.055220 nChanged 17 SP:Iteration 8Q (2455.507908 sec): 3 clusters Score: Raw -61935.915818 + Penalty 1510.831739 = -60425.084079 nChanged 21 SP:Iteration 9Q (2455.590735 sec): 3 clusters Score: Raw -61953.522642 + Penalty 1510.831739 = -60442.690903 nChanged 20 SP:Iteration 10Q (2455.673564 sec): 3 clusters Score: Raw -61972.687200 + Penalty 1510.831739 = -60461.855461 nChanged 23 SP:Iteration 11Q (2455.755678 sec): 3 clusters Score: Raw -61988.370239 + Penalty 1510.831739 = -60477.538500 nChanged 13 SP:Iteration 12Q (2455.837043 sec): 3 clusters Score: Raw -61995.994974 + Penalty 1510.831739 = -60485.163235 nChanged 16 SP:Iteration 13Q (2455.918896 sec): 3 clusters Score: Raw -62002.976180 + Penalty 1510.831739 = -60492.144441 nChanged 15 SP:Iteration 14Q (2455.999018 sec): 3 clusters Score: Raw -62009.996790 + Penalty 1510.831739 = -60499.165051 nChanged 14 SP:Iteration 15Q (2456.081463 sec): 3 clusters Score: Raw -62016.464691 + Penalty 1510.831739 = -60505.632952 nChanged 14 SP:Iteration 16Q (2456.162978 sec): 3 clusters Score: Raw -62024.489619 + Penalty 1510.831739 = -60513.657880 nChanged 9 SP:Iteration 17Q (2456.245037 sec): 3 clusters Score: Raw -62030.636319 + Penalty 1510.831739 = -60519.804581 nChanged 10 SP:Iteration 18Q (2456.309031 sec): 3 clusters Score: Raw -62034.489813 + Penalty 1510.831739 = -60523.658074 nChanged 6 SP:Iteration 19Q (2456.395401 sec): 3 clusters Score: Raw -62039.777738 + Penalty 1510.831739 = -60528.945999 nChanged 8 SP:Iteration 20F (2456.483953 sec): 3 clusters Score: Raw -62046.512869 + Penalty 1510.831739 = -60535.681130 nChanged 5 SP:Iteration 21Q (2456.571862 sec): 3 clusters Score: Raw -62048.504031 + Penalty 1510.831739 = -60537.672293 nChanged 2 SP:Iteration 22Q (2456.660863 sec): 3 clusters Score: Raw -62051.085204 + Penalty 1510.831739 = -60540.253465 nChanged 2 SP:Iteration 23Q (2456.749763 sec): 3 clusters Score: Raw -62052.466773 + Penalty 1510.831739 = -60541.635034 nChanged 3 SP:Iteration 24Q (2456.820077 sec): 3 clusters Score: Raw -62053.520864 + Penalty 1510.831739 = -60542.689125 nChanged 1 SP:Iteration 25Q (2456.908855 sec): 3 clusters Score: Raw -62054.171961 + Penalty 1510.831739 = -60543.340222 nChanged 3 SP:Iteration 26Q (2456.997224 sec): 3 clusters Score: Raw -62055.703572 + Penalty 1510.831739 = -60544.871834 nChanged 6 SP:Iteration 27Q (2457.054918 sec): 3 clusters Score: Raw -62060.310237 + Penalty 1510.831739 = -60549.478498 nChanged 5 SP:Iteration 28Q (2457.143706 sec): 3 clusters Score: Raw -62061.771852 + Penalty 1510.831739 = -60550.940114 nChanged 2 SP:Iteration 29Q (2457.217987 sec): 3 clusters Score: Raw -62063.224974 + Penalty 1510.831739 = -60552.393235 nChanged 3 SP:Iteration 30Q (2457.306979 sec): 3 clusters Score: Raw -62063.582405 + Penalty 1510.831739 = -60552.750666 nChanged 0 SP:Iteration 31F (2457.374423 sec): 3 clusters Score: Raw -62063.582405 + Penalty 1510.831739 = -60552.750666 nChanged 0 Trying to split cluster 14 (1764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2457.442097 sec): 2 clusters Score: Raw -79628.142457 + Penalty 784.910620 = -78843.231837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2457.511539 sec): 3 clusters Score: Raw -78867.576724 + Penalty 1569.821240 = -77297.755484 nChanged 648 SP:Iteration 1F (2457.629461 sec): 3 clusters Score: Raw -79338.690446 + Penalty 1569.821240 = -77768.869206 nChanged 159 SP:Iteration 2F (2457.734355 sec): 3 clusters Score: Raw -79510.877413 + Penalty 1569.821240 = -77941.056173 nChanged 138 SP:Iteration 3F (2457.823934 sec): 3 clusters Score: Raw -79651.032542 + Penalty 1569.821240 = -78081.211303 nChanged 109 SP:Iteration 4F (2457.932655 sec): 3 clusters Score: Raw -79770.738568 + Penalty 1569.821240 = -78200.917328 nChanged 83 SP:Iteration 5Q (2458.010960 sec): 3 clusters Score: Raw -79861.511691 + Penalty 1569.821240 = -78291.690452 nChanged 67 SP:Iteration 6Q (2458.118664 sec): 3 clusters Score: Raw -79921.944618 + Penalty 1569.821240 = -78352.123379 nChanged 56 SP:Iteration 7Q (2458.218465 sec): 3 clusters Score: Raw -79980.859475 + Penalty 1569.821240 = -78411.038236 nChanged 44 SP:Iteration 8Q (2458.328670 sec): 3 clusters Score: Raw -80020.935987 + Penalty 1569.821240 = -78451.114747 nChanged 33 SP:Iteration 9Q (2458.462403 sec): 3 clusters Score: Raw -80047.223192 + Penalty 1569.821240 = -78477.401952 nChanged 30 SP:Iteration 10Q (2458.572447 sec): 3 clusters Score: Raw -80067.723836 + Penalty 1569.821240 = -78497.902597 nChanged 15 SP:Iteration 11Q (2458.675098 sec): 3 clusters Score: Raw -80073.799869 + Penalty 1569.821240 = -78503.978630 nChanged 10 SP:Iteration 12Q (2458.764690 sec): 3 clusters Score: Raw -80078.593363 + Penalty 1569.821240 = -78508.772124 nChanged 14 SP:Iteration 13Q (2458.854592 sec): 3 clusters Score: Raw -80085.415879 + Penalty 1569.821240 = -78515.594639 nChanged 8 SP:Iteration 14Q (2458.943081 sec): 3 clusters Score: Raw -80089.176164 + Penalty 1569.821240 = -78519.354924 nChanged 10 SP:Iteration 15Q (2459.022188 sec): 3 clusters Score: Raw -80092.033544 + Penalty 1569.821240 = -78522.212304 nChanged 7 SP:Iteration 16Q (2459.110754 sec): 3 clusters Score: Raw -80095.126359 + Penalty 1569.821240 = -78525.305120 nChanged 6 SP:Iteration 17Q (2459.199463 sec): 3 clusters Score: Raw -80100.737670 + Penalty 1569.821240 = -78530.916430 nChanged 9 SP:Iteration 18Q (2459.288643 sec): 3 clusters Score: Raw -80104.713683 + Penalty 1569.821240 = -78534.892443 nChanged 5 SP:Iteration 19Q (2459.380181 sec): 3 clusters Score: Raw -80106.694370 + Penalty 1569.821240 = -78536.873130 nChanged 1 SP:Iteration 20F (2459.493967 sec): 3 clusters Score: Raw -80106.856527 + Penalty 1569.821240 = -78537.035287 nChanged 1 SP:Iteration 21Q (2459.591421 sec): 3 clusters Score: Raw -80107.022573 + Penalty 1569.821240 = -78537.201333 nChanged 1 SP:Iteration 22Q (2459.680826 sec): 3 clusters Score: Raw -80107.499283 + Penalty 1569.821240 = -78537.678043 nChanged 2 SP:Iteration 23Q (2459.769821 sec): 3 clusters Score: Raw -80108.304774 + Penalty 1569.821240 = -78538.483534 nChanged 1 SP:Iteration 24Q (2459.858997 sec): 3 clusters Score: Raw -80108.529996 + Penalty 1569.821240 = -78538.708756 nChanged 1 SP:Iteration 25Q (2459.948436 sec): 3 clusters Score: Raw -80108.917528 + Penalty 1569.821240 = -78539.096288 nChanged 0 SP:Iteration 26F (2460.038048 sec): 3 clusters Score: Raw -80108.917528 + Penalty 1569.821240 = -78539.096288 nChanged 0 Trying to split cluster 15 (2478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2460.086824 sec): 2 clusters Score: Raw -133909.076906 + Penalty 820.596742 = -133088.480165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2460.177109 sec): 3 clusters Score: Raw -132704.028768 + Penalty 1641.193483 = -131062.835285 nChanged 999 SP:Iteration 1F (2460.288160 sec): 3 clusters Score: Raw -133360.251408 + Penalty 1641.193483 = -131719.057925 nChanged 218 SP:Iteration 2F (2460.408953 sec): 3 clusters Score: Raw -133527.377007 + Penalty 1641.193483 = -131886.183524 nChanged 165 SP:Iteration 3F (2460.493857 sec): 3 clusters Score: Raw -133647.206317 + Penalty 1641.193483 = -132006.012834 nChanged 132 SP:Iteration 4F (2460.579118 sec): 3 clusters Score: Raw -133738.595757 + Penalty 1641.193483 = -132097.402274 nChanged 107 SP:Iteration 5Q (2460.670708 sec): 3 clusters Score: Raw -133822.302808 + Penalty 1641.193483 = -132181.109325 nChanged 92 SP:Iteration 6Q (2460.761912 sec): 3 clusters Score: Raw -133911.957780 + Penalty 1641.193483 = -132270.764297 nChanged 105 SP:Iteration 7Q (2460.855475 sec): 3 clusters Score: Raw -133999.061199 + Penalty 1641.193483 = -132357.867716 nChanged 84 SP:Iteration 8Q (2460.926014 sec): 3 clusters Score: Raw -134074.080697 + Penalty 1641.193483 = -132432.887214 nChanged 83 SP:Iteration 9Q (2461.030819 sec): 3 clusters Score: Raw -134133.255691 + Penalty 1641.193483 = -132492.062208 nChanged 56 SP:Iteration 10Q (2461.097006 sec): 3 clusters Score: Raw -134167.612947 + Penalty 1641.193483 = -132526.419464 nChanged 48 SP:Iteration 11Q (2461.181835 sec): 3 clusters Score: Raw -134202.783854 + Penalty 1641.193483 = -132561.590371 nChanged 49 SP:Iteration 12Q (2461.265525 sec): 3 clusters Score: Raw -134237.745668 + Penalty 1641.193483 = -132596.552185 nChanged 34 SP:Iteration 13Q (2461.358910 sec): 3 clusters Score: Raw -134267.788168 + Penalty 1641.193483 = -132626.594685 nChanged 38 SP:Iteration 14Q (2461.440850 sec): 3 clusters Score: Raw -134295.124129 + Penalty 1641.193483 = -132653.930646 nChanged 38 SP:Iteration 15Q (2461.499317 sec): 3 clusters Score: Raw -134321.420655 + Penalty 1641.193483 = -132680.227171 nChanged 31 SP:Iteration 16Q (2461.572669 sec): 3 clusters Score: Raw -134341.367790 + Penalty 1641.193483 = -132700.174306 nChanged 27 SP:Iteration 17Q (2461.645924 sec): 3 clusters Score: Raw -134356.379471 + Penalty 1641.193483 = -132715.185988 nChanged 27 SP:Iteration 18Q (2461.733681 sec): 3 clusters Score: Raw -134379.666961 + Penalty 1641.193483 = -132738.473478 nChanged 24 SP:Iteration 19Q (2461.787964 sec): 3 clusters Score: Raw -134401.882355 + Penalty 1641.193483 = -132760.688872 nChanged 20 SP:Iteration 20F (2461.886213 sec): 3 clusters Score: Raw -134418.204467 + Penalty 1641.193483 = -132777.010984 nChanged 21 SP:Iteration 21Q (2461.957826 sec): 3 clusters Score: Raw -134435.361296 + Penalty 1641.193483 = -132794.167813 nChanged 20 SP:Iteration 22Q (2462.031629 sec): 3 clusters Score: Raw -134449.599424 + Penalty 1641.193483 = -132808.405941 nChanged 12 SP:Iteration 23Q (2462.105158 sec): 3 clusters Score: Raw -134461.311797 + Penalty 1641.193483 = -132820.118314 nChanged 12 SP:Iteration 24Q (2462.173530 sec): 3 clusters Score: Raw -134467.112431 + Penalty 1641.193483 = -132825.918948 nChanged 11 SP:Iteration 25Q (2462.273722 sec): 3 clusters Score: Raw -134475.348831 + Penalty 1641.193483 = -132834.155348 nChanged 12 SP:Iteration 26Q (2462.327393 sec): 3 clusters Score: Raw -134485.623625 + Penalty 1641.193483 = -132844.430142 nChanged 15 SP:Iteration 27Q (2462.430483 sec): 3 clusters Score: Raw -134497.544892 + Penalty 1641.193483 = -132856.351409 nChanged 11 SP:Iteration 28Q (2462.494190 sec): 3 clusters Score: Raw -134506.473984 + Penalty 1641.193483 = -132865.280501 nChanged 7 SP:Iteration 29Q (2462.551876 sec): 3 clusters Score: Raw -134513.863495 + Penalty 1641.193483 = -132872.670011 nChanged 9 SP:Iteration 30Q (2462.618912 sec): 3 clusters Score: Raw -134523.833664 + Penalty 1641.193483 = -132882.640181 nChanged 15 SP:Iteration 31Q (2462.698220 sec): 3 clusters Score: Raw -134534.649217 + Penalty 1641.193483 = -132893.455734 nChanged 15 SP:Iteration 32Q (2462.772698 sec): 3 clusters Score: Raw -134543.326511 + Penalty 1641.193483 = -132902.133028 nChanged 9 SP:Iteration 33Q (2462.793449 sec): 3 clusters Score: Raw -134546.636181 + Penalty 1641.193483 = -132905.442698 nChanged 8 SP:Iteration 34Q (2462.812029 sec): 3 clusters Score: Raw -134549.301133 + Penalty 1641.193483 = -132908.107650 nChanged 3 SP:Iteration 35Q (2462.830286 sec): 3 clusters Score: Raw -134551.440113 + Penalty 1641.193483 = -132910.246629 nChanged 4 SP:Iteration 36Q (2462.895514 sec): 3 clusters Score: Raw -134553.025797 + Penalty 1641.193483 = -132911.832314 nChanged 1 SP:Iteration 37Q (2462.967754 sec): 3 clusters Score: Raw -134553.551495 + Penalty 1641.193483 = -132912.358012 nChanged 1 SP:Iteration 38Q (2463.034557 sec): 3 clusters Score: Raw -134554.094624 + Penalty 1641.193483 = -132912.901141 nChanged 1 SP:Iteration 39Q (2463.122540 sec): 3 clusters Score: Raw -134554.407014 + Penalty 1641.193483 = -132913.213531 nChanged 0 SP:Iteration 40F (2463.215705 sec): 3 clusters Score: Raw -134554.407014 + Penalty 1641.193483 = -132913.213531 nChanged 0 Trying to split cluster 16 (4274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2463.269873 sec): 2 clusters Score: Raw -242740.395161 + Penalty 877.832071 = -241862.563090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2463.344582 sec): 3 clusters Score: Raw -240502.682408 + Penalty 1755.664142 = -238747.018267 nChanged 1762 SP:Iteration 1F (2463.416531 sec): 3 clusters Score: Raw -241646.310438 + Penalty 1755.664142 = -239890.646296 nChanged 351 SP:Iteration 2F (2463.481965 sec): 3 clusters Score: Raw -241899.749659 + Penalty 1755.664142 = -240144.085518 nChanged 284 SP:Iteration 3F (2463.571335 sec): 3 clusters Score: Raw -242085.167601 + Penalty 1755.664142 = -240329.503460 nChanged 233 SP:Iteration 4F (2463.661545 sec): 3 clusters Score: Raw -242242.439672 + Penalty 1755.664142 = -240486.775530 nChanged 180 SP:Iteration 5Q (2463.721082 sec): 3 clusters Score: Raw -242351.795880 + Penalty 1755.664142 = -240596.131738 nChanged 146 SP:Iteration 6Q (2463.816033 sec): 3 clusters Score: Raw -242418.039679 + Penalty 1755.664142 = -240662.375537 nChanged 112 SP:Iteration 7Q (2463.894384 sec): 3 clusters Score: Raw -242466.668379 + Penalty 1755.664142 = -240711.004238 nChanged 94 SP:Iteration 8Q (2463.965365 sec): 3 clusters Score: Raw -242503.371969 + Penalty 1755.664142 = -240747.707828 nChanged 72 SP:Iteration 9Q (2464.046093 sec): 3 clusters Score: Raw -242528.012629 + Penalty 1755.664142 = -240772.348487 nChanged 65 SP:Iteration 10Q (2464.126643 sec): 3 clusters Score: Raw -242545.672079 + Penalty 1755.664142 = -240790.007938 nChanged 46 SP:Iteration 11Q (2464.223813 sec): 3 clusters Score: Raw -242557.057751 + Penalty 1755.664142 = -240801.393609 nChanged 31 SP:Iteration 12Q (2464.282220 sec): 3 clusters Score: Raw -242565.851174 + Penalty 1755.664142 = -240810.187033 nChanged 35 SP:Iteration 13Q (2464.371944 sec): 3 clusters Score: Raw -242576.128870 + Penalty 1755.664142 = -240820.464729 nChanged 33 SP:Iteration 14Q (2464.446076 sec): 3 clusters Score: Raw -242585.957411 + Penalty 1755.664142 = -240830.293270 nChanged 33 SP:Iteration 15Q (2464.525259 sec): 3 clusters Score: Raw -242594.066320 + Penalty 1755.664142 = -240838.402178 nChanged 35 SP:Iteration 16Q (2464.609391 sec): 3 clusters Score: Raw -242606.366703 + Penalty 1755.664142 = -240850.702562 nChanged 48 SP:Iteration 17Q (2464.687041 sec): 3 clusters Score: Raw -242623.221605 + Penalty 1755.664142 = -240867.557464 nChanged 46 SP:Iteration 18Q (2464.777084 sec): 3 clusters Score: Raw -242640.922190 + Penalty 1755.664142 = -240885.258049 nChanged 40 SP:Iteration 19Q (2464.838760 sec): 3 clusters Score: Raw -242654.829964 + Penalty 1755.664142 = -240899.165823 nChanged 43 SP:Iteration 20F (2464.931754 sec): 3 clusters Score: Raw -242671.697525 + Penalty 1755.664142 = -240916.033384 nChanged 47 SP:Iteration 21Q (2465.005370 sec): 3 clusters Score: Raw -242687.395105 + Penalty 1755.664142 = -240931.730964 nChanged 42 SP:Iteration 22Q (2465.078322 sec): 3 clusters Score: Raw -242702.494044 + Penalty 1755.664142 = -240946.829903 nChanged 44 SP:Iteration 23Q (2465.156121 sec): 3 clusters Score: Raw -242717.073490 + Penalty 1755.664142 = -240961.409348 nChanged 43 SP:Iteration 24Q (2465.237639 sec): 3 clusters Score: Raw -242731.164999 + Penalty 1755.664142 = -240975.500858 nChanged 33 SP:Iteration 25Q (2465.315755 sec): 3 clusters Score: Raw -242738.988386 + Penalty 1755.664142 = -240983.324244 nChanged 19 SP:Iteration 26Q (2465.407328 sec): 3 clusters Score: Raw -242743.546372 + Penalty 1755.664142 = -240987.882230 nChanged 9 SP:Iteration 27Q (2465.486802 sec): 3 clusters Score: Raw -242745.843663 + Penalty 1755.664142 = -240990.179522 nChanged 21 SP:Iteration 28Q (2465.565481 sec): 3 clusters Score: Raw -242750.188783 + Penalty 1755.664142 = -240994.524642 nChanged 17 SP:Iteration 29Q (2465.670914 sec): 3 clusters Score: Raw -242752.911549 + Penalty 1755.664142 = -240997.247408 nChanged 18 SP:Iteration 30Q (2465.754012 sec): 3 clusters Score: Raw -242757.523910 + Penalty 1755.664142 = -241001.859769 nChanged 17 SP:Iteration 31Q (2465.832849 sec): 3 clusters Score: Raw -242761.492551 + Penalty 1755.664142 = -241005.828409 nChanged 11 SP:Iteration 32Q (2465.922991 sec): 3 clusters Score: Raw -242763.601283 + Penalty 1755.664142 = -241007.937141 nChanged 7 SP:Iteration 33Q (2465.983076 sec): 3 clusters Score: Raw -242764.647896 + Penalty 1755.664142 = -241008.983755 nChanged 5 SP:Iteration 34Q (2466.070952 sec): 3 clusters Score: Raw -242765.412235 + Penalty 1755.664142 = -241009.748093 nChanged 5 SP:Iteration 35Q (2466.140032 sec): 3 clusters Score: Raw -242766.216273 + Penalty 1755.664142 = -241010.552132 nChanged 10 SP:Iteration 36Q (2466.221551 sec): 3 clusters Score: Raw -242768.177610 + Penalty 1755.664142 = -241012.513469 nChanged 12 SP:Iteration 37Q (2466.302939 sec): 3 clusters Score: Raw -242770.209995 + Penalty 1755.664142 = -241014.545854 nChanged 10 SP:Iteration 38Q (2466.372007 sec): 3 clusters Score: Raw -242772.402961 + Penalty 1755.664142 = -241016.738820 nChanged 12 SP:Iteration 39Q (2466.464150 sec): 3 clusters Score: Raw -242775.643215 + Penalty 1755.664142 = -241019.979074 nChanged 18 SP:Iteration 40F (2466.538692 sec): 3 clusters Score: Raw -242781.789045 + Penalty 1755.664142 = -241026.124903 nChanged 18 SP:Iteration 41Q (2466.627573 sec): 3 clusters Score: Raw -242789.029190 + Penalty 1755.664142 = -241033.365048 nChanged 25 SP:Iteration 42Q (2466.706374 sec): 3 clusters Score: Raw -242797.048576 + Penalty 1755.664142 = -241041.384434 nChanged 24 SP:Iteration 43Q (2466.784757 sec): 3 clusters Score: Raw -242802.552175 + Penalty 1755.664142 = -241046.888033 nChanged 17 SP:Iteration 44Q (2466.864020 sec): 3 clusters Score: Raw -242805.053529 + Penalty 1755.664142 = -241049.389388 nChanged 6 SP:Iteration 45Q (2466.927668 sec): 3 clusters Score: Raw -242806.196815 + Penalty 1755.664142 = -241050.532674 nChanged 6 SP:Iteration 46Q (2467.013617 sec): 3 clusters Score: Raw -242807.044795 + Penalty 1755.664142 = -241051.380653 nChanged 7 SP:Iteration 47Q (2467.101151 sec): 3 clusters Score: Raw -242808.046303 + Penalty 1755.664142 = -241052.382162 nChanged 2 SP:Iteration 48Q (2467.184395 sec): 3 clusters Score: Raw -242808.316196 + Penalty 1755.664142 = -241052.652054 nChanged 1 SP:Iteration 49Q (2467.272488 sec): 3 clusters Score: Raw -242808.844252 + Penalty 1755.664142 = -241053.180111 nChanged 2 SP:Iteration 50Q (2467.360548 sec): 3 clusters Score: Raw -242809.028739 + Penalty 1755.664142 = -241053.364597 nChanged 3 SP:Iteration 51Q (2467.439488 sec): 3 clusters Score: Raw -242809.326403 + Penalty 1755.664142 = -241053.662262 nChanged 1 SP:Iteration 52Q (2467.528878 sec): 3 clusters Score: Raw -242809.472589 + Penalty 1755.664142 = -241053.808447 nChanged 0 SP:Iteration 53F (2467.609601 sec): 3 clusters Score: Raw -242809.472589 + Penalty 1755.664142 = -241053.808447 nChanged 0 Time taken for this iteration:326.658517 seconds. 9->17 Clusters: Score -1992312.847081, best is -1992393.325019 Starting from 10 clusters... ------ Clustering full data set of 41034 points ------ SP: Assigned 10 initial classes randomly. Deleting Class 6 (1312 points): Lose 560.452154 but Gain 1115.326408 Iteration 0F (2468.415472 sec): 9 clusters Score: Raw -1783958.962757 + Penalty 8922.611267 = -1775036.351490 nChanged 35957 Iteration 1F (2469.082564 sec): 9 clusters Score: Raw -1912926.408187 + Penalty 8922.611267 = -1904003.796919 nChanged 14575 Iteration 2F (2469.717760 sec): 9 clusters Score: Raw -1956127.655038 + Penalty 8922.611267 = -1947205.043771 nChanged 7654 Iteration 3F (2470.369742 sec): 9 clusters Score: Raw -1967623.028856 + Penalty 8922.611267 = -1958700.417589 nChanged 4571 Iteration 4F (2471.006505 sec): 9 clusters Score: Raw -1972127.566080 + Penalty 8922.611267 = -1963204.954813 nChanged 3093 Iteration 5F (2471.661706 sec): 9 clusters Score: Raw -1974723.650422 + Penalty 8922.611267 = -1965801.039155 nChanged 2420 Iteration 6F (2472.301212 sec): 9 clusters Score: Raw -1976702.237284 + Penalty 8922.611267 = -1967779.626017 nChanged 2012 Iteration 7Q (2472.815618 sec): 9 clusters Score: Raw -1978109.841213 + Penalty 8922.611267 = -1969187.229946 nChanged 1715 Iteration 8Q (2473.329601 sec): 9 clusters Score: Raw -1979206.980036 + Penalty 8922.611267 = -1970284.368769 nChanged 1526 Iteration 9Q (2473.815898 sec): 9 clusters Score: Raw -1980103.938783 + Penalty 8922.611267 = -1971181.327516 nChanged 1473 Iteration 10Q (2474.275954 sec): 9 clusters Score: Raw -1980915.602095 + Penalty 8922.611267 = -1971992.990828 nChanged 1408 Iteration 11Q (2474.781432 sec): 9 clusters Score: Raw -1981696.321456 + Penalty 8922.611267 = -1972773.710189 nChanged 1385 Iteration 12Q (2475.282669 sec): 9 clusters Score: Raw -1982485.871726 + Penalty 8922.611267 = -1973563.260459 nChanged 1378 Iteration 13Q (2475.755130 sec): 9 clusters Score: Raw -1983326.459607 + Penalty 8922.611267 = -1974403.848340 nChanged 1374 Iteration 14Q (2476.235036 sec): 9 clusters Score: Raw -1984260.150865 + Penalty 8922.611267 = -1975337.539598 nChanged 1420 Iteration 15Q (2476.716392 sec): 9 clusters Score: Raw -1985276.797409 + Penalty 8922.611267 = -1976354.186142 nChanged 1417 Iteration 16Q (2477.195214 sec): 9 clusters Score: Raw -1986149.274115 + Penalty 8922.611267 = -1977226.662848 nChanged 1246 Iteration 17Q (2477.662447 sec): 9 clusters Score: Raw -1986870.759294 + Penalty 8922.611267 = -1977948.148027 nChanged 1140 Iteration 18Q (2478.145428 sec): 9 clusters Score: Raw -1987500.477538 + Penalty 8922.611267 = -1978577.866271 nChanged 1037 Iteration 19Q (2478.627760 sec): 9 clusters Score: Raw -1988061.934323 + Penalty 8922.611267 = -1979139.323056 nChanged 952 Writing temp clu file Because OldScore, -1978577.866271, is greater than current (better) Score,-1979139.323056 Compute initial score before splitting: Score: Raw -1988061.934323 + Penalty 8922.611267 = -1979139.323056 Trying to split cluster 1 (4966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2478.702044 sec): 2 clusters Score: Raw -227371.175929 + Penalty 893.588846 = -226477.587083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2478.773995 sec): 3 clusters Score: Raw -224620.255679 + Penalty 1787.177693 = -222833.077986 nChanged 2119 SP:Iteration 1F (2478.861981 sec): 3 clusters Score: Raw -226115.930541 + Penalty 1787.177693 = -224328.752848 nChanged 445 SP:Iteration 2F (2478.943590 sec): 3 clusters Score: Raw -226457.323615 + Penalty 1787.177693 = -224670.145922 nChanged 357 SP:Iteration 3F (2479.044635 sec): 3 clusters Score: Raw -226735.314465 + Penalty 1787.177693 = -224948.136772 nChanged 285 SP:Iteration 4F (2479.109973 sec): 3 clusters Score: Raw -226957.302516 + Penalty 1787.177693 = -225170.124823 nChanged 269 SP:Iteration 5F (2479.204257 sec): 3 clusters Score: Raw -227152.877449 + Penalty 1787.177693 = -225365.699756 nChanged 214 SP:Iteration 6Q (2479.276930 sec): 3 clusters Score: Raw -227281.341674 + Penalty 1787.177693 = -225494.163981 nChanged 173 SP:Iteration 7Q (2479.383611 sec): 3 clusters Score: Raw -227370.902897 + Penalty 1787.177693 = -225583.725205 nChanged 168 SP:Iteration 8Q (2479.448445 sec): 3 clusters Score: Raw -227476.354638 + Penalty 1787.177693 = -225689.176945 nChanged 146 SP:Iteration 9Q (2479.540250 sec): 3 clusters Score: Raw -227591.940444 + Penalty 1787.177693 = -225804.762751 nChanged 154 SP:Iteration 10Q (2479.606478 sec): 3 clusters Score: Raw -227717.688743 + Penalty 1787.177693 = -225930.511051 nChanged 149 SP:Iteration 11Q (2479.683540 sec): 3 clusters Score: Raw -227812.728729 + Penalty 1787.177693 = -226025.551036 nChanged 114 SP:Iteration 12Q (2479.757887 sec): 3 clusters Score: Raw -227865.968884 + Penalty 1787.177693 = -226078.791191 nChanged 86 SP:Iteration 13Q (2479.822220 sec): 3 clusters Score: Raw -227897.511627 + Penalty 1787.177693 = -226110.333934 nChanged 70 SP:Iteration 14Q (2479.908868 sec): 3 clusters Score: Raw -227918.122092 + Penalty 1787.177693 = -226130.944399 nChanged 54 SP:Iteration 15Q (2480.020815 sec): 3 clusters Score: Raw -227932.507257 + Penalty 1787.177693 = -226145.329565 nChanged 51 SP:Iteration 16Q (2480.105546 sec): 3 clusters Score: Raw -227951.504634 + Penalty 1787.177693 = -226164.326941 nChanged 53 SP:Iteration 17Q (2480.203734 sec): 3 clusters Score: Raw -227967.456565 + Penalty 1787.177693 = -226180.278873 nChanged 42 SP:Iteration 18Q (2480.317667 sec): 3 clusters Score: Raw -227980.559173 + Penalty 1787.177693 = -226193.381480 nChanged 48 SP:Iteration 19Q (2480.415383 sec): 3 clusters Score: Raw -227999.693797 + Penalty 1787.177693 = -226212.516104 nChanged 50 SP:Iteration 20F (2480.519690 sec): 3 clusters Score: Raw -228020.011063 + Penalty 1787.177693 = -226232.833370 nChanged 54 SP:Iteration 21Q (2480.622737 sec): 3 clusters Score: Raw -228037.995554 + Penalty 1787.177693 = -226250.817861 nChanged 39 SP:Iteration 22Q (2480.740559 sec): 3 clusters Score: Raw -228046.720847 + Penalty 1787.177693 = -226259.543154 nChanged 18 SP:Iteration 23Q (2480.807869 sec): 3 clusters Score: Raw -228050.068743 + Penalty 1787.177693 = -226262.891050 nChanged 20 SP:Iteration 24Q (2480.908402 sec): 3 clusters Score: Raw -228054.702553 + Penalty 1787.177693 = -226267.524860 nChanged 14 SP:Iteration 25Q (2481.001849 sec): 3 clusters Score: Raw -228056.921040 + Penalty 1787.177693 = -226269.743347 nChanged 12 SP:Iteration 26Q (2481.097115 sec): 3 clusters Score: Raw -228059.024713 + Penalty 1787.177693 = -226271.847020 nChanged 9 SP:Iteration 27Q (2481.211742 sec): 3 clusters Score: Raw -228060.438820 + Penalty 1787.177693 = -226273.261127 nChanged 8 SP:Iteration 28Q (2481.315196 sec): 3 clusters Score: Raw -228062.094848 + Penalty 1787.177693 = -226274.917155 nChanged 8 SP:Iteration 29Q (2481.415149 sec): 3 clusters Score: Raw -228063.944610 + Penalty 1787.177693 = -226276.766917 nChanged 7 SP:Iteration 30Q (2481.533159 sec): 3 clusters Score: Raw -228065.175821 + Penalty 1787.177693 = -226277.998128 nChanged 8 SP:Iteration 31Q (2481.631859 sec): 3 clusters Score: Raw -228066.446175 + Penalty 1787.177693 = -226279.268482 nChanged 7 SP:Iteration 32Q (2481.745531 sec): 3 clusters Score: Raw -228067.717995 + Penalty 1787.177693 = -226280.540302 nChanged 12 SP:Iteration 33Q (2481.843257 sec): 3 clusters Score: Raw -228070.505291 + Penalty 1787.177693 = -226283.327598 nChanged 16 SP:Iteration 34Q (2481.947571 sec): 3 clusters Score: Raw -228073.503082 + Penalty 1787.177693 = -226286.325389 nChanged 10 SP:Iteration 35Q (2482.043023 sec): 3 clusters Score: Raw -228075.298321 + Penalty 1787.177693 = -226288.120628 nChanged 7 SP:Iteration 36Q (2482.145812 sec): 3 clusters Score: Raw -228076.201208 + Penalty 1787.177693 = -226289.023515 nChanged 3 SP:Iteration 37Q (2482.247972 sec): 3 clusters Score: Raw -228076.622981 + Penalty 1787.177693 = -226289.445288 nChanged 2 SP:Iteration 38Q (2482.355482 sec): 3 clusters Score: Raw -228076.776726 + Penalty 1787.177693 = -226289.599033 nChanged 2 SP:Iteration 39Q (2482.456628 sec): 3 clusters Score: Raw -228076.996038 + Penalty 1787.177693 = -226289.818345 nChanged 1 SP:Iteration 40F (2482.540557 sec): 3 clusters Score: Raw -228077.070007 + Penalty 1787.177693 = -226289.892314 nChanged 1 SP:Iteration 41Q (2482.636141 sec): 3 clusters Score: Raw -228077.212261 + Penalty 1787.177693 = -226290.034568 nChanged 1 SP:Iteration 42Q (2482.763095 sec): 3 clusters Score: Raw -228077.323011 + Penalty 1787.177693 = -226290.145319 nChanged 0 SP:Iteration 43F (2482.851844 sec): 3 clusters Score: Raw -228077.323011 + Penalty 1787.177693 = -226290.145319 nChanged 0 Trying to split cluster 2 (9125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2482.938613 sec): 2 clusters Score: Raw -482851.840803 + Penalty 957.471184 = -481894.369619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2483.070813 sec): 3 clusters Score: Raw -477508.599484 + Penalty 1914.942367 = -475593.657116 nChanged 4067 SP:Iteration 1F (2483.155553 sec): 3 clusters Score: Raw -480071.437430 + Penalty 1914.942367 = -478156.495062 nChanged 721 SP:Iteration 2F (2483.259611 sec): 3 clusters Score: Raw -480651.039698 + Penalty 1914.942367 = -478736.097331 nChanged 670 SP:Iteration 3F (2483.361761 sec): 3 clusters Score: Raw -481317.003016 + Penalty 1914.942367 = -479402.060649 nChanged 707 SP:Iteration 4F (2483.484575 sec): 3 clusters Score: Raw -482157.622038 + Penalty 1914.942367 = -480242.679671 nChanged 710 SP:Iteration 5F (2483.602331 sec): 3 clusters Score: Raw -482929.835954 + Penalty 1914.942367 = -481014.893586 nChanged 534 SP:Iteration 6F (2483.718699 sec): 3 clusters Score: Raw -483408.158600 + Penalty 1914.942367 = -481493.216232 nChanged 403 SP:Iteration 7Q (2483.829135 sec): 3 clusters Score: Raw -483732.339009 + Penalty 1914.942367 = -481817.396641 nChanged 310 SP:Iteration 8Q (2483.940385 sec): 3 clusters Score: Raw -483904.628473 + Penalty 1914.942367 = -481989.686106 nChanged 206 SP:Iteration 9Q (2484.074286 sec): 3 clusters Score: Raw -483987.126054 + Penalty 1914.942367 = -482072.183686 nChanged 127 SP:Iteration 10Q (2484.200017 sec): 3 clusters Score: Raw -484033.946094 + Penalty 1914.942367 = -482119.003726 nChanged 95 SP:Iteration 11Q (2484.327870 sec): 3 clusters Score: Raw -484058.865171 + Penalty 1914.942367 = -482143.922804 nChanged 65 SP:Iteration 12Q (2484.456919 sec): 3 clusters Score: Raw -484074.006251 + Penalty 1914.942367 = -482159.063883 nChanged 45 SP:Iteration 13Q (2484.565625 sec): 3 clusters Score: Raw -484083.731563 + Penalty 1914.942367 = -482168.789195 nChanged 39 SP:Iteration 14Q (2484.695504 sec): 3 clusters Score: Raw -484091.858399 + Penalty 1914.942367 = -482176.916032 nChanged 37 SP:Iteration 15Q (2484.818462 sec): 3 clusters Score: Raw -484098.909818 + Penalty 1914.942367 = -482183.967450 nChanged 36 SP:Iteration 16Q (2484.943196 sec): 3 clusters Score: Raw -484104.857166 + Penalty 1914.942367 = -482189.914799 nChanged 32 SP:Iteration 17Q (2485.057715 sec): 3 clusters Score: Raw -484111.978515 + Penalty 1914.942367 = -482197.036148 nChanged 36 SP:Iteration 18Q (2485.180560 sec): 3 clusters Score: Raw -484121.635844 + Penalty 1914.942367 = -482206.693477 nChanged 35 SP:Iteration 19Q (2485.287261 sec): 3 clusters Score: Raw -484131.335203 + Penalty 1914.942367 = -482216.392836 nChanged 50 SP:Iteration 20F (2485.429433 sec): 3 clusters Score: Raw -484152.296515 + Penalty 1914.942367 = -482237.354148 nChanged 63 SP:Iteration 21Q (2485.558152 sec): 3 clusters Score: Raw -484187.273957 + Penalty 1914.942367 = -482272.331589 nChanged 81 SP:Iteration 22Q (2485.665815 sec): 3 clusters Score: Raw -484230.479645 + Penalty 1914.942367 = -482315.537277 nChanged 85 SP:Iteration 23Q (2485.806596 sec): 3 clusters Score: Raw -484274.780943 + Penalty 1914.942367 = -482359.838575 nChanged 78 SP:Iteration 24Q (2485.917455 sec): 3 clusters Score: Raw -484311.567973 + Penalty 1914.942367 = -482396.625605 nChanged 64 SP:Iteration 25Q (2486.052961 sec): 3 clusters Score: Raw -484334.914709 + Penalty 1914.942367 = -482419.972341 nChanged 64 SP:Iteration 26Q (2486.210309 sec): 3 clusters Score: Raw -484356.116358 + Penalty 1914.942367 = -482441.173991 nChanged 63 SP:Iteration 27Q (2486.302431 sec): 3 clusters Score: Raw -484370.832923 + Penalty 1914.942367 = -482455.890556 nChanged 45 SP:Iteration 28Q (2486.433310 sec): 3 clusters Score: Raw -484380.660509 + Penalty 1914.942367 = -482465.718141 nChanged 34 SP:Iteration 29Q (2486.571752 sec): 3 clusters Score: Raw -484387.390030 + Penalty 1914.942367 = -482472.447663 nChanged 21 SP:Iteration 30Q (2486.705803 sec): 3 clusters Score: Raw -484390.457739 + Penalty 1914.942367 = -482475.515371 nChanged 17 SP:Iteration 31Q (2486.831742 sec): 3 clusters Score: Raw -484392.476223 + Penalty 1914.942367 = -482477.533855 nChanged 8 SP:Iteration 32Q (2486.957816 sec): 3 clusters Score: Raw -484393.171683 + Penalty 1914.942367 = -482478.229316 nChanged 12 SP:Iteration 33Q (2487.080442 sec): 3 clusters Score: Raw -484394.059420 + Penalty 1914.942367 = -482479.117052 nChanged 6 SP:Iteration 34Q (2487.205007 sec): 3 clusters Score: Raw -484394.374533 + Penalty 1914.942367 = -482479.432165 nChanged 9 SP:Iteration 35Q (2487.364674 sec): 3 clusters Score: Raw -484395.282472 + Penalty 1914.942367 = -482480.340105 nChanged 5 SP:Iteration 36Q (2487.492000 sec): 3 clusters Score: Raw -484395.630531 + Penalty 1914.942367 = -482480.688163 nChanged 2 SP:Iteration 37Q (2487.612855 sec): 3 clusters Score: Raw -484395.720294 + Penalty 1914.942367 = -482480.777927 nChanged 1 SP:Iteration 38Q (2487.719850 sec): 3 clusters Score: Raw -484395.745205 + Penalty 1914.942367 = -482480.802837 nChanged 1 SP:Iteration 39Q (2487.846723 sec): 3 clusters Score: Raw -484395.787432 + Penalty 1914.942367 = -482480.845065 nChanged 3 SP:Iteration 40F (2487.979470 sec): 3 clusters Score: Raw -484395.988566 + Penalty 1914.942367 = -482481.046198 nChanged 3 SP:Iteration 41Q (2488.102470 sec): 3 clusters Score: Raw -484396.193834 + Penalty 1914.942367 = -482481.251466 nChanged 1 SP:Iteration 42Q (2488.212166 sec): 3 clusters Score: Raw -484396.250165 + Penalty 1914.942367 = -482481.307798 nChanged 1 SP:Iteration 43Q (2488.303755 sec): 3 clusters Score: Raw -484396.312286 + Penalty 1914.942367 = -482481.369918 nChanged 0 SP:Iteration 44F (2488.422598 sec): 3 clusters Score: Raw -484396.312286 + Penalty 1914.942367 = -482481.369918 nChanged 0 Score: Raw -1989865.297675 + Penalty 10037.937675 = -1979827.360000 Splitting cluster 2 changes total score from -1979139.323056 to -1979827.360000 So it's getting split into cluster 6. Trying to split cluster 3 (6700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2489.162540 sec): 2 clusters Score: Raw -335262.763472 + Penalty 925.035595 = -334337.727877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2489.253881 sec): 3 clusters Score: Raw -331521.125692 + Penalty 1850.071189 = -329671.054503 nChanged 2876 SP:Iteration 1F (2489.349407 sec): 3 clusters Score: Raw -333572.228332 + Penalty 1850.071189 = -331722.157143 nChanged 688 SP:Iteration 2F (2489.463407 sec): 3 clusters Score: Raw -334295.595991 + Penalty 1850.071189 = -332445.524802 nChanged 652 SP:Iteration 3F (2489.584979 sec): 3 clusters Score: Raw -335021.270170 + Penalty 1850.071189 = -333171.198981 nChanged 594 SP:Iteration 4F (2489.710139 sec): 3 clusters Score: Raw -335654.589480 + Penalty 1850.071189 = -333804.518291 nChanged 485 SP:Iteration 5F (2489.798949 sec): 3 clusters Score: Raw -336134.290154 + Penalty 1850.071189 = -334284.218965 nChanged 410 SP:Iteration 6F (2489.920147 sec): 3 clusters Score: Raw -336572.390597 + Penalty 1850.071189 = -334722.319408 nChanged 332 SP:Iteration 7Q (2490.027317 sec): 3 clusters Score: Raw -336899.845695 + Penalty 1850.071189 = -335049.774506 nChanged 274 SP:Iteration 8Q (2490.124106 sec): 3 clusters Score: Raw -337133.538252 + Penalty 1850.071189 = -335283.467063 nChanged 222 SP:Iteration 9Q (2490.226029 sec): 3 clusters Score: Raw -337319.831863 + Penalty 1850.071189 = -335469.760674 nChanged 206 SP:Iteration 10Q (2490.327292 sec): 3 clusters Score: Raw -337506.133432 + Penalty 1850.071189 = -335656.062243 nChanged 192 SP:Iteration 11Q (2490.429897 sec): 3 clusters Score: Raw -337643.337015 + Penalty 1850.071189 = -335793.265826 nChanged 136 SP:Iteration 12Q (2490.545344 sec): 3 clusters Score: Raw -337730.807536 + Penalty 1850.071189 = -335880.736347 nChanged 104 SP:Iteration 13Q (2490.656840 sec): 3 clusters Score: Raw -337788.987310 + Penalty 1850.071189 = -335938.916121 nChanged 82 SP:Iteration 14Q (2490.753734 sec): 3 clusters Score: Raw -337824.250516 + Penalty 1850.071189 = -335974.179327 nChanged 48 SP:Iteration 15Q (2490.872024 sec): 3 clusters Score: Raw -337839.683431 + Penalty 1850.071189 = -335989.612242 nChanged 33 SP:Iteration 16Q (2490.947878 sec): 3 clusters Score: Raw -337846.641201 + Penalty 1850.071189 = -335996.570012 nChanged 22 SP:Iteration 17Q (2491.036927 sec): 3 clusters Score: Raw -337851.146285 + Penalty 1850.071189 = -336001.075095 nChanged 12 SP:Iteration 18Q (2491.145915 sec): 3 clusters Score: Raw -337852.974796 + Penalty 1850.071189 = -336002.903607 nChanged 7 SP:Iteration 19Q (2491.262031 sec): 3 clusters Score: Raw -337853.670604 + Penalty 1850.071189 = -336003.599415 nChanged 3 SP:Iteration 20F (2491.368852 sec): 3 clusters Score: Raw -337853.877866 + Penalty 1850.071189 = -336003.806677 nChanged 3 SP:Iteration 21Q (2491.454458 sec): 3 clusters Score: Raw -337854.302760 + Penalty 1850.071189 = -336004.231571 nChanged 2 SP:Iteration 22Q (2491.557298 sec): 3 clusters Score: Raw -337854.693570 + Penalty 1850.071189 = -336004.622381 nChanged 3 SP:Iteration 23Q (2491.636601 sec): 3 clusters Score: Raw -337855.619027 + Penalty 1850.071189 = -336005.547838 nChanged 1 SP:Iteration 24Q (2491.733562 sec): 3 clusters Score: Raw -337855.701005 + Penalty 1850.071189 = -336005.629816 nChanged 1 SP:Iteration 25Q (2491.816415 sec): 3 clusters Score: Raw -337855.798557 + Penalty 1850.071189 = -336005.727368 nChanged 0 SP:Iteration 26F (2491.901893 sec): 3 clusters Score: Raw -337855.798557 + Penalty 1850.071189 = -336005.727368 nChanged 0 Score: Raw -1992458.332760 + Penalty 11153.264084 = -1981305.068676 Splitting cluster 3 changes total score from -1979139.323056 to -1981305.068676 So it's getting split into cluster 10. Trying to split cluster 4 (1504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2492.650337 sec): 2 clusters Score: Raw -49467.774886 + Penalty 768.167768 = -48699.607118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2492.742181 sec): 3 clusters Score: Raw -48885.176148 + Penalty 1536.335536 = -47348.840612 nChanged 579 SP:Iteration 1F (2492.813261 sec): 3 clusters Score: Raw -49611.142145 + Penalty 1536.335536 = -48074.806609 nChanged 160 SP:Iteration 2F (2492.876882 sec): 3 clusters Score: Raw -49804.209233 + Penalty 1536.335536 = -48267.873697 nChanged 110 SP:Iteration 3F (2492.952986 sec): 3 clusters Score: Raw -49940.303262 + Penalty 1536.335536 = -48403.967726 nChanged 75 SP:Iteration 4Q (2493.033355 sec): 3 clusters Score: Raw -50035.840707 + Penalty 1536.335536 = -48499.505171 nChanged 62 SP:Iteration 5Q (2493.122901 sec): 3 clusters Score: Raw -50120.836564 + Penalty 1536.335536 = -48584.501028 nChanged 62 SP:Iteration 6Q (2493.145516 sec): 3 clusters Score: Raw -50182.907562 + Penalty 1536.335536 = -48646.572026 nChanged 56 SP:Iteration 7Q (2493.158124 sec): 3 clusters Score: Raw -50235.103110 + Penalty 1536.335536 = -48698.767574 nChanged 51 SP:Iteration 8Q (2493.170654 sec): 3 clusters Score: Raw -50273.688393 + Penalty 1536.335536 = -48737.352857 nChanged 26 SP:Iteration 9Q (2493.182965 sec): 3 clusters Score: Raw -50288.456956 + Penalty 1536.335536 = -48752.121420 nChanged 18 SP:Iteration 10Q (2493.195377 sec): 3 clusters Score: Raw -50298.003375 + Penalty 1536.335536 = -48761.667839 nChanged 9 SP:Iteration 11Q (2493.231274 sec): 3 clusters Score: Raw -50305.266478 + Penalty 1536.335536 = -48768.930942 nChanged 9 SP:Iteration 12Q (2493.295326 sec): 3 clusters Score: Raw -50310.074500 + Penalty 1536.335536 = -48773.738964 nChanged 11 SP:Iteration 13Q (2493.372280 sec): 3 clusters Score: Raw -50324.909943 + Penalty 1536.335536 = -48788.574407 nChanged 19 SP:Iteration 14Q (2493.450486 sec): 3 clusters Score: Raw -50332.998181 + Penalty 1536.335536 = -48796.662645 nChanged 4 SP:Iteration 15Q (2493.540448 sec): 3 clusters Score: Raw -50335.610053 + Penalty 1536.335536 = -48799.274517 nChanged 3 SP:Iteration 16Q (2493.598280 sec): 3 clusters Score: Raw -50336.897069 + Penalty 1536.335536 = -48800.561533 nChanged 3 SP:Iteration 17Q (2493.687440 sec): 3 clusters Score: Raw -50337.573905 + Penalty 1536.335536 = -48801.238369 nChanged 1 SP:Iteration 18Q (2493.764057 sec): 3 clusters Score: Raw -50337.689948 + Penalty 1536.335536 = -48801.354412 nChanged 0 SP:Iteration 19F (2493.860475 sec): 3 clusters Score: Raw -50337.689948 + Penalty 1536.335536 = -48801.354412 nChanged 0 Score: Raw -1993328.247821 + Penalty 12268.590492 = -1981059.657329 Splitting cluster 4 changes total score from -1979139.323056 to -1981059.657329 So it's getting split into cluster 11. Trying to split cluster 5 (12471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2494.665750 sec): 2 clusters Score: Raw -704307.835479 + Penalty 990.271929 = -703317.563550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2494.758578 sec): 3 clusters Score: Raw -696941.437254 + Penalty 1980.543858 = -694960.893397 nChanged 5524 SP:Iteration 1F (2494.847210 sec): 3 clusters Score: Raw -700371.309492 + Penalty 1980.543858 = -698390.765634 nChanged 939 SP:Iteration 2F (2494.985260 sec): 3 clusters Score: Raw -700959.385587 + Penalty 1980.543858 = -698978.841729 nChanged 889 SP:Iteration 3F (2495.080540 sec): 3 clusters Score: Raw -701537.512177 + Penalty 1980.543858 = -699556.968319 nChanged 820 SP:Iteration 4F (2495.178967 sec): 3 clusters Score: Raw -702090.317095 + Penalty 1980.543858 = -700109.773237 nChanged 735 SP:Iteration 5F (2495.246679 sec): 3 clusters Score: Raw -702568.892852 + Penalty 1980.543858 = -700588.348994 nChanged 608 SP:Iteration 6Q (2495.368571 sec): 3 clusters Score: Raw -702896.162837 + Penalty 1980.543858 = -700915.618979 nChanged 453 SP:Iteration 7Q (2495.464509 sec): 3 clusters Score: Raw -703097.017746 + Penalty 1980.543858 = -701116.473888 nChanged 364 SP:Iteration 8Q (2495.553347 sec): 3 clusters Score: Raw -703239.208049 + Penalty 1980.543858 = -701258.664191 nChanged 272 SP:Iteration 9Q (2495.648990 sec): 3 clusters Score: Raw -703330.021317 + Penalty 1980.543858 = -701349.477459 nChanged 202 SP:Iteration 10Q (2495.769042 sec): 3 clusters Score: Raw -703396.526790 + Penalty 1980.543858 = -701415.982932 nChanged 189 SP:Iteration 11Q (2495.891987 sec): 3 clusters Score: Raw -703454.756335 + Penalty 1980.543858 = -701474.212477 nChanged 187 SP:Iteration 12Q (2495.997679 sec): 3 clusters Score: Raw -703509.472367 + Penalty 1980.543858 = -701528.928509 nChanged 153 SP:Iteration 13Q (2496.121256 sec): 3 clusters Score: Raw -703550.029676 + Penalty 1980.543858 = -701569.485818 nChanged 122 SP:Iteration 14Q (2496.255277 sec): 3 clusters Score: Raw -703575.245799 + Penalty 1980.543858 = -701594.701941 nChanged 109 SP:Iteration 15Q (2496.429188 sec): 3 clusters Score: Raw -703601.908373 + Penalty 1980.543858 = -701621.364515 nChanged 104 SP:Iteration 16Q (2496.543587 sec): 3 clusters Score: Raw -703624.726419 + Penalty 1980.543858 = -701644.182561 nChanged 104 SP:Iteration 17Q (2496.693907 sec): 3 clusters Score: Raw -703645.183504 + Penalty 1980.543858 = -701664.639646 nChanged 92 SP:Iteration 18Q (2496.821400 sec): 3 clusters Score: Raw -703662.502950 + Penalty 1980.543858 = -701681.959093 nChanged 87 SP:Iteration 19Q (2496.964688 sec): 3 clusters Score: Raw -703681.601716 + Penalty 1980.543858 = -701701.057858 nChanged 104 SP:Iteration 20F (2497.110667 sec): 3 clusters Score: Raw -703703.865975 + Penalty 1980.543858 = -701723.322118 nChanged 96 SP:Iteration 21Q (2497.218861 sec): 3 clusters Score: Raw -703724.594499 + Penalty 1980.543858 = -701744.050641 nChanged 103 SP:Iteration 22Q (2497.344298 sec): 3 clusters Score: Raw -703746.873827 + Penalty 1980.543858 = -701766.329969 nChanged 90 SP:Iteration 23Q (2497.469733 sec): 3 clusters Score: Raw -703765.245010 + Penalty 1980.543858 = -701784.701152 nChanged 94 SP:Iteration 24Q (2497.593734 sec): 3 clusters Score: Raw -703784.857522 + Penalty 1980.543858 = -701804.313664 nChanged 88 SP:Iteration 25Q (2497.725427 sec): 3 clusters Score: Raw -703801.263450 + Penalty 1980.543858 = -701820.719592 nChanged 84 SP:Iteration 26Q (2497.891683 sec): 3 clusters Score: Raw -703816.266607 + Penalty 1980.543858 = -701835.722750 nChanged 74 SP:Iteration 27Q (2498.005337 sec): 3 clusters Score: Raw -703830.438778 + Penalty 1980.543858 = -701849.894920 nChanged 80 SP:Iteration 28Q (2498.168882 sec): 3 clusters Score: Raw -703846.122433 + Penalty 1980.543858 = -701865.578576 nChanged 69 SP:Iteration 29Q (2498.272328 sec): 3 clusters Score: Raw -703858.229316 + Penalty 1980.543858 = -701877.685458 nChanged 75 SP:Iteration 30Q (2498.425511 sec): 3 clusters Score: Raw -703873.096153 + Penalty 1980.543858 = -701892.552295 nChanged 76 SP:Iteration 31Q (2498.542380 sec): 3 clusters Score: Raw -703890.010548 + Penalty 1980.543858 = -701909.466690 nChanged 67 SP:Iteration 32Q (2498.693912 sec): 3 clusters Score: Raw -703901.413130 + Penalty 1980.543858 = -701920.869272 nChanged 67 SP:Iteration 33Q (2498.807789 sec): 3 clusters Score: Raw -703913.464388 + Penalty 1980.543858 = -701932.920530 nChanged 60 SP:Iteration 34Q (2498.953900 sec): 3 clusters Score: Raw -703922.916340 + Penalty 1980.543858 = -701942.372482 nChanged 57 SP:Iteration 35Q (2499.099902 sec): 3 clusters Score: Raw -703931.709895 + Penalty 1980.543858 = -701951.166037 nChanged 51 SP:Iteration 36Q (2499.241040 sec): 3 clusters Score: Raw -703939.720490 + Penalty 1980.543858 = -701959.176632 nChanged 44 SP:Iteration 37Q (2499.361835 sec): 3 clusters Score: Raw -703945.857075 + Penalty 1980.543858 = -701965.313217 nChanged 56 SP:Iteration 38Q (2499.506962 sec): 3 clusters Score: Raw -703957.402169 + Penalty 1980.543858 = -701976.858312 nChanged 68 SP:Iteration 39Q (2499.658290 sec): 3 clusters Score: Raw -703971.221723 + Penalty 1980.543858 = -701990.677865 nChanged 61 SP:Iteration 40F (2499.801801 sec): 3 clusters Score: Raw -703985.025509 + Penalty 1980.543858 = -702004.481651 nChanged 64 SP:Iteration 41Q (2499.947158 sec): 3 clusters Score: Raw -703998.739105 + Penalty 1980.543858 = -702018.195247 nChanged 56 SP:Iteration 42Q (2500.041011 sec): 3 clusters Score: Raw -704011.984954 + Penalty 1980.543858 = -702031.441096 nChanged 69 SP:Iteration 43Q (2500.172608 sec): 3 clusters Score: Raw -704026.367954 + Penalty 1980.543858 = -702045.824096 nChanged 62 SP:Iteration 44Q (2500.301100 sec): 3 clusters Score: Raw -704038.031881 + Penalty 1980.543858 = -702057.488023 nChanged 46 SP:Iteration 45Q (2500.437514 sec): 3 clusters Score: Raw -704047.284312 + Penalty 1980.543858 = -702066.740454 nChanged 47 SP:Iteration 46Q (2500.553154 sec): 3 clusters Score: Raw -704055.614538 + Penalty 1980.543858 = -702075.070680 nChanged 44 SP:Iteration 47Q (2500.713007 sec): 3 clusters Score: Raw -704065.032116 + Penalty 1980.543858 = -702084.488259 nChanged 53 SP:Iteration 48Q (2500.842819 sec): 3 clusters Score: Raw -704080.945889 + Penalty 1980.543858 = -702100.402032 nChanged 64 SP:Iteration 49Q (2500.967718 sec): 3 clusters Score: Raw -704099.047603 + Penalty 1980.543858 = -702118.503745 nChanged 62 SP:Iteration 50Q (2501.094105 sec): 3 clusters Score: Raw -704117.610248 + Penalty 1980.543858 = -702137.066390 nChanged 63 SP:Iteration 51Q (2501.215702 sec): 3 clusters Score: Raw -704135.231532 + Penalty 1980.543858 = -702154.687674 nChanged 53 SP:Iteration 52Q (2501.342277 sec): 3 clusters Score: Raw -704148.025070 + Penalty 1980.543858 = -702167.481212 nChanged 59 SP:Iteration 53Q (2501.492471 sec): 3 clusters Score: Raw -704163.782472 + Penalty 1980.543858 = -702183.238614 nChanged 65 SP:Iteration 54Q (2501.641666 sec): 3 clusters Score: Raw -704181.263300 + Penalty 1980.543858 = -702200.719442 nChanged 60 SP:Iteration 55Q (2501.765401 sec): 3 clusters Score: Raw -704198.859033 + Penalty 1980.543858 = -702218.315175 nChanged 51 SP:Iteration 56Q (2501.873756 sec): 3 clusters Score: Raw -704212.836674 + Penalty 1980.543858 = -702232.292816 nChanged 45 SP:Iteration 57Q (2502.001074 sec): 3 clusters Score: Raw -704222.383608 + Penalty 1980.543858 = -702241.839750 nChanged 38 SP:Iteration 58Q (2502.129275 sec): 3 clusters Score: Raw -704232.505133 + Penalty 1980.543858 = -702251.961276 nChanged 43 SP:Iteration 59Q (2502.251766 sec): 3 clusters Score: Raw -704244.713942 + Penalty 1980.543858 = -702264.170084 nChanged 38 SP:Iteration 60F (2502.356767 sec): 3 clusters Score: Raw -704254.074299 + Penalty 1980.543858 = -702273.530442 nChanged 33 SP:Iteration 61Q (2502.457513 sec): 3 clusters Score: Raw -704260.704952 + Penalty 1980.543858 = -702280.161094 nChanged 38 SP:Iteration 62Q (2502.580316 sec): 3 clusters Score: Raw -704268.620885 + Penalty 1980.543858 = -702288.077027 nChanged 35 SP:Iteration 63Q (2502.678857 sec): 3 clusters Score: Raw -704277.099242 + Penalty 1980.543858 = -702296.555384 nChanged 41 SP:Iteration 64Q (2502.777293 sec): 3 clusters Score: Raw -704286.907504 + Penalty 1980.543858 = -702306.363646 nChanged 38 SP:Iteration 65Q (2502.886403 sec): 3 clusters Score: Raw -704294.930815 + Penalty 1980.543858 = -702314.386957 nChanged 40 SP:Iteration 66Q (2503.016273 sec): 3 clusters Score: Raw -704305.242813 + Penalty 1980.543858 = -702324.698955 nChanged 50 SP:Iteration 67Q (2503.108882 sec): 3 clusters Score: Raw -704317.373042 + Penalty 1980.543858 = -702336.829184 nChanged 46 SP:Iteration 68Q (2503.237078 sec): 3 clusters Score: Raw -704328.357034 + Penalty 1980.543858 = -702347.813176 nChanged 46 SP:Iteration 69Q (2503.331023 sec): 3 clusters Score: Raw -704339.610403 + Penalty 1980.543858 = -702359.066546 nChanged 43 SP:Iteration 70Q (2503.438741 sec): 3 clusters Score: Raw -704349.385716 + Penalty 1980.543858 = -702368.841858 nChanged 34 SP:Iteration 71Q (2503.562356 sec): 3 clusters Score: Raw -704357.149945 + Penalty 1980.543858 = -702376.606087 nChanged 35 SP:Iteration 72Q (2503.660854 sec): 3 clusters Score: Raw -704364.711075 + Penalty 1980.543858 = -702384.167217 nChanged 29 SP:Iteration 73Q (2503.795407 sec): 3 clusters Score: Raw -704372.663519 + Penalty 1980.543858 = -702392.119661 nChanged 34 SP:Iteration 74Q (2503.888948 sec): 3 clusters Score: Raw -704382.230201 + Penalty 1980.543858 = -702401.686343 nChanged 27 SP:Iteration 75Q (2504.013716 sec): 3 clusters Score: Raw -704389.458630 + Penalty 1980.543858 = -702408.914772 nChanged 29 SP:Iteration 76Q (2504.119468 sec): 3 clusters Score: Raw -704397.639358 + Penalty 1980.543858 = -702417.095500 nChanged 19 SP:Iteration 77Q (2504.232688 sec): 3 clusters Score: Raw -704403.573360 + Penalty 1980.543858 = -702423.029502 nChanged 18 SP:Iteration 78Q (2504.326746 sec): 3 clusters Score: Raw -704409.406202 + Penalty 1980.543858 = -702428.862345 nChanged 24 SP:Iteration 79Q (2504.436505 sec): 3 clusters Score: Raw -704416.472228 + Penalty 1980.543858 = -702435.928371 nChanged 22 SP:Iteration 80F (2504.557149 sec): 3 clusters Score: Raw -704422.460430 + Penalty 1980.543858 = -702441.916572 nChanged 23 SP:Iteration 81Q (2504.655289 sec): 3 clusters Score: Raw -704427.055419 + Penalty 1980.543858 = -702446.511561 nChanged 16 SP:Iteration 82Q (2504.784004 sec): 3 clusters Score: Raw -704430.404194 + Penalty 1980.543858 = -702449.860336 nChanged 14 SP:Iteration 83Q (2504.880365 sec): 3 clusters Score: Raw -704432.851011 + Penalty 1980.543858 = -702452.307153 nChanged 13 SP:Iteration 84Q (2504.991946 sec): 3 clusters Score: Raw -704434.960375 + Penalty 1980.543858 = -702454.416517 nChanged 11 SP:Iteration 85Q (2505.113964 sec): 3 clusters Score: Raw -704437.111768 + Penalty 1980.543858 = -702456.567910 nChanged 11 SP:Iteration 86Q (2505.217670 sec): 3 clusters Score: Raw -704439.320156 + Penalty 1980.543858 = -702458.776298 nChanged 10 SP:Iteration 87Q (2505.329264 sec): 3 clusters Score: Raw -704441.830886 + Penalty 1980.543858 = -702461.287028 nChanged 3 SP:Iteration 88Q (2505.436512 sec): 3 clusters Score: Raw -704442.654027 + Penalty 1980.543858 = -702462.110169 nChanged 4 SP:Iteration 89Q (2505.528918 sec): 3 clusters Score: Raw -704443.520104 + Penalty 1980.543858 = -702462.976246 nChanged 3 SP:Iteration 90Q (2505.651559 sec): 3 clusters Score: Raw -704443.939401 + Penalty 1980.543858 = -702463.395543 nChanged 2 SP:Iteration 91Q (2505.767568 sec): 3 clusters Score: Raw -704444.238466 + Penalty 1980.543858 = -702463.694608 nChanged 2 SP:Iteration 92Q (2505.851524 sec): 3 clusters Score: Raw -704444.392288 + Penalty 1980.543858 = -702463.848430 nChanged 2 SP:Iteration 93Q (2505.951500 sec): 3 clusters Score: Raw -704444.530424 + Penalty 1980.543858 = -702463.986567 nChanged 1 SP:Iteration 94Q (2506.024278 sec): 3 clusters Score: Raw -704444.838021 + Penalty 1980.543858 = -702464.294163 nChanged 3 SP:Iteration 95Q (2506.121678 sec): 3 clusters Score: Raw -704445.540237 + Penalty 1980.543858 = -702464.996379 nChanged 5 SP:Iteration 96Q (2506.220508 sec): 3 clusters Score: Raw -704446.584378 + Penalty 1980.543858 = -702466.040521 nChanged 4 SP:Iteration 97Q (2506.313050 sec): 3 clusters Score: Raw -704447.409700 + Penalty 1980.543858 = -702466.865842 nChanged 5 SP:Iteration 98Q (2506.398581 sec): 3 clusters Score: Raw -704448.137294 + Penalty 1980.543858 = -702467.593436 nChanged 4 SP:Iteration 99Q (2506.493404 sec): 3 clusters Score: Raw -704448.738671 + Penalty 1980.543858 = -702468.194814 nChanged 4 SP:Iteration 100F (2506.576723 sec): 3 clusters Score: Raw -704449.594839 + Penalty 1980.543858 = -702469.050981 nChanged 3 SP:Iteration 101Q (2506.676396 sec): 3 clusters Score: Raw -704449.914173 + Penalty 1980.543858 = -702469.370315 nChanged 0 SP:Iteration 102F (2506.768796 sec): 3 clusters Score: Raw -704449.914173 + Penalty 1980.543858 = -702469.370315 nChanged 0 Trying to split cluster 7 (2628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2506.832695 sec): 2 clusters Score: Raw -109905.205970 + Penalty 826.767730 = -109078.438240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2506.901576 sec): 3 clusters Score: Raw -108599.408206 + Penalty 1653.535460 = -106945.872746 nChanged 1075 SP:Iteration 1F (2506.984706 sec): 3 clusters Score: Raw -109536.826336 + Penalty 1653.535460 = -107883.290876 nChanged 289 SP:Iteration 2F (2507.070875 sec): 3 clusters Score: Raw -109920.025314 + Penalty 1653.535460 = -108266.489855 nChanged 231 SP:Iteration 3F (2507.142417 sec): 3 clusters Score: Raw -110250.929847 + Penalty 1653.535460 = -108597.394387 nChanged 185 SP:Iteration 4F (2507.229507 sec): 3 clusters Score: Raw -110519.093443 + Penalty 1653.535460 = -108865.557984 nChanged 153 SP:Iteration 5F (2507.313872 sec): 3 clusters Score: Raw -110802.621132 + Penalty 1653.535460 = -109149.085672 nChanged 157 SP:Iteration 6F (2507.400483 sec): 3 clusters Score: Raw -111211.341402 + Penalty 1653.535460 = -109557.805942 nChanged 172 SP:Iteration 7F (2507.478513 sec): 3 clusters Score: Raw -111765.948798 + Penalty 1653.535460 = -110112.413338 nChanged 107 SP:Iteration 8Q (2507.541903 sec): 3 clusters Score: Raw -111973.836632 + Penalty 1653.535460 = -110320.301172 nChanged 44 SP:Iteration 9Q (2507.625368 sec): 3 clusters Score: Raw -112005.736998 + Penalty 1653.535460 = -110352.201539 nChanged 12 SP:Iteration 10Q (2507.723236 sec): 3 clusters Score: Raw -112014.896803 + Penalty 1653.535460 = -110361.361344 nChanged 11 SP:Iteration 11Q (2507.807090 sec): 3 clusters Score: Raw -112019.477638 + Penalty 1653.535460 = -110365.942178 nChanged 3 SP:Iteration 12Q (2507.873958 sec): 3 clusters Score: Raw -112020.552235 + Penalty 1653.535460 = -110367.016775 nChanged 2 SP:Iteration 13Q (2507.954095 sec): 3 clusters Score: Raw -112021.175121 + Penalty 1653.535460 = -110367.639662 nChanged 1 SP:Iteration 14Q (2508.011149 sec): 3 clusters Score: Raw -112021.299885 + Penalty 1653.535460 = -110367.764425 nChanged 0 SP:Iteration 15F (2508.088472 sec): 3 clusters Score: Raw -112021.299885 + Penalty 1653.535460 = -110367.764425 nChanged 0 Score: Raw -1995444.341736 + Penalty 13383.916901 = -1982060.424836 Splitting cluster 7 changes total score from -1979139.323056 to -1982060.424836 So it's getting split into cluster 12. Trying to split cluster 8 (912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2508.934509 sec): 2 clusters Score: Raw -36975.715180 + Penalty 715.642199 = -36260.072982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2509.007971 sec): 3 clusters Score: Raw -36655.201790 + Penalty 1431.284398 = -35223.917392 nChanged 316 SP:Iteration 1F (2509.077263 sec): 3 clusters Score: Raw -37087.213975 + Penalty 1431.284398 = -35655.929577 nChanged 103 SP:Iteration 2F (2509.172965 sec): 3 clusters Score: Raw -37249.025396 + Penalty 1431.284398 = -35817.740998 nChanged 60 SP:Iteration 3F (2509.238006 sec): 3 clusters Score: Raw -37333.197681 + Penalty 1431.284398 = -35901.913283 nChanged 41 SP:Iteration 4Q (2509.309688 sec): 3 clusters Score: Raw -37423.833225 + Penalty 1431.284398 = -35992.548827 nChanged 33 SP:Iteration 5Q (2509.365992 sec): 3 clusters Score: Raw -37478.851312 + Penalty 1431.284398 = -36047.566914 nChanged 19 SP:Iteration 6Q (2509.461185 sec): 3 clusters Score: Raw -37505.598573 + Penalty 1431.284398 = -36074.314175 nChanged 18 SP:Iteration 7Q (2509.531418 sec): 3 clusters Score: Raw -37528.253170 + Penalty 1431.284398 = -36096.968772 nChanged 17 SP:Iteration 8Q (2509.615431 sec): 3 clusters Score: Raw -37553.580618 + Penalty 1431.284398 = -36122.296220 nChanged 8 SP:Iteration 9Q (2509.712587 sec): 3 clusters Score: Raw -37560.757350 + Penalty 1431.284398 = -36129.472952 nChanged 2 SP:Iteration 10Q (2509.801529 sec): 3 clusters Score: Raw -37562.408445 + Penalty 1431.284398 = -36131.124047 nChanged 0 SP:Iteration 11F (2509.900044 sec): 3 clusters Score: Raw -37562.408445 + Penalty 1431.284398 = -36131.124047 nChanged 0 Trying to split cluster 9 (2669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2509.929027 sec): 2 clusters Score: Raw -116717.380955 + Penalty 828.393211 = -115888.987744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2510.019159 sec): 3 clusters Score: Raw -115419.672118 + Penalty 1656.786421 = -113762.885697 nChanged 1067 SP:Iteration 1F (2510.113203 sec): 3 clusters Score: Raw -116333.020557 + Penalty 1656.786421 = -114676.234135 nChanged 280 SP:Iteration 2F (2510.207736 sec): 3 clusters Score: Raw -116697.725838 + Penalty 1656.786421 = -115040.939416 nChanged 244 SP:Iteration 3F (2510.298687 sec): 3 clusters Score: Raw -117007.588575 + Penalty 1656.786421 = -115350.802153 nChanged 176 SP:Iteration 4F (2510.407659 sec): 3 clusters Score: Raw -117242.329599 + Penalty 1656.786421 = -115585.543177 nChanged 135 SP:Iteration 5F (2510.518714 sec): 3 clusters Score: Raw -117439.541863 + Penalty 1656.786421 = -115782.755442 nChanged 123 SP:Iteration 6Q (2510.609965 sec): 3 clusters Score: Raw -117576.650118 + Penalty 1656.786421 = -115919.863697 nChanged 82 SP:Iteration 7Q (2510.726394 sec): 3 clusters Score: Raw -117640.417952 + Penalty 1656.786421 = -115983.631531 nChanged 50 SP:Iteration 8Q (2510.809935 sec): 3 clusters Score: Raw -117672.618815 + Penalty 1656.786421 = -116015.832394 nChanged 32 SP:Iteration 9Q (2510.903498 sec): 3 clusters Score: Raw -117687.873111 + Penalty 1656.786421 = -116031.086689 nChanged 21 SP:Iteration 10Q (2511.027994 sec): 3 clusters Score: Raw -117696.740616 + Penalty 1656.786421 = -116039.954195 nChanged 15 SP:Iteration 11Q (2511.139486 sec): 3 clusters Score: Raw -117703.407309 + Penalty 1656.786421 = -116046.620888 nChanged 11 SP:Iteration 12Q (2511.223905 sec): 3 clusters Score: Raw -117707.551584 + Penalty 1656.786421 = -116050.765163 nChanged 9 SP:Iteration 13Q (2511.304174 sec): 3 clusters Score: Raw -117712.740336 + Penalty 1656.786421 = -116055.953914 nChanged 5 SP:Iteration 14Q (2511.389544 sec): 3 clusters Score: Raw -117713.917796 + Penalty 1656.786421 = -116057.131375 nChanged 2 SP:Iteration 15Q (2511.473271 sec): 3 clusters Score: Raw -117714.547314 + Penalty 1656.786421 = -116057.760893 nChanged 1 SP:Iteration 16Q (2511.557762 sec): 3 clusters Score: Raw -117714.716629 + Penalty 1656.786421 = -116057.930208 nChanged 1 SP:Iteration 17Q (2511.636150 sec): 3 clusters Score: Raw -117715.282551 + Penalty 1656.786421 = -116058.496130 nChanged 2 SP:Iteration 18Q (2511.720896 sec): 3 clusters Score: Raw -117716.702924 + Penalty 1656.786421 = -116059.916503 nChanged 4 SP:Iteration 19Q (2511.802140 sec): 3 clusters Score: Raw -117719.699147 + Penalty 1656.786421 = -116062.912725 nChanged 5 SP:Iteration 20F (2511.886715 sec): 3 clusters Score: Raw -117722.706309 + Penalty 1656.786421 = -116065.919888 nChanged 6 SP:Iteration 21Q (2511.988334 sec): 3 clusters Score: Raw -117725.208470 + Penalty 1656.786421 = -116068.422048 nChanged 11 SP:Iteration 22Q (2512.162540 sec): 3 clusters Score: Raw -117733.002730 + Penalty 1656.786421 = -116076.216308 nChanged 11 SP:Iteration 23Q (2512.272748 sec): 3 clusters Score: Raw -117738.777962 + Penalty 1656.786421 = -116081.991541 nChanged 8 SP:Iteration 24Q (2512.371789 sec): 3 clusters Score: Raw -117742.143166 + Penalty 1656.786421 = -116085.356744 nChanged 4 SP:Iteration 25Q (2512.469249 sec): 3 clusters Score: Raw -117744.152650 + Penalty 1656.786421 = -116087.366228 nChanged 9 SP:Iteration 26Q (2512.563548 sec): 3 clusters Score: Raw -117748.575669 + Penalty 1656.786421 = -116091.789247 nChanged 7 SP:Iteration 27Q (2512.657560 sec): 3 clusters Score: Raw -117753.981402 + Penalty 1656.786421 = -116097.194981 nChanged 12 SP:Iteration 28Q (2512.748878 sec): 3 clusters Score: Raw -117760.507250 + Penalty 1656.786421 = -116103.720829 nChanged 7 SP:Iteration 29Q (2512.833626 sec): 3 clusters Score: Raw -117763.747568 + Penalty 1656.786421 = -116106.961146 nChanged 7 SP:Iteration 30Q (2512.923742 sec): 3 clusters Score: Raw -117766.926322 + Penalty 1656.786421 = -116110.139901 nChanged 4 SP:Iteration 31Q (2513.013288 sec): 3 clusters Score: Raw -117768.663839 + Penalty 1656.786421 = -116111.877417 nChanged 5 SP:Iteration 32Q (2513.104308 sec): 3 clusters Score: Raw -117770.159646 + Penalty 1656.786421 = -116113.373225 nChanged 5 SP:Iteration 33Q (2513.193335 sec): 3 clusters Score: Raw -117772.321677 + Penalty 1656.786421 = -116115.535256 nChanged 3 SP:Iteration 34Q (2513.283895 sec): 3 clusters Score: Raw -117775.049126 + Penalty 1656.786421 = -116118.262704 nChanged 3 SP:Iteration 35Q (2513.374863 sec): 3 clusters Score: Raw -117775.926904 + Penalty 1656.786421 = -116119.140483 nChanged 1 SP:Iteration 36Q (2513.465802 sec): 3 clusters Score: Raw -117776.914304 + Penalty 1656.786421 = -116120.127883 nChanged 5 SP:Iteration 37Q (2513.565073 sec): 3 clusters Score: Raw -117779.485486 + Penalty 1656.786421 = -116122.699065 nChanged 2 SP:Iteration 38Q (2513.621748 sec): 3 clusters Score: Raw -117780.457774 + Penalty 1656.786421 = -116123.671353 nChanged 3 SP:Iteration 39Q (2513.757278 sec): 3 clusters Score: Raw -117781.963903 + Penalty 1656.786421 = -116125.177482 nChanged 5 SP:Iteration 40F (2513.851847 sec): 3 clusters Score: Raw -117786.024190 + Penalty 1656.786421 = -116129.237769 nChanged 6 SP:Iteration 41Q (2513.973269 sec): 3 clusters Score: Raw -117787.570899 + Penalty 1656.786421 = -116130.784478 nChanged 3 SP:Iteration 42Q (2514.078157 sec): 3 clusters Score: Raw -117788.367893 + Penalty 1656.786421 = -116131.581471 nChanged 1 SP:Iteration 43Q (2514.164007 sec): 3 clusters Score: Raw -117788.620367 + Penalty 1656.786421 = -116131.833946 nChanged 0 SP:Iteration 44F (2514.249640 sec): 3 clusters Score: Raw -117788.620367 + Penalty 1656.786421 = -116131.833946 nChanged 0 Score: Raw -1996515.581149 + Penalty 14499.243309 = -1982016.337840 Splitting cluster 9 changes total score from -1979139.323056 to -1982016.337840 So it's getting split into cluster 13. Iteration 20F (2516.339886 sec): 14 clusters Score: Raw -1998527.063196 + Penalty 14499.243309 = -1984027.819887 nChanged 2680 Iteration 21F (2517.180647 sec): 14 clusters Score: Raw -1999757.469308 + Penalty 14499.243309 = -1985258.225999 nChanged 1157 Iteration 22Q (2517.913516 sec): 14 clusters Score: Raw -2000197.774435 + Penalty 14499.243309 = -1985698.531126 nChanged 740 Iteration 23Q (2518.640420 sec): 14 clusters Score: Raw -2000446.560528 + Penalty 14499.243309 = -1985947.317219 nChanged 564 Iteration 24Q (2519.361707 sec): 14 clusters Score: Raw -2000622.716951 + Penalty 14499.243309 = -1986123.473642 nChanged 442 Iteration 25Q (2520.121176 sec): 14 clusters Score: Raw -2000751.110787 + Penalty 14499.243309 = -1986251.867478 nChanged 354 Iteration 26Q (2520.841227 sec): 14 clusters Score: Raw -2000846.207208 + Penalty 14499.243309 = -1986346.963899 nChanged 312 Iteration 27Q (2521.612608 sec): 14 clusters Score: Raw -2000931.853897 + Penalty 14499.243309 = -1986432.610588 nChanged 279 Iteration 28Q (2522.370744 sec): 14 clusters Score: Raw -2001000.809682 + Penalty 14499.243309 = -1986501.566373 nChanged 220 Iteration 29Q (2523.096712 sec): 14 clusters Score: Raw -2001043.380299 + Penalty 14499.243309 = -1986544.136990 nChanged 177 Iteration 30Q (2523.820545 sec): 14 clusters Score: Raw -2001073.192157 + Penalty 14499.243309 = -1986573.948848 nChanged 124 Iteration 31Q (2524.598108 sec): 14 clusters Score: Raw -2001092.781565 + Penalty 14499.243309 = -1986593.538256 nChanged 123 Iteration 32Q (2525.529155 sec): 14 clusters Score: Raw -2001113.536960 + Penalty 14499.243309 = -1986614.293651 nChanged 103 Iteration 33Q (2526.415718 sec): 14 clusters Score: Raw -2001128.835176 + Penalty 14499.243309 = -1986629.591867 nChanged 86 Iteration 34Q (2527.337708 sec): 14 clusters Score: Raw -2001140.248115 + Penalty 14499.243309 = -1986641.004806 nChanged 68 Iteration 35Q (2528.213213 sec): 14 clusters Score: Raw -2001149.195509 + Penalty 14499.243309 = -1986649.952200 nChanged 64 Iteration 36Q (2529.088396 sec): 14 clusters Score: Raw -2001157.814421 + Penalty 14499.243309 = -1986658.571112 nChanged 61 Iteration 37Q (2530.088131 sec): 14 clusters Score: Raw -2001166.547109 + Penalty 14499.243309 = -1986667.303800 nChanged 54 Iteration 38Q (2530.940998 sec): 14 clusters Score: Raw -2001172.759505 + Penalty 14499.243309 = -1986673.516196 nChanged 46 Iteration 39Q (2531.797232 sec): 14 clusters Score: Raw -2001179.637148 + Penalty 14499.243309 = -1986680.393839 nChanged 28 Iteration 40F (2532.805655 sec): 14 clusters Score: Raw -2001229.184844 + Penalty 14499.243309 = -1986729.941535 nChanged 36 Iteration 41Q (2533.529970 sec): 14 clusters Score: Raw -2001311.865426 + Penalty 14499.243309 = -1986812.622117 nChanged 36 Iteration 42Q (2534.244545 sec): 14 clusters Score: Raw -2001319.167988 + Penalty 14499.243309 = -1986819.924679 nChanged 44 Iteration 43Q (2534.947862 sec): 14 clusters Score: Raw -2001326.915929 + Penalty 14499.243309 = -1986827.672620 nChanged 37 Iteration 44Q (2535.687938 sec): 14 clusters Score: Raw -2001333.958717 + Penalty 14499.243309 = -1986834.715408 nChanged 38 Iteration 45Q (2536.406247 sec): 14 clusters Score: Raw -2001345.485671 + Penalty 14499.243309 = -1986846.242362 nChanged 41 Iteration 46Q (2537.151678 sec): 14 clusters Score: Raw -2001362.066061 + Penalty 14499.243309 = -1986862.822752 nChanged 38 Iteration 47Q (2537.914379 sec): 14 clusters Score: Raw -2001380.065569 + Penalty 14499.243309 = -1986880.822260 nChanged 34 Iteration 48Q (2538.650151 sec): 14 clusters Score: Raw -2001398.428999 + Penalty 14499.243309 = -1986899.185690 nChanged 26 Iteration 49Q (2539.376901 sec): 14 clusters Score: Raw -2001409.442928 + Penalty 14499.243309 = -1986910.199619 nChanged 27 Iteration 50Q (2540.162708 sec): 14 clusters Score: Raw -2001421.653487 + Penalty 14499.243309 = -1986922.410178 nChanged 27 Iteration 51Q (2541.047499 sec): 14 clusters Score: Raw -2001429.930890 + Penalty 14499.243309 = -1986930.687581 nChanged 30 Iteration 52Q (2541.937794 sec): 14 clusters Score: Raw -2001438.290698 + Penalty 14499.243309 = -1986939.047389 nChanged 26 Iteration 53Q (2542.923122 sec): 14 clusters Score: Raw -2001442.841566 + Penalty 14499.243309 = -1986943.598257 nChanged 27 Iteration 54Q (2543.832202 sec): 14 clusters Score: Raw -2001446.753786 + Penalty 14499.243309 = -1986947.510477 nChanged 27 Iteration 55Q (2544.714019 sec): 14 clusters Score: Raw -2001451.023847 + Penalty 14499.243309 = -1986951.780538 nChanged 22 Iteration 56Q (2545.630302 sec): 14 clusters Score: Raw -2001453.453466 + Penalty 14499.243309 = -1986954.210157 nChanged 17 Iteration 57Q (2546.491486 sec): 14 clusters Score: Raw -2001456.085718 + Penalty 14499.243309 = -1986956.842409 nChanged 27 Iteration 58Q (2547.377692 sec): 14 clusters Score: Raw -2001459.570341 + Penalty 14499.243309 = -1986960.327032 nChanged 23 Writing temp clu file Because OldScore, -1986956.842409, is greater than current (better) Score,-1986960.327032 Compute initial score before splitting: Score: Raw -2001459.570341 + Penalty 14499.243309 = -1986960.327032 Trying to split cluster 1 (4561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2547.464126 sec): 2 clusters Score: Raw -212065.391230 + Penalty 884.656204 = -211180.735026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2547.535811 sec): 3 clusters Score: Raw -209694.035951 + Penalty 1769.312407 = -207924.723544 nChanged 1872 SP:Iteration 1F (2547.632103 sec): 3 clusters Score: Raw -210936.735824 + Penalty 1769.312407 = -209167.423417 nChanged 398 SP:Iteration 2F (2547.714459 sec): 3 clusters Score: Raw -211242.527204 + Penalty 1769.312407 = -209473.214797 nChanged 304 SP:Iteration 3F (2547.791349 sec): 3 clusters Score: Raw -211458.648667 + Penalty 1769.312407 = -209689.336260 nChanged 254 SP:Iteration 4F (2547.873035 sec): 3 clusters Score: Raw -211643.207215 + Penalty 1769.312407 = -209873.894808 nChanged 219 SP:Iteration 5Q (2547.971661 sec): 3 clusters Score: Raw -211796.487051 + Penalty 1769.312407 = -210027.174643 nChanged 176 SP:Iteration 6Q (2548.046195 sec): 3 clusters Score: Raw -211912.018155 + Penalty 1769.312407 = -210142.705748 nChanged 146 SP:Iteration 7Q (2548.131038 sec): 3 clusters Score: Raw -211995.950904 + Penalty 1769.312407 = -210226.638497 nChanged 141 SP:Iteration 8Q (2548.207057 sec): 3 clusters Score: Raw -212081.435542 + Penalty 1769.312407 = -210312.123134 nChanged 134 SP:Iteration 9Q (2548.277907 sec): 3 clusters Score: Raw -212186.762455 + Penalty 1769.312407 = -210417.450048 nChanged 138 SP:Iteration 10Q (2548.374160 sec): 3 clusters Score: Raw -212306.055018 + Penalty 1769.312407 = -210536.742611 nChanged 134 SP:Iteration 11Q (2548.440421 sec): 3 clusters Score: Raw -212428.226873 + Penalty 1769.312407 = -210658.914466 nChanged 143 SP:Iteration 12Q (2548.510199 sec): 3 clusters Score: Raw -212556.214139 + Penalty 1769.312407 = -210786.901731 nChanged 144 SP:Iteration 13Q (2548.599526 sec): 3 clusters Score: Raw -212668.901742 + Penalty 1769.312407 = -210899.589335 nChanged 104 SP:Iteration 14Q (2548.666595 sec): 3 clusters Score: Raw -212757.133724 + Penalty 1769.312407 = -210987.821317 nChanged 96 SP:Iteration 15Q (2548.751597 sec): 3 clusters Score: Raw -212829.937486 + Penalty 1769.312407 = -211060.625079 nChanged 80 SP:Iteration 16Q (2548.825966 sec): 3 clusters Score: Raw -212894.757002 + Penalty 1769.312407 = -211125.444595 nChanged 71 SP:Iteration 17Q (2548.918555 sec): 3 clusters Score: Raw -212955.310799 + Penalty 1769.312407 = -211185.998392 nChanged 62 SP:Iteration 18Q (2548.990995 sec): 3 clusters Score: Raw -212993.389633 + Penalty 1769.312407 = -211224.077226 nChanged 49 SP:Iteration 19Q (2549.063950 sec): 3 clusters Score: Raw -213025.474766 + Penalty 1769.312407 = -211256.162359 nChanged 33 SP:Iteration 20F (2549.150781 sec): 3 clusters Score: Raw -213040.881210 + Penalty 1769.312407 = -211271.568802 nChanged 27 SP:Iteration 21Q (2549.239628 sec): 3 clusters Score: Raw -213051.798748 + Penalty 1769.312407 = -211282.486341 nChanged 25 SP:Iteration 22Q (2549.301213 sec): 3 clusters Score: Raw -213063.256379 + Penalty 1769.312407 = -211293.943972 nChanged 17 SP:Iteration 23Q (2549.384512 sec): 3 clusters Score: Raw -213069.554026 + Penalty 1769.312407 = -211300.241619 nChanged 12 SP:Iteration 24Q (2549.460960 sec): 3 clusters Score: Raw -213073.928195 + Penalty 1769.312407 = -211304.615788 nChanged 20 SP:Iteration 25Q (2549.550839 sec): 3 clusters Score: Raw -213081.217225 + Penalty 1769.312407 = -211311.904818 nChanged 11 SP:Iteration 26Q (2549.635143 sec): 3 clusters Score: Raw -213087.403378 + Penalty 1769.312407 = -211318.090971 nChanged 12 SP:Iteration 27Q (2549.714972 sec): 3 clusters Score: Raw -213091.593295 + Penalty 1769.312407 = -211322.280888 nChanged 10 SP:Iteration 28Q (2549.787835 sec): 3 clusters Score: Raw -213094.977380 + Penalty 1769.312407 = -211325.664972 nChanged 9 SP:Iteration 29Q (2549.870463 sec): 3 clusters Score: Raw -213098.720734 + Penalty 1769.312407 = -211329.408327 nChanged 16 SP:Iteration 30Q (2549.956379 sec): 3 clusters Score: Raw -213104.860767 + Penalty 1769.312407 = -211335.548360 nChanged 17 SP:Iteration 31Q (2550.015211 sec): 3 clusters Score: Raw -213113.219098 + Penalty 1769.312407 = -211343.906691 nChanged 10 SP:Iteration 32Q (2550.110497 sec): 3 clusters Score: Raw -213115.598682 + Penalty 1769.312407 = -211346.286275 nChanged 6 SP:Iteration 33Q (2550.195392 sec): 3 clusters Score: Raw -213116.831709 + Penalty 1769.312407 = -211347.519302 nChanged 5 SP:Iteration 34Q (2550.282575 sec): 3 clusters Score: Raw -213118.814108 + Penalty 1769.312407 = -211349.501701 nChanged 8 SP:Iteration 35Q (2550.362362 sec): 3 clusters Score: Raw -213123.011521 + Penalty 1769.312407 = -211353.699114 nChanged 8 SP:Iteration 36Q (2550.426070 sec): 3 clusters Score: Raw -213125.604080 + Penalty 1769.312407 = -211356.291673 nChanged 6 SP:Iteration 37Q (2550.490983 sec): 3 clusters Score: Raw -213127.419535 + Penalty 1769.312407 = -211358.107128 nChanged 6 SP:Iteration 38Q (2550.570657 sec): 3 clusters Score: Raw -213128.940227 + Penalty 1769.312407 = -211359.627820 nChanged 6 SP:Iteration 39Q (2550.647378 sec): 3 clusters Score: Raw -213131.071592 + Penalty 1769.312407 = -211361.759185 nChanged 4 SP:Iteration 40F (2550.734619 sec): 3 clusters Score: Raw -213132.155515 + Penalty 1769.312407 = -211362.843107 nChanged 6 SP:Iteration 41Q (2550.818198 sec): 3 clusters Score: Raw -213133.519478 + Penalty 1769.312407 = -211364.207071 nChanged 2 SP:Iteration 42Q (2550.897283 sec): 3 clusters Score: Raw -213134.388343 + Penalty 1769.312407 = -211365.075936 nChanged 2 SP:Iteration 43Q (2550.979387 sec): 3 clusters Score: Raw -213134.781544 + Penalty 1769.312407 = -211365.469137 nChanged 1 SP:Iteration 44Q (2551.062621 sec): 3 clusters Score: Raw -213135.147520 + Penalty 1769.312407 = -211365.835113 nChanged 2 SP:Iteration 45Q (2551.137484 sec): 3 clusters Score: Raw -213135.535138 + Penalty 1769.312407 = -211366.222731 nChanged 2 SP:Iteration 46Q (2551.234900 sec): 3 clusters Score: Raw -213135.898032 + Penalty 1769.312407 = -211366.585625 nChanged 3 SP:Iteration 47Q (2551.309213 sec): 3 clusters Score: Raw -213136.451478 + Penalty 1769.312407 = -211367.139071 nChanged 2 SP:Iteration 48Q (2551.381611 sec): 3 clusters Score: Raw -213136.966680 + Penalty 1769.312407 = -211367.654273 nChanged 0 SP:Iteration 49F (2551.455396 sec): 3 clusters Score: Raw -213136.966680 + Penalty 1769.312407 = -211367.654273 nChanged 0 Score: Raw -2002533.461259 + Penalty 15614.569717 = -1986918.891541 Splitting cluster 1 changes total score from -1986960.327032 to -1986918.891541 So it's not getting split. Trying to split cluster 2 (5662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2552.444609 sec): 2 clusters Score: Raw -300970.891364 + Penalty 907.360909 = -300063.530455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2552.531582 sec): 3 clusters Score: Raw -297853.682607 + Penalty 1814.721818 = -296038.960789 nChanged 2465 SP:Iteration 1F (2552.597376 sec): 3 clusters Score: Raw -299616.776323 + Penalty 1814.721818 = -297802.054505 nChanged 491 SP:Iteration 2F (2552.693886 sec): 3 clusters Score: Raw -299999.358470 + Penalty 1814.721818 = -298184.636652 nChanged 416 SP:Iteration 3F (2552.782622 sec): 3 clusters Score: Raw -300327.179775 + Penalty 1814.721818 = -298512.457957 nChanged 344 SP:Iteration 4F (2552.869304 sec): 3 clusters Score: Raw -300560.568021 + Penalty 1814.721818 = -298745.846203 nChanged 240 SP:Iteration 5Q (2552.941519 sec): 3 clusters Score: Raw -300693.696497 + Penalty 1814.721818 = -298878.974679 nChanged 174 SP:Iteration 6Q (2553.013105 sec): 3 clusters Score: Raw -300784.438598 + Penalty 1814.721818 = -298969.716780 nChanged 158 SP:Iteration 7Q (2553.124566 sec): 3 clusters Score: Raw -300869.984010 + Penalty 1814.721818 = -299055.262192 nChanged 143 SP:Iteration 8Q (2553.215345 sec): 3 clusters Score: Raw -300952.488395 + Penalty 1814.721818 = -299137.766577 nChanged 140 SP:Iteration 9Q (2553.324201 sec): 3 clusters Score: Raw -301021.805966 + Penalty 1814.721818 = -299207.084149 nChanged 114 SP:Iteration 10Q (2553.433766 sec): 3 clusters Score: Raw -301076.397166 + Penalty 1814.721818 = -299261.675348 nChanged 105 SP:Iteration 11Q (2553.538944 sec): 3 clusters Score: Raw -301128.032643 + Penalty 1814.721818 = -299313.310825 nChanged 90 SP:Iteration 12Q (2553.661420 sec): 3 clusters Score: Raw -301165.783800 + Penalty 1814.721818 = -299351.061982 nChanged 70 SP:Iteration 13Q (2553.740849 sec): 3 clusters Score: Raw -301196.651841 + Penalty 1814.721818 = -299381.930023 nChanged 68 SP:Iteration 14Q (2553.838255 sec): 3 clusters Score: Raw -301225.196145 + Penalty 1814.721818 = -299410.474327 nChanged 58 SP:Iteration 15Q (2553.941706 sec): 3 clusters Score: Raw -301253.582568 + Penalty 1814.721818 = -299438.860750 nChanged 67 SP:Iteration 16Q (2554.024161 sec): 3 clusters Score: Raw -301286.124894 + Penalty 1814.721818 = -299471.403076 nChanged 62 SP:Iteration 17Q (2554.144495 sec): 3 clusters Score: Raw -301306.537112 + Penalty 1814.721818 = -299491.815294 nChanged 48 SP:Iteration 18Q (2554.262694 sec): 3 clusters Score: Raw -301324.589041 + Penalty 1814.721818 = -299509.867224 nChanged 52 SP:Iteration 19Q (2554.374752 sec): 3 clusters Score: Raw -301344.042409 + Penalty 1814.721818 = -299529.320591 nChanged 49 SP:Iteration 20F (2554.501045 sec): 3 clusters Score: Raw -301357.839828 + Penalty 1814.721818 = -299543.118010 nChanged 41 SP:Iteration 21Q (2554.631099 sec): 3 clusters Score: Raw -301369.767868 + Penalty 1814.721818 = -299555.046050 nChanged 34 SP:Iteration 22Q (2554.729735 sec): 3 clusters Score: Raw -301378.202486 + Penalty 1814.721818 = -299563.480668 nChanged 32 SP:Iteration 23Q (2554.825290 sec): 3 clusters Score: Raw -301386.599713 + Penalty 1814.721818 = -299571.877896 nChanged 39 SP:Iteration 24Q (2554.931732 sec): 3 clusters Score: Raw -301395.235228 + Penalty 1814.721818 = -299580.513410 nChanged 22 SP:Iteration 25Q (2555.043762 sec): 3 clusters Score: Raw -301400.252311 + Penalty 1814.721818 = -299585.530493 nChanged 19 SP:Iteration 26Q (2555.142939 sec): 3 clusters Score: Raw -301405.017376 + Penalty 1814.721818 = -299590.295558 nChanged 18 SP:Iteration 27Q (2555.244282 sec): 3 clusters Score: Raw -301408.971789 + Penalty 1814.721818 = -299594.249972 nChanged 16 SP:Iteration 28Q (2555.346359 sec): 3 clusters Score: Raw -301412.617792 + Penalty 1814.721818 = -299597.895974 nChanged 16 SP:Iteration 29Q (2555.446728 sec): 3 clusters Score: Raw -301417.232565 + Penalty 1814.721818 = -299602.510747 nChanged 18 SP:Iteration 30Q (2555.541978 sec): 3 clusters Score: Raw -301421.557633 + Penalty 1814.721818 = -299606.835816 nChanged 22 SP:Iteration 31Q (2555.652199 sec): 3 clusters Score: Raw -301428.709749 + Penalty 1814.721818 = -299613.987931 nChanged 28 SP:Iteration 32Q (2555.737385 sec): 3 clusters Score: Raw -301442.014825 + Penalty 1814.721818 = -299627.293007 nChanged 38 SP:Iteration 33Q (2555.864968 sec): 3 clusters Score: Raw -301461.564922 + Penalty 1814.721818 = -299646.843105 nChanged 41 SP:Iteration 34Q (2555.996212 sec): 3 clusters Score: Raw -301475.849329 + Penalty 1814.721818 = -299661.127511 nChanged 31 SP:Iteration 35Q (2556.138633 sec): 3 clusters Score: Raw -301487.595207 + Penalty 1814.721818 = -299672.873389 nChanged 29 SP:Iteration 36Q (2556.222372 sec): 3 clusters Score: Raw -301501.351603 + Penalty 1814.721818 = -299686.629785 nChanged 31 SP:Iteration 37Q (2556.320373 sec): 3 clusters Score: Raw -301516.553408 + Penalty 1814.721818 = -299701.831590 nChanged 32 SP:Iteration 38Q (2556.427842 sec): 3 clusters Score: Raw -301527.145787 + Penalty 1814.721818 = -299712.423969 nChanged 30 SP:Iteration 39Q (2556.525542 sec): 3 clusters Score: Raw -301534.755443 + Penalty 1814.721818 = -299720.033625 nChanged 17 SP:Iteration 40F (2556.652246 sec): 3 clusters Score: Raw -301537.494223 + Penalty 1814.721818 = -299722.772406 nChanged 15 SP:Iteration 41Q (2556.750553 sec): 3 clusters Score: Raw -301539.473307 + Penalty 1814.721818 = -299724.751490 nChanged 4 SP:Iteration 42Q (2556.865692 sec): 3 clusters Score: Raw -301539.849092 + Penalty 1814.721818 = -299725.127274 nChanged 3 SP:Iteration 43Q (2556.989461 sec): 3 clusters Score: Raw -301540.180908 + Penalty 1814.721818 = -299725.459090 nChanged 3 SP:Iteration 44Q (2557.096255 sec): 3 clusters Score: Raw -301540.351204 + Penalty 1814.721818 = -299725.629386 nChanged 2 SP:Iteration 45Q (2557.225044 sec): 3 clusters Score: Raw -301540.504163 + Penalty 1814.721818 = -299725.782345 nChanged 2 SP:Iteration 46Q (2557.342870 sec): 3 clusters Score: Raw -301540.586718 + Penalty 1814.721818 = -299725.864901 nChanged 2 SP:Iteration 47Q (2557.457918 sec): 3 clusters Score: Raw -301540.719251 + Penalty 1814.721818 = -299725.997434 nChanged 0 SP:Iteration 48F (2557.572358 sec): 3 clusters Score: Raw -301540.719251 + Penalty 1814.721818 = -299725.997434 nChanged 0 Trying to split cluster 3 (4028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2557.654171 sec): 2 clusters Score: Raw -211302.396295 + Penalty 871.607652 = -210430.788643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2557.762523 sec): 3 clusters Score: Raw -209185.481482 + Penalty 1743.215303 = -207442.266178 nChanged 1711 SP:Iteration 1F (2557.878731 sec): 3 clusters Score: Raw -210439.432099 + Penalty 1743.215303 = -208696.216795 nChanged 332 SP:Iteration 2F (2557.993433 sec): 3 clusters Score: Raw -210719.921074 + Penalty 1743.215303 = -208976.705771 nChanged 289 SP:Iteration 3F (2558.130219 sec): 3 clusters Score: Raw -210944.382589 + Penalty 1743.215303 = -209201.167286 nChanged 213 SP:Iteration 4F (2558.262605 sec): 3 clusters Score: Raw -211103.541581 + Penalty 1743.215303 = -209360.326278 nChanged 154 SP:Iteration 5Q (2558.385674 sec): 3 clusters Score: Raw -211214.923601 + Penalty 1743.215303 = -209471.708297 nChanged 134 SP:Iteration 6Q (2558.496579 sec): 3 clusters Score: Raw -211297.937140 + Penalty 1743.215303 = -209554.721837 nChanged 111 SP:Iteration 7Q (2558.599537 sec): 3 clusters Score: Raw -211342.370116 + Penalty 1743.215303 = -209599.154812 nChanged 77 SP:Iteration 8Q (2558.693891 sec): 3 clusters Score: Raw -211374.743335 + Penalty 1743.215303 = -209631.528032 nChanged 65 SP:Iteration 9Q (2558.788177 sec): 3 clusters Score: Raw -211404.359852 + Penalty 1743.215303 = -209661.144549 nChanged 63 SP:Iteration 10Q (2558.901364 sec): 3 clusters Score: Raw -211428.647755 + Penalty 1743.215303 = -209685.432451 nChanged 59 SP:Iteration 11Q (2558.988789 sec): 3 clusters Score: Raw -211451.745649 + Penalty 1743.215303 = -209708.530346 nChanged 40 SP:Iteration 12Q (2559.101273 sec): 3 clusters Score: Raw -211465.509724 + Penalty 1743.215303 = -209722.294420 nChanged 43 SP:Iteration 13Q (2559.189078 sec): 3 clusters Score: Raw -211479.994495 + Penalty 1743.215303 = -209736.779192 nChanged 39 SP:Iteration 14Q (2559.297704 sec): 3 clusters Score: Raw -211492.426613 + Penalty 1743.215303 = -209749.211310 nChanged 40 SP:Iteration 15Q (2559.386452 sec): 3 clusters Score: Raw -211504.525902 + Penalty 1743.215303 = -209761.310599 nChanged 32 SP:Iteration 16Q (2559.475889 sec): 3 clusters Score: Raw -211516.180121 + Penalty 1743.215303 = -209772.964818 nChanged 37 SP:Iteration 17Q (2559.577894 sec): 3 clusters Score: Raw -211528.099486 + Penalty 1743.215303 = -209784.884183 nChanged 38 SP:Iteration 18Q (2559.689966 sec): 3 clusters Score: Raw -211542.844788 + Penalty 1743.215303 = -209799.629485 nChanged 35 SP:Iteration 19Q (2559.774406 sec): 3 clusters Score: Raw -211553.593236 + Penalty 1743.215303 = -209810.377932 nChanged 31 SP:Iteration 20F (2559.881511 sec): 3 clusters Score: Raw -211564.685502 + Penalty 1743.215303 = -209821.470198 nChanged 34 SP:Iteration 21Q (2559.972328 sec): 3 clusters Score: Raw -211579.118558 + Penalty 1743.215303 = -209835.903255 nChanged 38 SP:Iteration 22Q (2560.072118 sec): 3 clusters Score: Raw -211594.111350 + Penalty 1743.215303 = -209850.896047 nChanged 34 SP:Iteration 23Q (2560.164473 sec): 3 clusters Score: Raw -211606.439634 + Penalty 1743.215303 = -209863.224330 nChanged 34 SP:Iteration 24Q (2560.271272 sec): 3 clusters Score: Raw -211619.077207 + Penalty 1743.215303 = -209875.861904 nChanged 27 SP:Iteration 25Q (2560.344201 sec): 3 clusters Score: Raw -211629.614454 + Penalty 1743.215303 = -209886.399150 nChanged 34 SP:Iteration 26Q (2560.437407 sec): 3 clusters Score: Raw -211639.724130 + Penalty 1743.215303 = -209896.508827 nChanged 21 SP:Iteration 27Q (2560.535637 sec): 3 clusters Score: Raw -211644.008858 + Penalty 1743.215303 = -209900.793555 nChanged 21 SP:Iteration 28Q (2560.623594 sec): 3 clusters Score: Raw -211648.625406 + Penalty 1743.215303 = -209905.410103 nChanged 16 SP:Iteration 29Q (2560.738900 sec): 3 clusters Score: Raw -211652.986508 + Penalty 1743.215303 = -209909.771205 nChanged 23 SP:Iteration 30Q (2560.807189 sec): 3 clusters Score: Raw -211658.219201 + Penalty 1743.215303 = -209915.003898 nChanged 14 SP:Iteration 31Q (2560.907699 sec): 3 clusters Score: Raw -211662.664063 + Penalty 1743.215303 = -209919.448760 nChanged 14 SP:Iteration 32Q (2561.003442 sec): 3 clusters Score: Raw -211666.741662 + Penalty 1743.215303 = -209923.526358 nChanged 17 SP:Iteration 33Q (2561.096656 sec): 3 clusters Score: Raw -211672.263623 + Penalty 1743.215303 = -209929.048320 nChanged 16 SP:Iteration 34Q (2561.199422 sec): 3 clusters Score: Raw -211676.523389 + Penalty 1743.215303 = -209933.308086 nChanged 17 SP:Iteration 35Q (2561.295255 sec): 3 clusters Score: Raw -211681.342201 + Penalty 1743.215303 = -209938.126897 nChanged 13 SP:Iteration 36Q (2561.364383 sec): 3 clusters Score: Raw -211684.149628 + Penalty 1743.215303 = -209940.934325 nChanged 8 SP:Iteration 37Q (2561.458259 sec): 3 clusters Score: Raw -211685.344456 + Penalty 1743.215303 = -209942.129153 nChanged 5 SP:Iteration 38Q (2561.568626 sec): 3 clusters Score: Raw -211686.114100 + Penalty 1743.215303 = -209942.898797 nChanged 4 SP:Iteration 39Q (2561.645485 sec): 3 clusters Score: Raw -211686.835469 + Penalty 1743.215303 = -209943.620166 nChanged 4 SP:Iteration 40F (2561.728615 sec): 3 clusters Score: Raw -211687.307099 + Penalty 1743.215303 = -209944.091796 nChanged 2 SP:Iteration 41Q (2561.814456 sec): 3 clusters Score: Raw -211687.492780 + Penalty 1743.215303 = -209944.277477 nChanged 1 SP:Iteration 42Q (2561.883402 sec): 3 clusters Score: Raw -211687.569318 + Penalty 1743.215303 = -209944.354015 nChanged 0 SP:Iteration 43F (2561.970399 sec): 3 clusters Score: Raw -211687.569318 + Penalty 1743.215303 = -209944.354015 nChanged 0 Trying to split cluster 4 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2562.032659 sec): 2 clusters Score: Raw -9966.111740 + Penalty 594.610850 = -9371.500890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2562.103760 sec): 3 clusters Score: Raw -9991.862128 + Penalty 1189.221701 = -8802.640428 nChanged 68 SP:Iteration 1F (2562.193658 sec): 3 clusters Score: Raw -10180.730215 + Penalty 1189.221701 = -8991.508514 nChanged 24 SP:Iteration 2F (2562.256168 sec): 3 clusters Score: Raw -10225.812975 + Penalty 1189.221701 = -9036.591274 nChanged 9 SP:Iteration 3Q (2562.320891 sec): 3 clusters Score: Raw -10238.172418 + Penalty 1189.221701 = -9048.950717 nChanged 7 SP:Iteration 4Q (2562.395029 sec): 3 clusters Score: Raw -10247.716905 + Penalty 1189.221701 = -9058.495204 nChanged 5 SP:Iteration 5Q (2562.471262 sec): 3 clusters Score: Raw -10260.668763 + Penalty 1189.221701 = -9071.447062 nChanged 6 SP:Iteration 6Q (2562.539321 sec): 3 clusters Score: Raw -10272.419985 + Penalty 1189.221701 = -9083.198284 nChanged 4 SP:Iteration 7Q (2562.623889 sec): 3 clusters Score: Raw -10278.456153 + Penalty 1189.221701 = -9089.234453 nChanged 2 SP:Iteration 8Q (2562.678370 sec): 3 clusters Score: Raw -10283.069140 + Penalty 1189.221701 = -9093.847440 nChanged 2 SP:Iteration 9Q (2562.762627 sec): 3 clusters Score: Raw -10288.083250 + Penalty 1189.221701 = -9098.861549 nChanged 1 SP:Iteration 10Q (2562.829235 sec): 3 clusters Score: Raw -10291.112152 + Penalty 1189.221701 = -9101.890452 nChanged 0 SP:Iteration 11F (2562.904594 sec): 3 clusters Score: Raw -10291.112152 + Penalty 1189.221701 = -9101.890452 nChanged 0 Trying to split cluster 5 (13596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2562.985592 sec): 2 clusters Score: Raw -764667.543955 + Penalty 999.340746 = -763668.203209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.070503 sec): 3 clusters Score: Raw -756515.718305 + Penalty 1998.681491 = -754517.036814 nChanged 6115 SP:Iteration 1F (2563.196550 sec): 3 clusters Score: Raw -760133.122375 + Penalty 1998.681491 = -758134.440884 nChanged 838 SP:Iteration 2F (2563.288510 sec): 3 clusters Score: Raw -760540.123144 + Penalty 1998.681491 = -758541.441652 nChanged 814 SP:Iteration 3F (2563.365893 sec): 3 clusters Score: Raw -760980.314958 + Penalty 1998.681491 = -758981.633467 nChanged 745 SP:Iteration 4F (2563.467939 sec): 3 clusters Score: Raw -761412.954074 + Penalty 1998.681491 = -759414.272583 nChanged 698 SP:Iteration 5F (2563.561552 sec): 3 clusters Score: Raw -761784.316817 + Penalty 1998.681491 = -759785.635326 nChanged 693 SP:Iteration 6F (2563.663178 sec): 3 clusters Score: Raw -762159.644782 + Penalty 1998.681491 = -760160.963291 nChanged 652 SP:Iteration 7Q (2563.768332 sec): 3 clusters Score: Raw -762516.005394 + Penalty 1998.681491 = -760517.323903 nChanged 590 SP:Iteration 8Q (2563.858135 sec): 3 clusters Score: Raw -762824.902860 + Penalty 1998.681491 = -760826.221368 nChanged 523 SP:Iteration 9Q (2563.963378 sec): 3 clusters Score: Raw -763111.991940 + Penalty 1998.681491 = -761113.310449 nChanged 479 SP:Iteration 10Q (2564.063251 sec): 3 clusters Score: Raw -763341.187791 + Penalty 1998.681491 = -761342.506300 nChanged 412 SP:Iteration 11Q (2564.151070 sec): 3 clusters Score: Raw -763510.298721 + Penalty 1998.681491 = -761511.617229 nChanged 302 SP:Iteration 12Q (2564.254171 sec): 3 clusters Score: Raw -763614.944154 + Penalty 1998.681491 = -761616.262663 nChanged 225 SP:Iteration 13Q (2564.358114 sec): 3 clusters Score: Raw -763687.371106 + Penalty 1998.681491 = -761688.689614 nChanged 194 SP:Iteration 14Q (2564.445688 sec): 3 clusters Score: Raw -763746.005667 + Penalty 1998.681491 = -761747.324176 nChanged 189 SP:Iteration 15Q (2564.552222 sec): 3 clusters Score: Raw -763805.447334 + Penalty 1998.681491 = -761806.765843 nChanged 180 SP:Iteration 16Q (2564.645155 sec): 3 clusters Score: Raw -763856.059579 + Penalty 1998.681491 = -761857.378088 nChanged 185 SP:Iteration 17Q (2564.751355 sec): 3 clusters Score: Raw -763912.613729 + Penalty 1998.681491 = -761913.932237 nChanged 185 SP:Iteration 18Q (2564.831749 sec): 3 clusters Score: Raw -763966.020618 + Penalty 1998.681491 = -761967.339126 nChanged 165 SP:Iteration 19Q (2564.953737 sec): 3 clusters Score: Raw -764012.197447 + Penalty 1998.681491 = -762013.515956 nChanged 166 SP:Iteration 20F (2565.039474 sec): 3 clusters Score: Raw -764065.632367 + Penalty 1998.681491 = -762066.950875 nChanged 196 SP:Iteration 21Q (2565.137087 sec): 3 clusters Score: Raw -764132.872390 + Penalty 1998.681491 = -762134.190899 nChanged 191 SP:Iteration 22Q (2565.239032 sec): 3 clusters Score: Raw -764199.680298 + Penalty 1998.681491 = -762200.998807 nChanged 180 SP:Iteration 23Q (2565.342857 sec): 3 clusters Score: Raw -764267.135363 + Penalty 1998.681491 = -762268.453872 nChanged 185 SP:Iteration 24Q (2565.441686 sec): 3 clusters Score: Raw -764334.538868 + Penalty 1998.681491 = -762335.857377 nChanged 188 SP:Iteration 25Q (2565.518993 sec): 3 clusters Score: Raw -764412.856231 + Penalty 1998.681491 = -762414.174739 nChanged 187 SP:Iteration 26Q (2565.606530 sec): 3 clusters Score: Raw -764494.732500 + Penalty 1998.681491 = -762496.051009 nChanged 192 SP:Iteration 27Q (2565.707566 sec): 3 clusters Score: Raw -764594.157220 + Penalty 1998.681491 = -762595.475729 nChanged 198 SP:Iteration 28Q (2565.791531 sec): 3 clusters Score: Raw -764708.313063 + Penalty 1998.681491 = -762709.631572 nChanged 205 SP:Iteration 29Q (2565.896841 sec): 3 clusters Score: Raw -764829.629930 + Penalty 1998.681491 = -762830.948439 nChanged 191 SP:Iteration 30Q (2566.014109 sec): 3 clusters Score: Raw -764940.998781 + Penalty 1998.681491 = -762942.317289 nChanged 142 SP:Iteration 31Q (2566.159085 sec): 3 clusters Score: Raw -765011.928243 + Penalty 1998.681491 = -763013.246752 nChanged 118 SP:Iteration 32Q (2566.308122 sec): 3 clusters Score: Raw -765063.015561 + Penalty 1998.681491 = -763064.334069 nChanged 92 SP:Iteration 33Q (2566.437311 sec): 3 clusters Score: Raw -765094.543715 + Penalty 1998.681491 = -763095.862223 nChanged 77 SP:Iteration 34Q (2566.564703 sec): 3 clusters Score: Raw -765120.869332 + Penalty 1998.681491 = -763122.187841 nChanged 67 SP:Iteration 35Q (2566.682250 sec): 3 clusters Score: Raw -765144.297105 + Penalty 1998.681491 = -763145.615614 nChanged 49 SP:Iteration 36Q (2566.831918 sec): 3 clusters Score: Raw -765157.241229 + Penalty 1998.681491 = -763158.559737 nChanged 42 SP:Iteration 37Q (2566.947751 sec): 3 clusters Score: Raw -765171.624643 + Penalty 1998.681491 = -763172.943152 nChanged 51 SP:Iteration 38Q (2567.055081 sec): 3 clusters Score: Raw -765188.351764 + Penalty 1998.681491 = -763189.670272 nChanged 48 SP:Iteration 39Q (2567.175338 sec): 3 clusters Score: Raw -765203.032905 + Penalty 1998.681491 = -763204.351414 nChanged 41 SP:Iteration 40F (2567.311574 sec): 3 clusters Score: Raw -765215.541705 + Penalty 1998.681491 = -763216.860213 nChanged 41 SP:Iteration 41Q (2567.425646 sec): 3 clusters Score: Raw -765226.242934 + Penalty 1998.681491 = -763227.561443 nChanged 29 SP:Iteration 42Q (2567.566026 sec): 3 clusters Score: Raw -765232.738752 + Penalty 1998.681491 = -763234.057261 nChanged 28 SP:Iteration 43Q (2567.702644 sec): 3 clusters Score: Raw -765240.460394 + Penalty 1998.681491 = -763241.778903 nChanged 25 SP:Iteration 44Q (2567.853380 sec): 3 clusters Score: Raw -765249.785175 + Penalty 1998.681491 = -763251.103684 nChanged 37 SP:Iteration 45Q (2567.998172 sec): 3 clusters Score: Raw -765262.288199 + Penalty 1998.681491 = -763263.606707 nChanged 26 SP:Iteration 46Q (2568.107833 sec): 3 clusters Score: Raw -765268.930110 + Penalty 1998.681491 = -763270.248618 nChanged 18 SP:Iteration 47Q (2568.252525 sec): 3 clusters Score: Raw -765273.055055 + Penalty 1998.681491 = -763274.373564 nChanged 12 SP:Iteration 48Q (2568.382441 sec): 3 clusters Score: Raw -765275.112649 + Penalty 1998.681491 = -763276.431158 nChanged 11 SP:Iteration 49Q (2568.558343 sec): 3 clusters Score: Raw -765277.019949 + Penalty 1998.681491 = -763278.338458 nChanged 9 SP:Iteration 50Q (2568.714179 sec): 3 clusters Score: Raw -765278.194572 + Penalty 1998.681491 = -763279.513081 nChanged 7 SP:Iteration 51Q (2568.841951 sec): 3 clusters Score: Raw -765280.041627 + Penalty 1998.681491 = -763281.360136 nChanged 10 SP:Iteration 52Q (2568.993645 sec): 3 clusters Score: Raw -765281.650619 + Penalty 1998.681491 = -763282.969128 nChanged 8 SP:Iteration 53Q (2569.144549 sec): 3 clusters Score: Raw -765282.734452 + Penalty 1998.681491 = -763284.052961 nChanged 7 SP:Iteration 54Q (2569.283450 sec): 3 clusters Score: Raw -765283.702890 + Penalty 1998.681491 = -763285.021399 nChanged 5 SP:Iteration 55Q (2569.445650 sec): 3 clusters Score: Raw -765284.479738 + Penalty 1998.681491 = -763285.798247 nChanged 7 SP:Iteration 56Q (2569.625505 sec): 3 clusters Score: Raw -765285.399969 + Penalty 1998.681491 = -763286.718478 nChanged 2 SP:Iteration 57Q (2569.781294 sec): 3 clusters Score: Raw -765285.698393 + Penalty 1998.681491 = -763287.016902 nChanged 2 SP:Iteration 58Q (2569.901380 sec): 3 clusters Score: Raw -765286.588103 + Penalty 1998.681491 = -763287.906612 nChanged 4 SP:Iteration 59Q (2570.023449 sec): 3 clusters Score: Raw -765287.755165 + Penalty 1998.681491 = -763289.073674 nChanged 4 SP:Iteration 60F (2570.148166 sec): 3 clusters Score: Raw -765289.120462 + Penalty 1998.681491 = -763290.438971 nChanged 5 SP:Iteration 61Q (2570.275472 sec): 3 clusters Score: Raw -765289.975338 + Penalty 1998.681491 = -763291.293846 nChanged 5 SP:Iteration 62Q (2570.393247 sec): 3 clusters Score: Raw -765290.895443 + Penalty 1998.681491 = -763292.213952 nChanged 2 SP:Iteration 63Q (2570.541661 sec): 3 clusters Score: Raw -765291.217535 + Penalty 1998.681491 = -763292.536044 nChanged 1 SP:Iteration 64Q (2570.645928 sec): 3 clusters Score: Raw -765291.303318 + Penalty 1998.681491 = -763292.621827 nChanged 0 SP:Iteration 65F (2570.776673 sec): 3 clusters Score: Raw -765291.303318 + Penalty 1998.681491 = -763292.621827 nChanged 0 Trying to split cluster 6 (2198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2570.840199 sec): 2 clusters Score: Raw -119710.381982 + Penalty 808.006829 = -118902.375153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2570.931786 sec): 3 clusters Score: Raw -118707.234663 + Penalty 1616.013658 = -117091.221005 nChanged 871 SP:Iteration 1F (2571.023990 sec): 3 clusters Score: Raw -119354.368733 + Penalty 1616.013658 = -117738.355074 nChanged 199 SP:Iteration 2F (2571.117292 sec): 3 clusters Score: Raw -119540.966791 + Penalty 1616.013658 = -117924.953133 nChanged 151 SP:Iteration 3F (2571.214409 sec): 3 clusters Score: Raw -119675.364374 + Penalty 1616.013658 = -118059.350716 nChanged 114 SP:Iteration 4F (2571.314223 sec): 3 clusters Score: Raw -119807.030605 + Penalty 1616.013658 = -118191.016947 nChanged 103 SP:Iteration 5Q (2571.421048 sec): 3 clusters Score: Raw -119957.276461 + Penalty 1616.013658 = -118341.262803 nChanged 115 SP:Iteration 6F (2571.530317 sec): 3 clusters Score: Raw -120103.185610 + Penalty 1616.013658 = -118487.171952 nChanged 96 SP:Iteration 7Q (2571.633903 sec): 3 clusters Score: Raw -120196.529389 + Penalty 1616.013658 = -118580.515730 nChanged 74 SP:Iteration 8Q (2571.736463 sec): 3 clusters Score: Raw -120256.280898 + Penalty 1616.013658 = -118640.267240 nChanged 55 SP:Iteration 9Q (2571.841807 sec): 3 clusters Score: Raw -120307.983986 + Penalty 1616.013658 = -118691.970327 nChanged 56 SP:Iteration 10Q (2571.948275 sec): 3 clusters Score: Raw -120356.504467 + Penalty 1616.013658 = -118740.490808 nChanged 39 SP:Iteration 11Q (2572.052784 sec): 3 clusters Score: Raw -120395.864925 + Penalty 1616.013658 = -118779.851266 nChanged 37 SP:Iteration 12Q (2572.133635 sec): 3 clusters Score: Raw -120435.163095 + Penalty 1616.013658 = -118819.149437 nChanged 25 SP:Iteration 13Q (2572.224685 sec): 3 clusters Score: Raw -120451.049538 + Penalty 1616.013658 = -118835.035879 nChanged 12 SP:Iteration 14Q (2572.305363 sec): 3 clusters Score: Raw -120457.801883 + Penalty 1616.013658 = -118841.788225 nChanged 6 SP:Iteration 15Q (2572.392167 sec): 3 clusters Score: Raw -120463.046057 + Penalty 1616.013658 = -118847.032398 nChanged 12 SP:Iteration 16Q (2572.477058 sec): 3 clusters Score: Raw -120469.253739 + Penalty 1616.013658 = -118853.240081 nChanged 12 SP:Iteration 17Q (2572.555141 sec): 3 clusters Score: Raw -120475.031255 + Penalty 1616.013658 = -118859.017597 nChanged 7 SP:Iteration 18Q (2572.661946 sec): 3 clusters Score: Raw -120476.802617 + Penalty 1616.013658 = -118860.788959 nChanged 2 SP:Iteration 19Q (2572.738795 sec): 3 clusters Score: Raw -120477.253472 + Penalty 1616.013658 = -118861.239814 nChanged 2 SP:Iteration 20F (2572.827515 sec): 3 clusters Score: Raw -120477.516227 + Penalty 1616.013658 = -118861.502568 nChanged 1 SP:Iteration 21Q (2572.924818 sec): 3 clusters Score: Raw -120477.750721 + Penalty 1616.013658 = -118861.737063 nChanged 1 SP:Iteration 22Q (2573.011890 sec): 3 clusters Score: Raw -120478.236498 + Penalty 1616.013658 = -118862.222839 nChanged 2 SP:Iteration 23Q (2573.097010 sec): 3 clusters Score: Raw -120478.796378 + Penalty 1616.013658 = -118862.782719 nChanged 1 SP:Iteration 24Q (2573.170041 sec): 3 clusters Score: Raw -120478.992027 + Penalty 1616.013658 = -118862.978368 nChanged 0 SP:Iteration 25F (2573.269004 sec): 3 clusters Score: Raw -120478.992027 + Penalty 1616.013658 = -118862.978368 nChanged 0 Trying to split cluster 7 (1659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2573.326942 sec): 2 clusters Score: Raw -71106.671019 + Penalty 778.466880 = -70328.204139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2573.399785 sec): 3 clusters Score: Raw -70375.703383 + Penalty 1556.933761 = -68818.769622 nChanged 621 SP:Iteration 1F (2573.503719 sec): 3 clusters Score: Raw -70909.349360 + Penalty 1556.933761 = -69352.415599 nChanged 157 SP:Iteration 2F (2573.578761 sec): 3 clusters Score: Raw -71113.068737 + Penalty 1556.933761 = -69556.134976 nChanged 131 SP:Iteration 3F (2573.673437 sec): 3 clusters Score: Raw -71281.258041 + Penalty 1556.933761 = -69724.324280 nChanged 119 SP:Iteration 4F (2573.754435 sec): 3 clusters Score: Raw -71467.956480 + Penalty 1556.933761 = -69911.022719 nChanged 129 SP:Iteration 5F (2573.848652 sec): 3 clusters Score: Raw -71705.660904 + Penalty 1556.933761 = -70148.727143 nChanged 95 SP:Iteration 6F (2573.947911 sec): 3 clusters Score: Raw -71933.450315 + Penalty 1556.933761 = -70376.516554 nChanged 60 SP:Iteration 7Q (2574.037610 sec): 3 clusters Score: Raw -72075.313383 + Penalty 1556.933761 = -70518.379622 nChanged 46 SP:Iteration 8Q (2574.133139 sec): 3 clusters Score: Raw -72138.484787 + Penalty 1556.933761 = -70581.551026 nChanged 20 SP:Iteration 9Q (2574.226290 sec): 3 clusters Score: Raw -72157.944982 + Penalty 1556.933761 = -70601.011221 nChanged 15 SP:Iteration 10Q (2574.288700 sec): 3 clusters Score: Raw -72167.006207 + Penalty 1556.933761 = -70610.072446 nChanged 3 SP:Iteration 11Q (2574.383875 sec): 3 clusters Score: Raw -72167.663316 + Penalty 1556.933761 = -70610.729555 nChanged 1 SP:Iteration 12Q (2574.477647 sec): 3 clusters Score: Raw -72168.356788 + Penalty 1556.933761 = -70611.423027 nChanged 0 SP:Iteration 13F (2574.554517 sec): 3 clusters Score: Raw -72168.356788 + Penalty 1556.933761 = -70611.423027 nChanged 0 Score: Raw -2002523.571578 + Penalty 15614.569717 = -1986909.001860 Splitting cluster 7 changes total score from -1986960.327032 to -1986909.001860 So it's not getting split. Trying to split cluster 8 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2575.620703 sec): 2 clusters Score: Raw -32961.152824 + Penalty 705.115256 = -32256.037568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2575.724142 sec): 3 clusters Score: Raw -32653.568769 + Penalty 1410.230511 = -31243.338258 nChanged 287 SP:Iteration 1F (2575.800539 sec): 3 clusters Score: Raw -32955.165501 + Penalty 1410.230511 = -31544.934990 nChanged 79 SP:Iteration 2F (2575.878726 sec): 3 clusters Score: Raw -33041.321648 + Penalty 1410.230511 = -31631.091137 nChanged 43 SP:Iteration 3F (2575.947357 sec): 3 clusters Score: Raw -33104.869676 + Penalty 1410.230511 = -31694.639165 nChanged 35 SP:Iteration 4Q (2576.036285 sec): 3 clusters Score: Raw -33146.841350 + Penalty 1410.230511 = -31736.610839 nChanged 21 SP:Iteration 5Q (2576.103438 sec): 3 clusters Score: Raw -33187.569688 + Penalty 1410.230511 = -31777.339177 nChanged 17 SP:Iteration 6Q (2576.190037 sec): 3 clusters Score: Raw -33210.407663 + Penalty 1410.230511 = -31800.177152 nChanged 10 SP:Iteration 7Q (2576.281957 sec): 3 clusters Score: Raw -33224.392088 + Penalty 1410.230511 = -31814.161577 nChanged 12 SP:Iteration 8Q (2576.366454 sec): 3 clusters Score: Raw -33236.841455 + Penalty 1410.230511 = -31826.610944 nChanged 9 SP:Iteration 9Q (2576.421237 sec): 3 clusters Score: Raw -33243.697206 + Penalty 1410.230511 = -31833.466695 nChanged 8 SP:Iteration 10Q (2576.505773 sec): 3 clusters Score: Raw -33250.307542 + Penalty 1410.230511 = -31840.077031 nChanged 5 SP:Iteration 11Q (2576.592961 sec): 3 clusters Score: Raw -33255.765754 + Penalty 1410.230511 = -31845.535243 nChanged 3 SP:Iteration 12Q (2576.674887 sec): 3 clusters Score: Raw -33257.857655 + Penalty 1410.230511 = -31847.627144 nChanged 0 SP:Iteration 13F (2576.757613 sec): 3 clusters Score: Raw -33257.857655 + Penalty 1410.230511 = -31847.627144 nChanged 0 Trying to split cluster 9 (1755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2576.799352 sec): 2 clusters Score: Raw -74548.390495 + Penalty 784.373534 = -73764.016960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2576.889865 sec): 3 clusters Score: Raw -73773.861671 + Penalty 1568.747069 = -72205.114602 nChanged 669 SP:Iteration 1F (2576.948216 sec): 3 clusters Score: Raw -74266.664922 + Penalty 1568.747069 = -72697.917853 nChanged 157 SP:Iteration 2F (2577.029089 sec): 3 clusters Score: Raw -74413.889846 + Penalty 1568.747069 = -72845.142778 nChanged 109 SP:Iteration 3F (2577.154797 sec): 3 clusters Score: Raw -74521.231889 + Penalty 1568.747069 = -72952.484820 nChanged 86 SP:Iteration 4Q (2577.221857 sec): 3 clusters Score: Raw -74611.613172 + Penalty 1568.747069 = -73042.866104 nChanged 77 SP:Iteration 5Q (2577.312673 sec): 3 clusters Score: Raw -74678.337050 + Penalty 1568.747069 = -73109.589981 nChanged 51 SP:Iteration 6Q (2577.393812 sec): 3 clusters Score: Raw -74716.719416 + Penalty 1568.747069 = -73147.972347 nChanged 36 SP:Iteration 7Q (2577.480930 sec): 3 clusters Score: Raw -74739.157866 + Penalty 1568.747069 = -73170.410798 nChanged 31 SP:Iteration 8Q (2577.547398 sec): 3 clusters Score: Raw -74755.716886 + Penalty 1568.747069 = -73186.969817 nChanged 17 SP:Iteration 9Q (2577.608302 sec): 3 clusters Score: Raw -74765.996183 + Penalty 1568.747069 = -73197.249114 nChanged 18 SP:Iteration 10Q (2577.697762 sec): 3 clusters Score: Raw -74773.703200 + Penalty 1568.747069 = -73204.956132 nChanged 16 SP:Iteration 11Q (2577.771186 sec): 3 clusters Score: Raw -74779.616185 + Penalty 1568.747069 = -73210.869117 nChanged 16 SP:Iteration 12Q (2577.862292 sec): 3 clusters Score: Raw -74785.798353 + Penalty 1568.747069 = -73217.051285 nChanged 15 SP:Iteration 13Q (2577.953929 sec): 3 clusters Score: Raw -74794.696545 + Penalty 1568.747069 = -73225.949477 nChanged 16 SP:Iteration 14Q (2578.037484 sec): 3 clusters Score: Raw -74806.645477 + Penalty 1568.747069 = -73237.898409 nChanged 13 SP:Iteration 15Q (2578.104043 sec): 3 clusters Score: Raw -74813.108669 + Penalty 1568.747069 = -73244.361600 nChanged 12 SP:Iteration 16Q (2578.191393 sec): 3 clusters Score: Raw -74818.453745 + Penalty 1568.747069 = -73249.706676 nChanged 11 SP:Iteration 17Q (2578.258148 sec): 3 clusters Score: Raw -74822.602235 + Penalty 1568.747069 = -73253.855167 nChanged 8 SP:Iteration 18Q (2578.340734 sec): 3 clusters Score: Raw -74825.637433 + Penalty 1568.747069 = -73256.890364 nChanged 5 SP:Iteration 19Q (2578.422673 sec): 3 clusters Score: Raw -74826.711059 + Penalty 1568.747069 = -73257.963990 nChanged 1 SP:Iteration 20F (2578.490596 sec): 3 clusters Score: Raw -74827.085952 + Penalty 1568.747069 = -73258.338883 nChanged 1 SP:Iteration 21Q (2578.573170 sec): 3 clusters Score: Raw -74827.264906 + Penalty 1568.747069 = -73258.517838 nChanged 1 SP:Iteration 22Q (2578.636615 sec): 3 clusters Score: Raw -74827.615460 + Penalty 1568.747069 = -73258.868392 nChanged 3 SP:Iteration 23Q (2578.725117 sec): 3 clusters Score: Raw -74828.177977 + Penalty 1568.747069 = -73259.430908 nChanged 3 SP:Iteration 24Q (2578.801288 sec): 3 clusters Score: Raw -74828.922985 + Penalty 1568.747069 = -73260.175916 nChanged 1 SP:Iteration 25Q (2578.864772 sec): 3 clusters Score: Raw -74829.332700 + Penalty 1568.747069 = -73260.585631 nChanged 2 SP:Iteration 26Q (2578.937002 sec): 3 clusters Score: Raw -74830.363851 + Penalty 1568.747069 = -73261.616782 nChanged 4 SP:Iteration 27Q (2579.017579 sec): 3 clusters Score: Raw -74831.342799 + Penalty 1568.747069 = -73262.595730 nChanged 3 SP:Iteration 28Q (2579.079291 sec): 3 clusters Score: Raw -74832.091946 + Penalty 1568.747069 = -73263.344877 nChanged 1 SP:Iteration 29Q (2579.167710 sec): 3 clusters Score: Raw -74832.249230 + Penalty 1568.747069 = -73263.502161 nChanged 0 SP:Iteration 30F (2579.237804 sec): 3 clusters Score: Raw -74832.249230 + Penalty 1568.747069 = -73263.502161 nChanged 0 Trying to split cluster 10 (2764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2579.285464 sec): 2 clusters Score: Raw -138659.404661 + Penalty 832.065589 = -137827.339072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2579.374902 sec): 3 clusters Score: Raw -137291.166564 + Penalty 1664.131179 = -135627.035385 nChanged 1099 SP:Iteration 1F (2579.466204 sec): 3 clusters Score: Raw -138091.651494 + Penalty 1664.131179 = -136427.520315 nChanged 294 SP:Iteration 2F (2579.536005 sec): 3 clusters Score: Raw -138424.216861 + Penalty 1664.131179 = -136760.085682 nChanged 249 SP:Iteration 3F (2579.627201 sec): 3 clusters Score: Raw -138677.374915 + Penalty 1664.131179 = -137013.243736 nChanged 199 SP:Iteration 4F (2579.714562 sec): 3 clusters Score: Raw -138842.852101 + Penalty 1664.131179 = -137178.720922 nChanged 133 SP:Iteration 5Q (2579.813110 sec): 3 clusters Score: Raw -138948.240304 + Penalty 1664.131179 = -137284.109126 nChanged 103 SP:Iteration 6Q (2579.947695 sec): 3 clusters Score: Raw -139019.078839 + Penalty 1664.131179 = -137354.947660 nChanged 73 SP:Iteration 7Q (2580.037074 sec): 3 clusters Score: Raw -139066.315784 + Penalty 1664.131179 = -137402.184605 nChanged 55 SP:Iteration 8Q (2580.132106 sec): 3 clusters Score: Raw -139099.302103 + Penalty 1664.131179 = -137435.170924 nChanged 41 SP:Iteration 9Q (2580.240198 sec): 3 clusters Score: Raw -139120.656901 + Penalty 1664.131179 = -137456.525723 nChanged 33 SP:Iteration 10Q (2580.352277 sec): 3 clusters Score: Raw -139134.466682 + Penalty 1664.131179 = -137470.335503 nChanged 21 SP:Iteration 11Q (2580.444189 sec): 3 clusters Score: Raw -139142.773529 + Penalty 1664.131179 = -137478.642350 nChanged 9 SP:Iteration 12Q (2580.537646 sec): 3 clusters Score: Raw -139144.883119 + Penalty 1664.131179 = -137480.751940 nChanged 8 SP:Iteration 13Q (2580.622807 sec): 3 clusters Score: Raw -139147.033801 + Penalty 1664.131179 = -137482.902622 nChanged 1 SP:Iteration 14Q (2580.720281 sec): 3 clusters Score: Raw -139147.531024 + Penalty 1664.131179 = -137483.399846 nChanged 1 SP:Iteration 15Q (2580.830407 sec): 3 clusters Score: Raw -139147.687988 + Penalty 1664.131179 = -137483.556809 nChanged 1 SP:Iteration 16Q (2580.929458 sec): 3 clusters Score: Raw -139147.943204 + Penalty 1664.131179 = -137483.812025 nChanged 0 SP:Iteration 17F (2581.046003 sec): 3 clusters Score: Raw -139147.943204 + Penalty 1664.131179 = -137483.812025 nChanged 0 Trying to split cluster 11 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2581.092605 sec): 2 clusters Score: Raw -36305.041253 + Penalty 733.395214 = -35571.646040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2581.181011 sec): 3 clusters Score: Raw -35928.423760 + Penalty 1466.790427 = -34461.633333 nChanged 389 SP:Iteration 1F (2581.254299 sec): 3 clusters Score: Raw -36333.152856 + Penalty 1466.790427 = -34866.362429 nChanged 105 SP:Iteration 2F (2581.353694 sec): 3 clusters Score: Raw -36477.059658 + Penalty 1466.790427 = -35010.269230 nChanged 63 SP:Iteration 3F (2581.443579 sec): 3 clusters Score: Raw -36556.900276 + Penalty 1466.790427 = -35090.109849 nChanged 38 SP:Iteration 4Q (2581.521888 sec): 3 clusters Score: Raw -36600.237431 + Penalty 1466.790427 = -35133.447004 nChanged 27 SP:Iteration 5Q (2581.629078 sec): 3 clusters Score: Raw -36628.173616 + Penalty 1466.790427 = -35161.383189 nChanged 19 SP:Iteration 6Q (2581.693926 sec): 3 clusters Score: Raw -36643.864246 + Penalty 1466.790427 = -35177.073819 nChanged 10 SP:Iteration 7Q (2581.767945 sec): 3 clusters Score: Raw -36655.641170 + Penalty 1466.790427 = -35188.850743 nChanged 13 SP:Iteration 8Q (2581.875360 sec): 3 clusters Score: Raw -36665.990640 + Penalty 1466.790427 = -35199.200213 nChanged 13 SP:Iteration 9Q (2581.961978 sec): 3 clusters Score: Raw -36675.955265 + Penalty 1466.790427 = -35209.164838 nChanged 7 SP:Iteration 10Q (2582.049982 sec): 3 clusters Score: Raw -36680.793162 + Penalty 1466.790427 = -35214.002735 nChanged 4 SP:Iteration 11Q (2582.137805 sec): 3 clusters Score: Raw -36684.564383 + Penalty 1466.790427 = -35217.773956 nChanged 5 SP:Iteration 12Q (2582.220282 sec): 3 clusters Score: Raw -36688.791920 + Penalty 1466.790427 = -35222.001493 nChanged 5 SP:Iteration 13Q (2582.308494 sec): 3 clusters Score: Raw -36691.688990 + Penalty 1466.790427 = -35224.898563 nChanged 2 SP:Iteration 14Q (2582.396175 sec): 3 clusters Score: Raw -36693.039578 + Penalty 1466.790427 = -35226.249151 nChanged 2 SP:Iteration 15Q (2582.471142 sec): 3 clusters Score: Raw -36693.623323 + Penalty 1466.790427 = -35226.832896 nChanged 1 SP:Iteration 16Q (2582.558981 sec): 3 clusters Score: Raw -36694.230946 + Penalty 1466.790427 = -35227.440518 nChanged 1 SP:Iteration 17Q (2582.643236 sec): 3 clusters Score: Raw -36694.579682 + Penalty 1466.790427 = -35227.789255 nChanged 0 SP:Iteration 18F (2582.755465 sec): 3 clusters Score: Raw -36694.579682 + Penalty 1466.790427 = -35227.789255 nChanged 0 Trying to split cluster 12 (1320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2582.829717 sec): 2 clusters Score: Raw -58601.863664 + Penalty 754.465637 = -57847.398028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2582.916752 sec): 3 clusters Score: Raw -58077.481930 + Penalty 1508.931273 = -56568.550656 nChanged 498 SP:Iteration 1F (2583.000078 sec): 3 clusters Score: Raw -58506.386143 + Penalty 1508.931273 = -56997.454870 nChanged 113 SP:Iteration 2F (2583.083313 sec): 3 clusters Score: Raw -58606.257394 + Penalty 1508.931273 = -57097.326120 nChanged 57 SP:Iteration 3Q (2583.164989 sec): 3 clusters Score: Raw -58656.537546 + Penalty 1508.931273 = -57147.606272 nChanged 51 SP:Iteration 4Q (2583.234649 sec): 3 clusters Score: Raw -58695.499371 + Penalty 1508.931273 = -57186.568098 nChanged 38 SP:Iteration 5Q (2583.335627 sec): 3 clusters Score: Raw -58729.939169 + Penalty 1508.931273 = -57221.007895 nChanged 28 SP:Iteration 6Q (2583.400452 sec): 3 clusters Score: Raw -58771.882923 + Penalty 1508.931273 = -57262.951649 nChanged 23 SP:Iteration 7Q (2583.498701 sec): 3 clusters Score: Raw -58800.447406 + Penalty 1508.931273 = -57291.516133 nChanged 15 SP:Iteration 8Q (2583.564747 sec): 3 clusters Score: Raw -58812.995269 + Penalty 1508.931273 = -57304.063996 nChanged 16 SP:Iteration 9Q (2583.660972 sec): 3 clusters Score: Raw -58831.183362 + Penalty 1508.931273 = -57322.252089 nChanged 24 SP:Iteration 10Q (2583.729105 sec): 3 clusters Score: Raw -58852.931433 + Penalty 1508.931273 = -57344.000160 nChanged 28 SP:Iteration 11Q (2583.811723 sec): 3 clusters Score: Raw -58876.976601 + Penalty 1508.931273 = -57368.045328 nChanged 29 SP:Iteration 12Q (2583.888757 sec): 3 clusters Score: Raw -58899.257254 + Penalty 1508.931273 = -57390.325981 nChanged 23 SP:Iteration 13Q (2583.971405 sec): 3 clusters Score: Raw -58918.498250 + Penalty 1508.931273 = -57409.566976 nChanged 17 SP:Iteration 14Q (2584.054174 sec): 3 clusters Score: Raw -58932.467263 + Penalty 1508.931273 = -57423.535990 nChanged 12 SP:Iteration 15Q (2584.136802 sec): 3 clusters Score: Raw -58948.415091 + Penalty 1508.931273 = -57439.483818 nChanged 23 SP:Iteration 16Q (2584.213061 sec): 3 clusters Score: Raw -58969.869774 + Penalty 1508.931273 = -57460.938501 nChanged 22 SP:Iteration 17Q (2584.295825 sec): 3 clusters Score: Raw -58987.235343 + Penalty 1508.931273 = -57478.304070 nChanged 15 SP:Iteration 18Q (2584.378297 sec): 3 clusters Score: Raw -58997.446831 + Penalty 1508.931273 = -57488.515557 nChanged 21 SP:Iteration 19Q (2584.460790 sec): 3 clusters Score: Raw -59010.633938 + Penalty 1508.931273 = -57501.702665 nChanged 11 SP:Iteration 20F (2584.562510 sec): 3 clusters Score: Raw -59015.939782 + Penalty 1508.931273 = -57507.008509 nChanged 12 SP:Iteration 21Q (2584.646357 sec): 3 clusters Score: Raw -59023.262414 + Penalty 1508.931273 = -57514.331141 nChanged 10 SP:Iteration 22Q (2584.710790 sec): 3 clusters Score: Raw -59029.989762 + Penalty 1508.931273 = -57521.058489 nChanged 14 SP:Iteration 23Q (2584.817496 sec): 3 clusters Score: Raw -59036.299388 + Penalty 1508.931273 = -57527.368115 nChanged 9 SP:Iteration 24Q (2584.900214 sec): 3 clusters Score: Raw -59040.622581 + Penalty 1508.931273 = -57531.691308 nChanged 14 SP:Iteration 25Q (2584.977803 sec): 3 clusters Score: Raw -59048.081651 + Penalty 1508.931273 = -57539.150378 nChanged 12 SP:Iteration 26Q (2585.060180 sec): 3 clusters Score: Raw -59056.793287 + Penalty 1508.931273 = -57547.862014 nChanged 13 SP:Iteration 27Q (2585.144601 sec): 3 clusters Score: Raw -59065.706001 + Penalty 1508.931273 = -57556.774728 nChanged 10 SP:Iteration 28Q (2585.214894 sec): 3 clusters Score: Raw -59073.943044 + Penalty 1508.931273 = -57565.011771 nChanged 8 SP:Iteration 29Q (2585.312991 sec): 3 clusters Score: Raw -59078.620773 + Penalty 1508.931273 = -57569.689500 nChanged 10 SP:Iteration 30Q (2585.407430 sec): 3 clusters Score: Raw -59084.406553 + Penalty 1508.931273 = -57575.475280 nChanged 4 SP:Iteration 31Q (2585.525444 sec): 3 clusters Score: Raw -59085.882889 + Penalty 1508.931273 = -57576.951616 nChanged 3 SP:Iteration 32Q (2585.600685 sec): 3 clusters Score: Raw -59087.086312 + Penalty 1508.931273 = -57578.155039 nChanged 2 SP:Iteration 33Q (2585.693623 sec): 3 clusters Score: Raw -59087.620500 + Penalty 1508.931273 = -57578.689227 nChanged 2 SP:Iteration 34Q (2585.776584 sec): 3 clusters Score: Raw -59088.257114 + Penalty 1508.931273 = -57579.325841 nChanged 1 SP:Iteration 35Q (2585.840058 sec): 3 clusters Score: Raw -59088.372916 + Penalty 1508.931273 = -57579.441643 nChanged 1 SP:Iteration 36Q (2585.922013 sec): 3 clusters Score: Raw -59088.492991 + Penalty 1508.931273 = -57579.561718 nChanged 0 SP:Iteration 37F (2586.006787 sec): 3 clusters Score: Raw -59088.492991 + Penalty 1508.931273 = -57579.561718 nChanged 0 Trying to split cluster 13 (1255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2586.068417 sec): 2 clusters Score: Raw -58717.424403 + Penalty 749.163539 = -57968.260863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2586.156286 sec): 3 clusters Score: Raw -58217.344889 + Penalty 1498.327079 = -56719.017810 nChanged 421 SP:Iteration 1F (2586.257342 sec): 3 clusters Score: Raw -58540.984411 + Penalty 1498.327079 = -57042.657332 nChanged 115 SP:Iteration 2F (2586.356502 sec): 3 clusters Score: Raw -58630.709625 + Penalty 1498.327079 = -57132.382546 nChanged 67 SP:Iteration 3F (2586.440251 sec): 3 clusters Score: Raw -58684.301875 + Penalty 1498.327079 = -57185.974797 nChanged 48 SP:Iteration 4Q (2586.512010 sec): 3 clusters Score: Raw -58726.781977 + Penalty 1498.327079 = -57228.454899 nChanged 48 SP:Iteration 5Q (2586.592259 sec): 3 clusters Score: Raw -58769.017338 + Penalty 1498.327079 = -57270.690259 nChanged 37 SP:Iteration 6Q (2586.683277 sec): 3 clusters Score: Raw -58802.782097 + Penalty 1498.327079 = -57304.455018 nChanged 34 SP:Iteration 7Q (2586.777242 sec): 3 clusters Score: Raw -58830.013449 + Penalty 1498.327079 = -57331.686370 nChanged 32 SP:Iteration 8Q (2586.846357 sec): 3 clusters Score: Raw -58854.433217 + Penalty 1498.327079 = -57356.106138 nChanged 26 SP:Iteration 9Q (2586.944130 sec): 3 clusters Score: Raw -58870.883848 + Penalty 1498.327079 = -57372.556769 nChanged 26 SP:Iteration 10Q (2587.006676 sec): 3 clusters Score: Raw -58891.615279 + Penalty 1498.327079 = -57393.288200 nChanged 22 SP:Iteration 11Q (2587.100591 sec): 3 clusters Score: Raw -58909.325297 + Penalty 1498.327079 = -57410.998218 nChanged 16 SP:Iteration 12Q (2587.175168 sec): 3 clusters Score: Raw -58920.071377 + Penalty 1498.327079 = -57421.744298 nChanged 14 SP:Iteration 13Q (2587.243519 sec): 3 clusters Score: Raw -58930.417628 + Penalty 1498.327079 = -57432.090549 nChanged 12 SP:Iteration 14Q (2587.325017 sec): 3 clusters Score: Raw -58940.482232 + Penalty 1498.327079 = -57442.155153 nChanged 9 SP:Iteration 15Q (2587.384524 sec): 3 clusters Score: Raw -58945.618941 + Penalty 1498.327079 = -57447.291862 nChanged 5 SP:Iteration 16Q (2587.465097 sec): 3 clusters Score: Raw -58949.212553 + Penalty 1498.327079 = -57450.885474 nChanged 4 SP:Iteration 17Q (2587.549874 sec): 3 clusters Score: Raw -58952.198613 + Penalty 1498.327079 = -57453.871534 nChanged 3 SP:Iteration 18Q (2587.624211 sec): 3 clusters Score: Raw -58953.771158 + Penalty 1498.327079 = -57455.444079 nChanged 3 SP:Iteration 19Q (2587.682772 sec): 3 clusters Score: Raw -58954.559253 + Penalty 1498.327079 = -57456.232175 nChanged 4 SP:Iteration 20F (2587.764936 sec): 3 clusters Score: Raw -58955.715767 + Penalty 1498.327079 = -57457.388688 nChanged 2 SP:Iteration 21Q (2587.856887 sec): 3 clusters Score: Raw -58958.768243 + Penalty 1498.327079 = -57460.441164 nChanged 4 SP:Iteration 22Q (2587.935617 sec): 3 clusters Score: Raw -58960.763088 + Penalty 1498.327079 = -57462.436009 nChanged 4 SP:Iteration 23Q (2587.997452 sec): 3 clusters Score: Raw -58964.244262 + Penalty 1498.327079 = -57465.917183 nChanged 4 SP:Iteration 24Q (2588.080339 sec): 3 clusters Score: Raw -58968.450044 + Penalty 1498.327079 = -57470.122965 nChanged 3 SP:Iteration 25Q (2588.161758 sec): 3 clusters Score: Raw -58970.233624 + Penalty 1498.327079 = -57471.906545 nChanged 1 SP:Iteration 26Q (2588.236917 sec): 3 clusters Score: Raw -58970.422261 + Penalty 1498.327079 = -57472.095182 nChanged 0 SP:Iteration 27F (2588.310045 sec): 3 clusters Score: Raw -58970.422261 + Penalty 1498.327079 = -57472.095182 nChanged 0 Iteration 59Q (2588.989608 sec): 14 clusters Score: Raw -2001462.498104 + Penalty 14499.243309 = -1986963.254795 nChanged 22 Iteration 60F (2589.682637 sec): 14 clusters Score: Raw -2001465.299252 + Penalty 14499.243309 = -1986966.055943 nChanged 25 Iteration 61Q (2590.391128 sec): 14 clusters Score: Raw -2001470.085738 + Penalty 14499.243309 = -1986970.842429 nChanged 26 Iteration 62Q (2591.047335 sec): 14 clusters Score: Raw -2001475.021582 + Penalty 14499.243309 = -1986975.778273 nChanged 18 Iteration 63Q (2591.773210 sec): 14 clusters Score: Raw -2001478.234184 + Penalty 14499.243309 = -1986978.990875 nChanged 26 Iteration 64Q (2592.555589 sec): 14 clusters Score: Raw -2001483.687120 + Penalty 14499.243309 = -1986984.443811 nChanged 32 Iteration 65Q (2593.269262 sec): 14 clusters Score: Raw -2001492.087979 + Penalty 14499.243309 = -1986992.844670 nChanged 28 Iteration 66Q (2594.006174 sec): 14 clusters Score: Raw -2001497.951278 + Penalty 14499.243309 = -1986998.707969 nChanged 35 Iteration 67Q (2594.892937 sec): 14 clusters Score: Raw -2001505.362561 + Penalty 14499.243309 = -1987006.119252 nChanged 37 Iteration 68Q (2595.773254 sec): 14 clusters Score: Raw -2001515.337271 + Penalty 14499.243309 = -1987016.093962 nChanged 37 Iteration 69Q (2596.669009 sec): 14 clusters Score: Raw -2001527.260479 + Penalty 14499.243309 = -1987028.017170 nChanged 41 Iteration 70Q (2597.549466 sec): 14 clusters Score: Raw -2001538.656462 + Penalty 14499.243309 = -1987039.413153 nChanged 54 Iteration 71Q (2598.433188 sec): 14 clusters Score: Raw -2001549.319859 + Penalty 14499.243309 = -1987050.076550 nChanged 49 Iteration 72Q (2599.307573 sec): 14 clusters Score: Raw -2001560.364568 + Penalty 14499.243309 = -1987061.121259 nChanged 48 Iteration 73Q (2600.199304 sec): 14 clusters Score: Raw -2001572.548166 + Penalty 14499.243309 = -1987073.304857 nChanged 45 Iteration 74Q (2600.918625 sec): 14 clusters Score: Raw -2001579.297007 + Penalty 14499.243309 = -1987080.053698 nChanged 37 Iteration 75Q (2601.649039 sec): 14 clusters Score: Raw -2001584.653165 + Penalty 14499.243309 = -1987085.409856 nChanged 41 Iteration 76Q (2602.357135 sec): 14 clusters Score: Raw -2001593.210300 + Penalty 14499.243309 = -1987093.966991 nChanged 32 Iteration 77Q (2603.072745 sec): 14 clusters Score: Raw -2001600.950476 + Penalty 14499.243309 = -1987101.707167 nChanged 35 Iteration 78Q (2603.764949 sec): 14 clusters Score: Raw -2001606.725951 + Penalty 14499.243309 = -1987107.482642 nChanged 34 Iteration 79Q (2604.518073 sec): 14 clusters Score: Raw -2001613.852243 + Penalty 14499.243309 = -1987114.608934 nChanged 43 Iteration 80F (2605.355463 sec): 14 clusters Score: Raw -2001625.024773 + Penalty 14499.243309 = -1987125.781464 nChanged 52 Iteration 81Q (2606.070291 sec): 14 clusters Score: Raw -2001635.952115 + Penalty 14499.243309 = -1987136.708806 nChanged 58 Iteration 82Q (2606.785479 sec): 14 clusters Score: Raw -2001652.713671 + Penalty 14499.243309 = -1987153.470362 nChanged 70 Iteration 83Q (2607.519531 sec): 14 clusters Score: Raw -2001673.257936 + Penalty 14499.243309 = -1987174.014627 nChanged 74 Iteration 84Q (2608.362372 sec): 14 clusters Score: Raw -2001691.523200 + Penalty 14499.243309 = -1987192.279891 nChanged 70 Iteration 85Q (2609.295616 sec): 14 clusters Score: Raw -2001709.551341 + Penalty 14499.243309 = -1987210.308032 nChanged 59 Iteration 86Q (2610.208992 sec): 14 clusters Score: Raw -2001727.488260 + Penalty 14499.243309 = -1987228.244951 nChanged 73 Iteration 87Q (2611.076309 sec): 14 clusters Score: Raw -2001752.692188 + Penalty 14499.243309 = -1987253.448879 nChanged 87 Iteration 88Q (2612.009596 sec): 14 clusters Score: Raw -2001779.408082 + Penalty 14499.243309 = -1987280.164773 nChanged 77 Iteration 89Q (2612.906719 sec): 14 clusters Score: Raw -2001802.034820 + Penalty 14499.243309 = -1987302.791511 nChanged 94 Iteration 90Q (2613.774200 sec): 14 clusters Score: Raw -2001821.116631 + Penalty 14499.243309 = -1987321.873322 nChanged 80 Iteration 91Q (2614.730417 sec): 14 clusters Score: Raw -2001844.539356 + Penalty 14499.243309 = -1987345.296047 nChanged 94 Iteration 92Q (2615.614584 sec): 14 clusters Score: Raw -2001872.607204 + Penalty 14499.243309 = -1987373.363895 nChanged 107 Iteration 93Q (2616.459491 sec): 14 clusters Score: Raw -2001901.705009 + Penalty 14499.243309 = -1987402.461700 nChanged 100 Iteration 94Q (2617.079086 sec): 14 clusters Score: Raw -2001927.400722 + Penalty 14499.243309 = -1987428.157413 nChanged 94 Iteration 95Q (2617.634848 sec): 14 clusters Score: Raw -2001949.166071 + Penalty 14499.243309 = -1987449.922762 nChanged 108 Iteration 96Q (2618.321932 sec): 14 clusters Score: Raw -2001973.537106 + Penalty 14499.243309 = -1987474.293797 nChanged 97 Iteration 97Q (2618.786178 sec): 14 clusters Score: Raw -2001995.586610 + Penalty 14499.243309 = -1987496.343301 nChanged 99 Iteration 98Q (2619.401920 sec): 14 clusters Score: Raw -2002016.317129 + Penalty 14499.243309 = -1987517.073820 nChanged 103 Writing temp clu file Because OldScore, -1987496.343301, is greater than current (better) Score,-1987517.073820 Compute initial score before splitting: Score: Raw -2002016.317129 + Penalty 14499.243309 = -1987517.073820 Trying to split cluster 1 (4281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2619.473504 sec): 2 clusters Score: Raw -200362.839917 + Penalty 878.003900 = -199484.836017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2619.537930 sec): 3 clusters Score: Raw -198064.785805 + Penalty 1756.007800 = -196308.778005 nChanged 1754 SP:Iteration 1F (2619.600380 sec): 3 clusters Score: Raw -199121.843016 + Penalty 1756.007800 = -197365.835215 nChanged 375 SP:Iteration 2F (2619.684371 sec): 3 clusters Score: Raw -199460.705455 + Penalty 1756.007800 = -197704.697655 nChanged 394 SP:Iteration 3F (2619.753688 sec): 3 clusters Score: Raw -199836.361582 + Penalty 1756.007800 = -198080.353782 nChanged 315 SP:Iteration 4F (2619.811675 sec): 3 clusters Score: Raw -200144.020064 + Penalty 1756.007800 = -198388.012263 nChanged 246 SP:Iteration 5F (2619.896688 sec): 3 clusters Score: Raw -200339.430134 + Penalty 1756.007800 = -198583.422333 nChanged 199 SP:Iteration 6Q (2619.983631 sec): 3 clusters Score: Raw -200465.199625 + Penalty 1756.007800 = -198709.191825 nChanged 154 SP:Iteration 7Q (2620.063867 sec): 3 clusters Score: Raw -200570.124804 + Penalty 1756.007800 = -198814.117004 nChanged 127 SP:Iteration 8Q (2620.138820 sec): 3 clusters Score: Raw -200631.008513 + Penalty 1756.007800 = -198875.000712 nChanged 88 SP:Iteration 9Q (2620.234634 sec): 3 clusters Score: Raw -200681.930542 + Penalty 1756.007800 = -198925.922741 nChanged 78 SP:Iteration 10Q (2620.309554 sec): 3 clusters Score: Raw -200711.580937 + Penalty 1756.007800 = -198955.573136 nChanged 52 SP:Iteration 11Q (2620.392365 sec): 3 clusters Score: Raw -200729.891118 + Penalty 1756.007800 = -198973.883318 nChanged 45 SP:Iteration 12Q (2620.479959 sec): 3 clusters Score: Raw -200747.076921 + Penalty 1756.007800 = -198991.069121 nChanged 39 SP:Iteration 13Q (2620.571913 sec): 3 clusters Score: Raw -200761.273851 + Penalty 1756.007800 = -199005.266051 nChanged 23 SP:Iteration 14Q (2620.650382 sec): 3 clusters Score: Raw -200769.106751 + Penalty 1756.007800 = -199013.098951 nChanged 19 SP:Iteration 15Q (2620.743904 sec): 3 clusters Score: Raw -200773.552610 + Penalty 1756.007800 = -199017.544809 nChanged 16 SP:Iteration 16Q (2620.821092 sec): 3 clusters Score: Raw -200777.547450 + Penalty 1756.007800 = -199021.539650 nChanged 19 SP:Iteration 17Q (2620.895814 sec): 3 clusters Score: Raw -200783.572940 + Penalty 1756.007800 = -199027.565139 nChanged 20 SP:Iteration 18Q (2620.957023 sec): 3 clusters Score: Raw -200788.371394 + Penalty 1756.007800 = -199032.363594 nChanged 20 SP:Iteration 19Q (2621.065587 sec): 3 clusters Score: Raw -200793.725231 + Penalty 1756.007800 = -199037.717430 nChanged 20 SP:Iteration 20F (2621.181112 sec): 3 clusters Score: Raw -200799.343029 + Penalty 1756.007800 = -199043.335229 nChanged 13 SP:Iteration 21Q (2621.257198 sec): 3 clusters Score: Raw -200802.388745 + Penalty 1756.007800 = -199046.380945 nChanged 17 SP:Iteration 22Q (2621.338881 sec): 3 clusters Score: Raw -200807.282764 + Penalty 1756.007800 = -199051.274963 nChanged 8 SP:Iteration 23Q (2621.416007 sec): 3 clusters Score: Raw -200808.600877 + Penalty 1756.007800 = -199052.593076 nChanged 2 SP:Iteration 24Q (2621.495207 sec): 3 clusters Score: Raw -200808.999783 + Penalty 1756.007800 = -199052.991983 nChanged 6 SP:Iteration 25Q (2621.586730 sec): 3 clusters Score: Raw -200809.585406 + Penalty 1756.007800 = -199053.577606 nChanged 5 SP:Iteration 26Q (2621.653172 sec): 3 clusters Score: Raw -200810.168731 + Penalty 1756.007800 = -199054.160930 nChanged 8 SP:Iteration 27Q (2621.740817 sec): 3 clusters Score: Raw -200811.200561 + Penalty 1756.007800 = -199055.192761 nChanged 7 SP:Iteration 28Q (2621.806936 sec): 3 clusters Score: Raw -200812.120939 + Penalty 1756.007800 = -199056.113139 nChanged 5 SP:Iteration 29Q (2621.895285 sec): 3 clusters Score: Raw -200812.553247 + Penalty 1756.007800 = -199056.545447 nChanged 1 SP:Iteration 30Q (2621.963389 sec): 3 clusters Score: Raw -200812.610750 + Penalty 1756.007800 = -199056.602949 nChanged 1 SP:Iteration 31Q (2622.042028 sec): 3 clusters Score: Raw -200812.770217 + Penalty 1756.007800 = -199056.762416 nChanged 2 SP:Iteration 32Q (2622.115994 sec): 3 clusters Score: Raw -200812.979383 + Penalty 1756.007800 = -199056.971583 nChanged 1 SP:Iteration 33Q (2622.192428 sec): 3 clusters Score: Raw -200813.119403 + Penalty 1756.007800 = -199057.111603 nChanged 1 SP:Iteration 34Q (2622.276619 sec): 3 clusters Score: Raw -200813.256429 + Penalty 1756.007800 = -199057.248629 nChanged 1 SP:Iteration 35Q (2622.377572 sec): 3 clusters Score: Raw -200813.326038 + Penalty 1756.007800 = -199057.318237 nChanged 2 SP:Iteration 36Q (2622.434116 sec): 3 clusters Score: Raw -200813.597861 + Penalty 1756.007800 = -199057.590061 nChanged 2 SP:Iteration 37Q (2622.515173 sec): 3 clusters Score: Raw -200813.902955 + Penalty 1756.007800 = -199057.895155 nChanged 2 SP:Iteration 38Q (2622.597336 sec): 3 clusters Score: Raw -200814.165914 + Penalty 1756.007800 = -199058.158114 nChanged 3 SP:Iteration 39Q (2622.682395 sec): 3 clusters Score: Raw -200814.796254 + Penalty 1756.007800 = -199058.788453 nChanged 4 SP:Iteration 40F (2622.759829 sec): 3 clusters Score: Raw -200815.289719 + Penalty 1756.007800 = -199059.281919 nChanged 1 SP:Iteration 41Q (2622.840035 sec): 3 clusters Score: Raw -200815.617786 + Penalty 1756.007800 = -199059.609986 nChanged 3 SP:Iteration 42Q (2622.919997 sec): 3 clusters Score: Raw -200816.316722 + Penalty 1756.007800 = -199060.308921 nChanged 4 SP:Iteration 43Q (2623.016618 sec): 3 clusters Score: Raw -200817.122725 + Penalty 1756.007800 = -199061.114925 nChanged 6 SP:Iteration 44Q (2623.148481 sec): 3 clusters Score: Raw -200818.252201 + Penalty 1756.007800 = -199062.244401 nChanged 2 SP:Iteration 45Q (2623.238657 sec): 3 clusters Score: Raw -200818.436975 + Penalty 1756.007800 = -199062.429175 nChanged 1 SP:Iteration 46Q (2623.375463 sec): 3 clusters Score: Raw -200818.582597 + Penalty 1756.007800 = -199062.574797 nChanged 0 SP:Iteration 47F (2623.493394 sec): 3 clusters Score: Raw -200818.582597 + Penalty 1756.007800 = -199062.574797 nChanged 0 Trying to split cluster 2 (5609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2623.558650 sec): 2 clusters Score: Raw -297807.542636 + Penalty 906.373412 = -296901.169225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2623.669840 sec): 3 clusters Score: Raw -294662.256968 + Penalty 1812.746823 = -292849.510145 nChanged 2406 SP:Iteration 1F (2623.763054 sec): 3 clusters Score: Raw -296011.512073 + Penalty 1812.746823 = -294198.765250 nChanged 474 SP:Iteration 2F (2623.869202 sec): 3 clusters Score: Raw -296356.178428 + Penalty 1812.746823 = -294543.431605 nChanged 440 SP:Iteration 3F (2623.981291 sec): 3 clusters Score: Raw -296697.414320 + Penalty 1812.746823 = -294884.667497 nChanged 407 SP:Iteration 4F (2624.086686 sec): 3 clusters Score: Raw -296985.305861 + Penalty 1812.746823 = -295172.559038 nChanged 337 SP:Iteration 5F (2624.185839 sec): 3 clusters Score: Raw -297200.070386 + Penalty 1812.746823 = -295387.323563 nChanged 253 SP:Iteration 6Q (2624.288599 sec): 3 clusters Score: Raw -297348.348523 + Penalty 1812.746823 = -295535.601700 nChanged 208 SP:Iteration 7Q (2624.386634 sec): 3 clusters Score: Raw -297471.252922 + Penalty 1812.746823 = -295658.506099 nChanged 174 SP:Iteration 8Q (2624.509858 sec): 3 clusters Score: Raw -297582.154344 + Penalty 1812.746823 = -295769.407521 nChanged 144 SP:Iteration 9Q (2624.613643 sec): 3 clusters Score: Raw -297677.214354 + Penalty 1812.746823 = -295864.467530 nChanged 121 SP:Iteration 10Q (2624.714813 sec): 3 clusters Score: Raw -297756.521943 + Penalty 1812.746823 = -295943.775119 nChanged 109 SP:Iteration 11Q (2624.827283 sec): 3 clusters Score: Raw -297831.766297 + Penalty 1812.746823 = -296019.019474 nChanged 116 SP:Iteration 12Q (2624.924133 sec): 3 clusters Score: Raw -297896.673541 + Penalty 1812.746823 = -296083.926718 nChanged 87 SP:Iteration 13Q (2625.050583 sec): 3 clusters Score: Raw -297946.798138 + Penalty 1812.746823 = -296134.051315 nChanged 74 SP:Iteration 14Q (2625.155187 sec): 3 clusters Score: Raw -297989.290788 + Penalty 1812.746823 = -296176.543964 nChanged 61 SP:Iteration 15Q (2625.257541 sec): 3 clusters Score: Raw -298014.908837 + Penalty 1812.746823 = -296202.162014 nChanged 43 SP:Iteration 16Q (2625.384120 sec): 3 clusters Score: Raw -298039.416294 + Penalty 1812.746823 = -296226.669470 nChanged 46 SP:Iteration 17Q (2625.500940 sec): 3 clusters Score: Raw -298063.894060 + Penalty 1812.746823 = -296251.147237 nChanged 38 SP:Iteration 18Q (2625.604264 sec): 3 clusters Score: Raw -298086.287789 + Penalty 1812.746823 = -296273.540966 nChanged 42 SP:Iteration 19Q (2625.714586 sec): 3 clusters Score: Raw -298111.170353 + Penalty 1812.746823 = -296298.423530 nChanged 38 SP:Iteration 20F (2625.823230 sec): 3 clusters Score: Raw -298128.149078 + Penalty 1812.746823 = -296315.402254 nChanged 32 SP:Iteration 21Q (2625.975430 sec): 3 clusters Score: Raw -298140.533898 + Penalty 1812.746823 = -296327.787075 nChanged 26 SP:Iteration 22Q (2626.101293 sec): 3 clusters Score: Raw -298148.475271 + Penalty 1812.746823 = -296335.728448 nChanged 16 SP:Iteration 23Q (2626.194199 sec): 3 clusters Score: Raw -298153.702009 + Penalty 1812.746823 = -296340.955186 nChanged 21 SP:Iteration 24Q (2626.297110 sec): 3 clusters Score: Raw -298161.365903 + Penalty 1812.746823 = -296348.619080 nChanged 21 SP:Iteration 25Q (2626.398204 sec): 3 clusters Score: Raw -298167.869087 + Penalty 1812.746823 = -296355.122264 nChanged 16 SP:Iteration 26Q (2626.484924 sec): 3 clusters Score: Raw -298173.196117 + Penalty 1812.746823 = -296360.449294 nChanged 18 SP:Iteration 27Q (2626.632616 sec): 3 clusters Score: Raw -298177.778220 + Penalty 1812.746823 = -296365.031397 nChanged 13 SP:Iteration 28Q (2626.750981 sec): 3 clusters Score: Raw -298180.569571 + Penalty 1812.746823 = -296367.822748 nChanged 15 SP:Iteration 29Q (2626.850255 sec): 3 clusters Score: Raw -298184.726192 + Penalty 1812.746823 = -296371.979369 nChanged 15 SP:Iteration 30Q (2626.934443 sec): 3 clusters Score: Raw -298189.484538 + Penalty 1812.746823 = -296376.737714 nChanged 22 SP:Iteration 31Q (2627.056751 sec): 3 clusters Score: Raw -298198.592303 + Penalty 1812.746823 = -296385.845480 nChanged 22 SP:Iteration 32Q (2627.174436 sec): 3 clusters Score: Raw -298206.642203 + Penalty 1812.746823 = -296393.895380 nChanged 23 SP:Iteration 33Q (2627.307000 sec): 3 clusters Score: Raw -298215.578290 + Penalty 1812.746823 = -296402.831467 nChanged 24 SP:Iteration 34Q (2627.430022 sec): 3 clusters Score: Raw -298225.633708 + Penalty 1812.746823 = -296412.886884 nChanged 25 SP:Iteration 35Q (2627.543176 sec): 3 clusters Score: Raw -298230.713190 + Penalty 1812.746823 = -296417.966367 nChanged 16 SP:Iteration 36Q (2627.657832 sec): 3 clusters Score: Raw -298234.862456 + Penalty 1812.746823 = -296422.115633 nChanged 13 SP:Iteration 37Q (2627.770421 sec): 3 clusters Score: Raw -298238.260141 + Penalty 1812.746823 = -296425.513318 nChanged 15 SP:Iteration 38Q (2627.878344 sec): 3 clusters Score: Raw -298242.980781 + Penalty 1812.746823 = -296430.233957 nChanged 9 SP:Iteration 39Q (2627.997392 sec): 3 clusters Score: Raw -298245.321650 + Penalty 1812.746823 = -296432.574827 nChanged 5 SP:Iteration 40F (2628.105342 sec): 3 clusters Score: Raw -298245.823418 + Penalty 1812.746823 = -296433.076595 nChanged 4 SP:Iteration 41Q (2628.211919 sec): 3 clusters Score: Raw -298246.513714 + Penalty 1812.746823 = -296433.766891 nChanged 3 SP:Iteration 42Q (2628.308405 sec): 3 clusters Score: Raw -298246.965855 + Penalty 1812.746823 = -296434.219032 nChanged 3 SP:Iteration 43Q (2628.416764 sec): 3 clusters Score: Raw -298247.487551 + Penalty 1812.746823 = -296434.740728 nChanged 2 SP:Iteration 44Q (2628.520917 sec): 3 clusters Score: Raw -298248.043529 + Penalty 1812.746823 = -296435.296706 nChanged 1 SP:Iteration 45Q (2628.641254 sec): 3 clusters Score: Raw -298248.190870 + Penalty 1812.746823 = -296435.444047 nChanged 1 SP:Iteration 46Q (2628.759133 sec): 3 clusters Score: Raw -298248.289517 + Penalty 1812.746823 = -296435.542693 nChanged 0 SP:Iteration 47F (2628.882774 sec): 3 clusters Score: Raw -298248.289517 + Penalty 1812.746823 = -296435.542693 nChanged 0 Trying to split cluster 3 (3982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2628.975145 sec): 2 clusters Score: Raw -209188.513843 + Penalty 870.401646 = -208318.112197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2629.084818 sec): 3 clusters Score: Raw -207038.035587 + Penalty 1740.803292 = -205297.232295 nChanged 1662 SP:Iteration 1F (2629.207892 sec): 3 clusters Score: Raw -208064.465663 + Penalty 1740.803292 = -206323.662371 nChanged 352 SP:Iteration 2F (2629.327929 sec): 3 clusters Score: Raw -208337.559518 + Penalty 1740.803292 = -206596.756226 nChanged 279 SP:Iteration 3F (2629.443345 sec): 3 clusters Score: Raw -208557.174058 + Penalty 1740.803292 = -206816.370766 nChanged 224 SP:Iteration 4F (2629.550718 sec): 3 clusters Score: Raw -208716.799216 + Penalty 1740.803292 = -206975.995924 nChanged 201 SP:Iteration 5F (2629.669230 sec): 3 clusters Score: Raw -208856.313711 + Penalty 1740.803292 = -207115.510419 nChanged 167 SP:Iteration 6Q (2629.756834 sec): 3 clusters Score: Raw -208965.418699 + Penalty 1740.803292 = -207224.615407 nChanged 133 SP:Iteration 7Q (2629.876047 sec): 3 clusters Score: Raw -209061.903046 + Penalty 1740.803292 = -207321.099754 nChanged 143 SP:Iteration 8Q (2629.979391 sec): 3 clusters Score: Raw -209152.860611 + Penalty 1740.803292 = -207412.057319 nChanged 117 SP:Iteration 9Q (2630.107344 sec): 3 clusters Score: Raw -209221.701540 + Penalty 1740.803292 = -207480.898249 nChanged 110 SP:Iteration 10Q (2630.179940 sec): 3 clusters Score: Raw -209286.250400 + Penalty 1740.803292 = -207545.447109 nChanged 88 SP:Iteration 11Q (2630.272841 sec): 3 clusters Score: Raw -209351.617916 + Penalty 1740.803292 = -207610.814624 nChanged 101 SP:Iteration 12Q (2630.372490 sec): 3 clusters Score: Raw -209404.291012 + Penalty 1740.803292 = -207663.487720 nChanged 78 SP:Iteration 13Q (2630.463673 sec): 3 clusters Score: Raw -209447.560152 + Penalty 1740.803292 = -207706.756860 nChanged 75 SP:Iteration 14Q (2630.561521 sec): 3 clusters Score: Raw -209483.750016 + Penalty 1740.803292 = -207742.946724 nChanged 66 SP:Iteration 15Q (2630.669261 sec): 3 clusters Score: Raw -209508.426225 + Penalty 1740.803292 = -207767.622933 nChanged 45 SP:Iteration 16Q (2630.759740 sec): 3 clusters Score: Raw -209523.079956 + Penalty 1740.803292 = -207782.276664 nChanged 29 SP:Iteration 17Q (2630.850025 sec): 3 clusters Score: Raw -209533.123553 + Penalty 1740.803292 = -207792.320261 nChanged 29 SP:Iteration 18Q (2630.957302 sec): 3 clusters Score: Raw -209544.393452 + Penalty 1740.803292 = -207803.590161 nChanged 29 SP:Iteration 19Q (2631.041282 sec): 3 clusters Score: Raw -209556.376346 + Penalty 1740.803292 = -207815.573055 nChanged 32 SP:Iteration 20F (2631.141397 sec): 3 clusters Score: Raw -209570.085200 + Penalty 1740.803292 = -207829.281908 nChanged 32 SP:Iteration 21Q (2631.230024 sec): 3 clusters Score: Raw -209579.411996 + Penalty 1740.803292 = -207838.608704 nChanged 23 SP:Iteration 22Q (2631.326476 sec): 3 clusters Score: Raw -209585.062485 + Penalty 1740.803292 = -207844.259193 nChanged 24 SP:Iteration 23Q (2631.435102 sec): 3 clusters Score: Raw -209591.597869 + Penalty 1740.803292 = -207850.794577 nChanged 22 SP:Iteration 24Q (2631.530979 sec): 3 clusters Score: Raw -209598.865793 + Penalty 1740.803292 = -207858.062501 nChanged 25 SP:Iteration 25Q (2631.630553 sec): 3 clusters Score: Raw -209609.840039 + Penalty 1740.803292 = -207869.036748 nChanged 22 SP:Iteration 26Q (2631.731483 sec): 3 clusters Score: Raw -209616.504219 + Penalty 1740.803292 = -207875.700927 nChanged 19 SP:Iteration 27Q (2631.836650 sec): 3 clusters Score: Raw -209621.944790 + Penalty 1740.803292 = -207881.141499 nChanged 17 SP:Iteration 28Q (2631.902375 sec): 3 clusters Score: Raw -209627.932506 + Penalty 1740.803292 = -207887.129215 nChanged 11 SP:Iteration 29Q (2632.003490 sec): 3 clusters Score: Raw -209631.889754 + Penalty 1740.803292 = -207891.086462 nChanged 18 SP:Iteration 30Q (2632.115032 sec): 3 clusters Score: Raw -209638.171224 + Penalty 1740.803292 = -207897.367932 nChanged 18 SP:Iteration 31Q (2632.231403 sec): 3 clusters Score: Raw -209643.612312 + Penalty 1740.803292 = -207902.809021 nChanged 13 SP:Iteration 32Q (2632.327732 sec): 3 clusters Score: Raw -209647.475449 + Penalty 1740.803292 = -207906.672157 nChanged 12 SP:Iteration 33Q (2632.405399 sec): 3 clusters Score: Raw -209651.478246 + Penalty 1740.803292 = -207910.674954 nChanged 12 SP:Iteration 34Q (2632.515824 sec): 3 clusters Score: Raw -209654.612348 + Penalty 1740.803292 = -207913.809056 nChanged 9 SP:Iteration 35Q (2632.629974 sec): 3 clusters Score: Raw -209656.659362 + Penalty 1740.803292 = -207915.856070 nChanged 8 SP:Iteration 36Q (2632.707560 sec): 3 clusters Score: Raw -209658.781828 + Penalty 1740.803292 = -207917.978536 nChanged 9 SP:Iteration 37Q (2632.789777 sec): 3 clusters Score: Raw -209661.141195 + Penalty 1740.803292 = -207920.337903 nChanged 14 SP:Iteration 38Q (2632.895810 sec): 3 clusters Score: Raw -209665.871930 + Penalty 1740.803292 = -207925.068638 nChanged 11 SP:Iteration 39Q (2632.972871 sec): 3 clusters Score: Raw -209668.069938 + Penalty 1740.803292 = -207927.266646 nChanged 10 SP:Iteration 40F (2633.083390 sec): 3 clusters Score: Raw -209670.778664 + Penalty 1740.803292 = -207929.975372 nChanged 14 SP:Iteration 41Q (2633.180533 sec): 3 clusters Score: Raw -209674.563434 + Penalty 1740.803292 = -207933.760142 nChanged 10 SP:Iteration 42Q (2633.267918 sec): 3 clusters Score: Raw -209676.663820 + Penalty 1740.803292 = -207935.860528 nChanged 9 SP:Iteration 43Q (2633.363477 sec): 3 clusters Score: Raw -209678.464738 + Penalty 1740.803292 = -207937.661446 nChanged 9 SP:Iteration 44Q (2633.458510 sec): 3 clusters Score: Raw -209680.486913 + Penalty 1740.803292 = -207939.683621 nChanged 12 SP:Iteration 45Q (2633.550879 sec): 3 clusters Score: Raw -209684.051716 + Penalty 1740.803292 = -207943.248425 nChanged 13 SP:Iteration 46Q (2633.622436 sec): 3 clusters Score: Raw -209686.977055 + Penalty 1740.803292 = -207946.173764 nChanged 9 SP:Iteration 47Q (2633.704326 sec): 3 clusters Score: Raw -209688.703709 + Penalty 1740.803292 = -207947.900417 nChanged 4 SP:Iteration 48Q (2633.770451 sec): 3 clusters Score: Raw -209689.172049 + Penalty 1740.803292 = -207948.368757 nChanged 6 SP:Iteration 49Q (2633.848919 sec): 3 clusters Score: Raw -209690.270503 + Penalty 1740.803292 = -207949.467211 nChanged 4 SP:Iteration 50Q (2633.923004 sec): 3 clusters Score: Raw -209690.833821 + Penalty 1740.803292 = -207950.030529 nChanged 4 SP:Iteration 51Q (2633.976378 sec): 3 clusters Score: Raw -209691.612894 + Penalty 1740.803292 = -207950.809602 nChanged 3 SP:Iteration 52Q (2634.052361 sec): 3 clusters Score: Raw -209692.202175 + Penalty 1740.803292 = -207951.398883 nChanged 7 SP:Iteration 53Q (2634.146535 sec): 3 clusters Score: Raw -209693.288553 + Penalty 1740.803292 = -207952.485261 nChanged 7 SP:Iteration 54Q (2634.241442 sec): 3 clusters Score: Raw -209694.806540 + Penalty 1740.803292 = -207954.003248 nChanged 5 SP:Iteration 55Q (2634.318575 sec): 3 clusters Score: Raw -209695.951556 + Penalty 1740.803292 = -207955.148264 nChanged 5 SP:Iteration 56Q (2634.401354 sec): 3 clusters Score: Raw -209696.696521 + Penalty 1740.803292 = -207955.893229 nChanged 2 SP:Iteration 57Q (2634.477247 sec): 3 clusters Score: Raw -209697.435139 + Penalty 1740.803292 = -207956.631847 nChanged 3 SP:Iteration 58Q (2634.546699 sec): 3 clusters Score: Raw -209698.349386 + Penalty 1740.803292 = -207957.546094 nChanged 1 SP:Iteration 59Q (2634.638901 sec): 3 clusters Score: Raw -209698.451091 + Penalty 1740.803292 = -207957.647799 nChanged 0 SP:Iteration 60F (2634.708387 sec): 3 clusters Score: Raw -209698.451091 + Penalty 1740.803292 = -207957.647799 nChanged 0 Trying to split cluster 4 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2634.747481 sec): 2 clusters Score: Raw -9205.005198 + Penalty 583.466946 = -8621.538252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2634.818434 sec): 3 clusters Score: Raw -9237.149181 + Penalty 1166.933893 = -8070.215288 nChanged 53 SP:Iteration 1F (2634.882312 sec): 3 clusters Score: Raw -9503.712399 + Penalty 1166.933893 = -8336.778506 nChanged 25 SP:Iteration 2F (2634.937280 sec): 3 clusters Score: Raw -9577.670548 + Penalty 1166.933893 = -8410.736655 nChanged 7 SP:Iteration 3Q (2635.019657 sec): 3 clusters Score: Raw -9601.052088 + Penalty 1166.933893 = -8434.118195 nChanged 7 SP:Iteration 4Q (2635.073871 sec): 3 clusters Score: Raw -9621.835385 + Penalty 1166.933893 = -8454.901492 nChanged 5 SP:Iteration 5Q (2635.162772 sec): 3 clusters Score: Raw -9637.743494 + Penalty 1166.933893 = -8470.809601 nChanged 2 SP:Iteration 6Q (2635.227286 sec): 3 clusters Score: Raw -9645.619803 + Penalty 1166.933893 = -8478.685910 nChanged 0 SP:Iteration 7F (2635.294261 sec): 3 clusters Score: Raw -9645.619803 + Penalty 1166.933893 = -8478.685910 nChanged 0 Trying to split cluster 5 (13708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2635.369089 sec): 2 clusters Score: Raw -770990.960923 + Penalty 1000.202163 = -769990.758760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2635.462471 sec): 3 clusters Score: Raw -762878.321587 + Penalty 2000.404325 = -760877.917261 nChanged 6115 SP:Iteration 1F (2635.579324 sec): 3 clusters Score: Raw -766841.966426 + Penalty 2000.404325 = -764841.562101 nChanged 998 SP:Iteration 2F (2635.679859 sec): 3 clusters Score: Raw -767491.893029 + Penalty 2000.404325 = -765491.488704 nChanged 925 SP:Iteration 3F (2635.759658 sec): 3 clusters Score: Raw -768077.280166 + Penalty 2000.404325 = -766076.875841 nChanged 851 SP:Iteration 4F (2635.868511 sec): 3 clusters Score: Raw -768517.968072 + Penalty 2000.404325 = -766517.563747 nChanged 692 SP:Iteration 5F (2635.954345 sec): 3 clusters Score: Raw -768828.695392 + Penalty 2000.404325 = -766828.291067 nChanged 553 SP:Iteration 6Q (2636.051726 sec): 3 clusters Score: Raw -769055.979574 + Penalty 2000.404325 = -767055.575248 nChanged 447 SP:Iteration 7Q (2636.170680 sec): 3 clusters Score: Raw -769225.298825 + Penalty 2000.404325 = -767224.894499 nChanged 353 SP:Iteration 8Q (2636.289012 sec): 3 clusters Score: Raw -769344.376560 + Penalty 2000.404325 = -767343.972234 nChanged 302 SP:Iteration 9Q (2636.394142 sec): 3 clusters Score: Raw -769448.961652 + Penalty 2000.404325 = -767448.557327 nChanged 283 SP:Iteration 10Q (2636.469687 sec): 3 clusters Score: Raw -769541.189678 + Penalty 2000.404325 = -767540.785352 nChanged 257 SP:Iteration 11Q (2636.560976 sec): 3 clusters Score: Raw -769620.912092 + Penalty 2000.404325 = -767620.507767 nChanged 260 SP:Iteration 12Q (2636.670347 sec): 3 clusters Score: Raw -769706.065754 + Penalty 2000.404325 = -767705.661428 nChanged 244 SP:Iteration 13Q (2636.760485 sec): 3 clusters Score: Raw -769787.912241 + Penalty 2000.404325 = -767787.507916 nChanged 225 SP:Iteration 14Q (2636.877694 sec): 3 clusters Score: Raw -769861.561753 + Penalty 2000.404325 = -767861.157428 nChanged 243 SP:Iteration 15Q (2637.007532 sec): 3 clusters Score: Raw -769935.614890 + Penalty 2000.404325 = -767935.210565 nChanged 214 SP:Iteration 16Q (2637.140934 sec): 3 clusters Score: Raw -770003.910729 + Penalty 2000.404325 = -768003.506404 nChanged 236 SP:Iteration 17Q (2637.264626 sec): 3 clusters Score: Raw -770083.778253 + Penalty 2000.404325 = -768083.373928 nChanged 226 SP:Iteration 18Q (2637.387629 sec): 3 clusters Score: Raw -770169.972070 + Penalty 2000.404325 = -768169.567745 nChanged 208 SP:Iteration 19Q (2637.517988 sec): 3 clusters Score: Raw -770244.716488 + Penalty 2000.404325 = -768244.312163 nChanged 184 SP:Iteration 20F (2637.648019 sec): 3 clusters Score: Raw -770304.477612 + Penalty 2000.404325 = -768304.073287 nChanged 180 SP:Iteration 21Q (2637.777842 sec): 3 clusters Score: Raw -770366.496697 + Penalty 2000.404325 = -768366.092372 nChanged 158 SP:Iteration 22Q (2637.909969 sec): 3 clusters Score: Raw -770416.034401 + Penalty 2000.404325 = -768415.630076 nChanged 164 SP:Iteration 23Q (2638.039873 sec): 3 clusters Score: Raw -770469.117544 + Penalty 2000.404325 = -768468.713219 nChanged 154 SP:Iteration 24Q (2638.167639 sec): 3 clusters Score: Raw -770532.680128 + Penalty 2000.404325 = -768532.275802 nChanged 166 SP:Iteration 25Q (2638.328185 sec): 3 clusters Score: Raw -770597.510904 + Penalty 2000.404325 = -768597.106579 nChanged 155 SP:Iteration 26Q (2638.447097 sec): 3 clusters Score: Raw -770655.969528 + Penalty 2000.404325 = -768655.565202 nChanged 118 SP:Iteration 27Q (2638.611224 sec): 3 clusters Score: Raw -770701.945496 + Penalty 2000.404325 = -768701.541170 nChanged 123 SP:Iteration 28Q (2638.743500 sec): 3 clusters Score: Raw -770750.042086 + Penalty 2000.404325 = -768749.637761 nChanged 99 SP:Iteration 29Q (2638.905645 sec): 3 clusters Score: Raw -770782.262427 + Penalty 2000.404325 = -768781.858102 nChanged 103 SP:Iteration 30Q (2639.064817 sec): 3 clusters Score: Raw -770819.014188 + Penalty 2000.404325 = -768818.609862 nChanged 123 SP:Iteration 31Q (2639.185530 sec): 3 clusters Score: Raw -770871.809450 + Penalty 2000.404325 = -768871.405124 nChanged 118 SP:Iteration 32Q (2639.296257 sec): 3 clusters Score: Raw -770918.906296 + Penalty 2000.404325 = -768918.501971 nChanged 96 SP:Iteration 33Q (2639.440597 sec): 3 clusters Score: Raw -770956.034180 + Penalty 2000.404325 = -768955.629855 nChanged 87 SP:Iteration 34Q (2639.574075 sec): 3 clusters Score: Raw -770991.997226 + Penalty 2000.404325 = -768991.592900 nChanged 81 SP:Iteration 35Q (2639.697648 sec): 3 clusters Score: Raw -771024.398598 + Penalty 2000.404325 = -769023.994273 nChanged 77 SP:Iteration 36Q (2639.823118 sec): 3 clusters Score: Raw -771057.319281 + Penalty 2000.404325 = -769056.914956 nChanged 58 SP:Iteration 37Q (2639.953410 sec): 3 clusters Score: Raw -771082.931128 + Penalty 2000.404325 = -769082.526802 nChanged 58 SP:Iteration 38Q (2640.049003 sec): 3 clusters Score: Raw -771113.125194 + Penalty 2000.404325 = -769112.720869 nChanged 67 SP:Iteration 39Q (2640.111644 sec): 3 clusters Score: Raw -771148.033139 + Penalty 2000.404325 = -769147.628813 nChanged 54 SP:Iteration 40F (2640.191174 sec): 3 clusters Score: Raw -771177.560649 + Penalty 2000.404325 = -769177.156324 nChanged 52 SP:Iteration 41Q (2640.262313 sec): 3 clusters Score: Raw -771201.728616 + Penalty 2000.404325 = -769201.324291 nChanged 47 SP:Iteration 42Q (2640.423788 sec): 3 clusters Score: Raw -771224.289647 + Penalty 2000.404325 = -769223.885322 nChanged 44 SP:Iteration 43Q (2640.533367 sec): 3 clusters Score: Raw -771247.312973 + Penalty 2000.404325 = -769246.908647 nChanged 37 SP:Iteration 44Q (2640.661387 sec): 3 clusters Score: Raw -771265.485623 + Penalty 2000.404325 = -769265.081297 nChanged 32 SP:Iteration 45Q (2640.811217 sec): 3 clusters Score: Raw -771285.990622 + Penalty 2000.404325 = -769285.586297 nChanged 31 SP:Iteration 46Q (2640.936782 sec): 3 clusters Score: Raw -771303.490546 + Penalty 2000.404325 = -769303.086220 nChanged 20 SP:Iteration 47Q (2641.069824 sec): 3 clusters Score: Raw -771309.242331 + Penalty 2000.404325 = -769308.838005 nChanged 10 SP:Iteration 48Q (2641.199221 sec): 3 clusters Score: Raw -771312.793197 + Penalty 2000.404325 = -769312.388871 nChanged 9 SP:Iteration 49Q (2641.332344 sec): 3 clusters Score: Raw -771315.941123 + Penalty 2000.404325 = -769315.536797 nChanged 9 SP:Iteration 50Q (2641.459830 sec): 3 clusters Score: Raw -771319.106537 + Penalty 2000.404325 = -769318.702212 nChanged 7 SP:Iteration 51Q (2641.587757 sec): 3 clusters Score: Raw -771321.083175 + Penalty 2000.404325 = -769320.678849 nChanged 4 SP:Iteration 52Q (2641.701393 sec): 3 clusters Score: Raw -771322.298526 + Penalty 2000.404325 = -769321.894200 nChanged 3 SP:Iteration 53Q (2641.831605 sec): 3 clusters Score: Raw -771323.045535 + Penalty 2000.404325 = -769322.641210 nChanged 4 SP:Iteration 54Q (2641.959807 sec): 3 clusters Score: Raw -771323.858059 + Penalty 2000.404325 = -769323.453733 nChanged 1 SP:Iteration 55Q (2642.086933 sec): 3 clusters Score: Raw -771324.015970 + Penalty 2000.404325 = -769323.611645 nChanged 1 SP:Iteration 56Q (2642.217879 sec): 3 clusters Score: Raw -771324.162211 + Penalty 2000.404325 = -769323.757885 nChanged 0 SP:Iteration 57F (2642.351132 sec): 3 clusters Score: Raw -771324.162211 + Penalty 2000.404325 = -769323.757885 nChanged 0 Trying to split cluster 6 (2235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2642.414309 sec): 2 clusters Score: Raw -120709.302692 + Penalty 809.759633 = -119899.543059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2642.502383 sec): 3 clusters Score: Raw -119636.587739 + Penalty 1619.519266 = -118017.068472 nChanged 851 SP:Iteration 1F (2642.612628 sec): 3 clusters Score: Raw -120247.288919 + Penalty 1619.519266 = -118627.769653 nChanged 209 SP:Iteration 2F (2642.730502 sec): 3 clusters Score: Raw -120432.525977 + Penalty 1619.519266 = -118813.006711 nChanged 139 SP:Iteration 3F (2642.846608 sec): 3 clusters Score: Raw -120560.737171 + Penalty 1619.519266 = -118941.217904 nChanged 105 SP:Iteration 4Q (2642.944251 sec): 3 clusters Score: Raw -120666.544021 + Penalty 1619.519266 = -119047.024754 nChanged 97 SP:Iteration 5Q (2643.048005 sec): 3 clusters Score: Raw -120751.097470 + Penalty 1619.519266 = -119131.578204 nChanged 84 SP:Iteration 6Q (2643.130335 sec): 3 clusters Score: Raw -120817.217709 + Penalty 1619.519266 = -119197.698443 nChanged 67 SP:Iteration 7Q (2643.236125 sec): 3 clusters Score: Raw -120867.876971 + Penalty 1619.519266 = -119248.357704 nChanged 47 SP:Iteration 8Q (2643.352944 sec): 3 clusters Score: Raw -120908.845254 + Penalty 1619.519266 = -119289.325988 nChanged 54 SP:Iteration 9Q (2643.473883 sec): 3 clusters Score: Raw -120957.459394 + Penalty 1619.519266 = -119337.940127 nChanged 58 SP:Iteration 10Q (2643.568321 sec): 3 clusters Score: Raw -121006.632800 + Penalty 1619.519266 = -119387.113534 nChanged 62 SP:Iteration 11Q (2643.684173 sec): 3 clusters Score: Raw -121051.541627 + Penalty 1619.519266 = -119432.022360 nChanged 60 SP:Iteration 12Q (2643.775831 sec): 3 clusters Score: Raw -121088.685575 + Penalty 1619.519266 = -119469.166309 nChanged 53 SP:Iteration 13Q (2643.870789 sec): 3 clusters Score: Raw -121119.769551 + Penalty 1619.519266 = -119500.250285 nChanged 43 SP:Iteration 14Q (2643.978330 sec): 3 clusters Score: Raw -121150.504863 + Penalty 1619.519266 = -119530.985597 nChanged 53 SP:Iteration 15Q (2644.064020 sec): 3 clusters Score: Raw -121191.047357 + Penalty 1619.519266 = -119571.528090 nChanged 53 SP:Iteration 16Q (2644.183747 sec): 3 clusters Score: Raw -121229.994051 + Penalty 1619.519266 = -119610.474785 nChanged 49 SP:Iteration 17Q (2644.299333 sec): 3 clusters Score: Raw -121269.316047 + Penalty 1619.519266 = -119649.796780 nChanged 55 SP:Iteration 18Q (2644.414491 sec): 3 clusters Score: Raw -121324.238585 + Penalty 1619.519266 = -119704.719318 nChanged 64 SP:Iteration 19Q (2644.524289 sec): 3 clusters Score: Raw -121384.901081 + Penalty 1619.519266 = -119765.381815 nChanged 53 SP:Iteration 20F (2644.623546 sec): 3 clusters Score: Raw -121431.657069 + Penalty 1619.519266 = -119812.137802 nChanged 54 SP:Iteration 21Q (2644.738898 sec): 3 clusters Score: Raw -121480.612777 + Penalty 1619.519266 = -119861.093511 nChanged 54 SP:Iteration 22Q (2644.827662 sec): 3 clusters Score: Raw -121534.005638 + Penalty 1619.519266 = -119914.486371 nChanged 45 SP:Iteration 23Q (2644.939150 sec): 3 clusters Score: Raw -121576.147495 + Penalty 1619.519266 = -119956.628229 nChanged 38 SP:Iteration 24Q (2645.047853 sec): 3 clusters Score: Raw -121606.486497 + Penalty 1619.519266 = -119986.967230 nChanged 29 SP:Iteration 25Q (2645.148313 sec): 3 clusters Score: Raw -121629.978657 + Penalty 1619.519266 = -120010.459390 nChanged 24 SP:Iteration 26Q (2645.263136 sec): 3 clusters Score: Raw -121641.853422 + Penalty 1619.519266 = -120022.334155 nChanged 12 SP:Iteration 27Q (2645.352464 sec): 3 clusters Score: Raw -121647.398087 + Penalty 1619.519266 = -120027.878820 nChanged 11 SP:Iteration 28Q (2645.467565 sec): 3 clusters Score: Raw -121653.927228 + Penalty 1619.519266 = -120034.407962 nChanged 11 SP:Iteration 29Q (2645.576407 sec): 3 clusters Score: Raw -121659.488750 + Penalty 1619.519266 = -120039.969483 nChanged 6 SP:Iteration 30Q (2645.677404 sec): 3 clusters Score: Raw -121662.710179 + Penalty 1619.519266 = -120043.190913 nChanged 4 SP:Iteration 31Q (2645.791892 sec): 3 clusters Score: Raw -121663.822228 + Penalty 1619.519266 = -120044.302962 nChanged 1 SP:Iteration 32Q (2645.881974 sec): 3 clusters Score: Raw -121664.045951 + Penalty 1619.519266 = -120044.526685 nChanged 0 SP:Iteration 33F (2646.025488 sec): 3 clusters Score: Raw -121664.045951 + Penalty 1619.519266 = -120044.526685 nChanged 0 Score: Raw -2002985.395524 + Penalty 15614.569717 = -1987370.825807 Splitting cluster 6 changes total score from -1987517.073820 to -1987370.825807 So it's not getting split. Trying to split cluster 7 (1568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2647.357182 sec): 2 clusters Score: Raw -67473.815347 + Penalty 772.543401 = -66701.271945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2647.486234 sec): 3 clusters Score: Raw -66780.527207 + Penalty 1545.086802 = -65235.440404 nChanged 605 SP:Iteration 1F (2647.628896 sec): 3 clusters Score: Raw -67242.738512 + Penalty 1545.086802 = -65697.651709 nChanged 148 SP:Iteration 2F (2647.720871 sec): 3 clusters Score: Raw -67366.177355 + Penalty 1545.086802 = -65821.090553 nChanged 101 SP:Iteration 3F (2647.841064 sec): 3 clusters Score: Raw -67475.586531 + Penalty 1545.086802 = -65930.499729 nChanged 74 SP:Iteration 4Q (2647.928370 sec): 3 clusters Score: Raw -67573.278893 + Penalty 1545.086802 = -66028.192090 nChanged 82 SP:Iteration 5F (2648.000860 sec): 3 clusters Score: Raw -67670.965830 + Penalty 1545.086802 = -66125.879028 nChanged 64 SP:Iteration 6Q (2648.080327 sec): 3 clusters Score: Raw -67747.992735 + Penalty 1545.086802 = -66202.905933 nChanged 45 SP:Iteration 7Q (2648.142303 sec): 3 clusters Score: Raw -67814.147406 + Penalty 1545.086802 = -66269.060603 nChanged 50 SP:Iteration 8Q (2648.256065 sec): 3 clusters Score: Raw -67878.493276 + Penalty 1545.086802 = -66333.406473 nChanged 49 SP:Iteration 9Q (2648.341716 sec): 3 clusters Score: Raw -67922.238596 + Penalty 1545.086802 = -66377.151794 nChanged 32 SP:Iteration 10Q (2648.432158 sec): 3 clusters Score: Raw -67951.245740 + Penalty 1545.086802 = -66406.158938 nChanged 29 SP:Iteration 11Q (2648.535567 sec): 3 clusters Score: Raw -67985.958831 + Penalty 1545.086802 = -66440.872029 nChanged 35 SP:Iteration 12Q (2648.628103 sec): 3 clusters Score: Raw -68021.439431 + Penalty 1545.086802 = -66476.352629 nChanged 38 SP:Iteration 13Q (2648.722146 sec): 3 clusters Score: Raw -68060.564630 + Penalty 1545.086802 = -66515.477828 nChanged 25 SP:Iteration 14Q (2648.831707 sec): 3 clusters Score: Raw -68080.625134 + Penalty 1545.086802 = -66535.538331 nChanged 23 SP:Iteration 15Q (2648.909013 sec): 3 clusters Score: Raw -68102.912072 + Penalty 1545.086802 = -66557.825270 nChanged 26 SP:Iteration 16Q (2649.026312 sec): 3 clusters Score: Raw -68129.436538 + Penalty 1545.086802 = -66584.349736 nChanged 22 SP:Iteration 17Q (2649.123930 sec): 3 clusters Score: Raw -68149.098034 + Penalty 1545.086802 = -66604.011232 nChanged 12 SP:Iteration 18Q (2649.218307 sec): 3 clusters Score: Raw -68157.869148 + Penalty 1545.086802 = -66612.782346 nChanged 12 SP:Iteration 19Q (2649.312234 sec): 3 clusters Score: Raw -68166.309861 + Penalty 1545.086802 = -66621.223059 nChanged 9 SP:Iteration 20F (2649.405333 sec): 3 clusters Score: Raw -68172.005030 + Penalty 1545.086802 = -66626.918227 nChanged 8 SP:Iteration 21Q (2649.496730 sec): 3 clusters Score: Raw -68175.343280 + Penalty 1545.086802 = -66630.256478 nChanged 6 SP:Iteration 22Q (2649.598622 sec): 3 clusters Score: Raw -68178.675514 + Penalty 1545.086802 = -66633.588712 nChanged 4 SP:Iteration 23Q (2649.693875 sec): 3 clusters Score: Raw -68180.646946 + Penalty 1545.086802 = -66635.560143 nChanged 1 SP:Iteration 24Q (2649.784831 sec): 3 clusters Score: Raw -68181.749633 + Penalty 1545.086802 = -66636.662830 nChanged 2 SP:Iteration 25Q (2649.893067 sec): 3 clusters Score: Raw -68182.804266 + Penalty 1545.086802 = -66637.717464 nChanged 3 SP:Iteration 26Q (2650.001825 sec): 3 clusters Score: Raw -68184.615239 + Penalty 1545.086802 = -66639.528437 nChanged 2 SP:Iteration 27Q (2650.106909 sec): 3 clusters Score: Raw -68186.716898 + Penalty 1545.086802 = -66641.630096 nChanged 3 SP:Iteration 28Q (2650.201935 sec): 3 clusters Score: Raw -68188.824891 + Penalty 1545.086802 = -66643.738089 nChanged 2 SP:Iteration 29Q (2650.278217 sec): 3 clusters Score: Raw -68189.866626 + Penalty 1545.086802 = -66644.779824 nChanged 1 SP:Iteration 30Q (2650.378426 sec): 3 clusters Score: Raw -68190.400134 + Penalty 1545.086802 = -66645.313332 nChanged 0 SP:Iteration 31F (2650.460583 sec): 3 clusters Score: Raw -68190.400134 + Penalty 1545.086802 = -66645.313332 nChanged 0 Trying to split cluster 8 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2650.496616 sec): 2 clusters Score: Raw -33497.378933 + Penalty 706.882124 = -32790.496809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2650.615221 sec): 3 clusters Score: Raw -33217.378022 + Penalty 1413.764248 = -31803.613774 nChanged 266 SP:Iteration 1F (2650.691254 sec): 3 clusters Score: Raw -33529.763172 + Penalty 1413.764248 = -32115.998924 nChanged 98 SP:Iteration 2F (2650.791168 sec): 3 clusters Score: Raw -33697.596497 + Penalty 1413.764248 = -32283.832248 nChanged 55 SP:Iteration 3F (2650.865645 sec): 3 clusters Score: Raw -33798.891229 + Penalty 1413.764248 = -32385.126981 nChanged 33 SP:Iteration 4Q (2650.959549 sec): 3 clusters Score: Raw -33870.389170 + Penalty 1413.764248 = -32456.624921 nChanged 24 SP:Iteration 5Q (2651.046779 sec): 3 clusters Score: Raw -33912.722011 + Penalty 1413.764248 = -32498.957763 nChanged 21 SP:Iteration 6Q (2651.152363 sec): 3 clusters Score: Raw -33942.638108 + Penalty 1413.764248 = -32528.873860 nChanged 8 SP:Iteration 7Q (2651.256850 sec): 3 clusters Score: Raw -33949.952153 + Penalty 1413.764248 = -32536.187904 nChanged 2 SP:Iteration 8Q (2651.348728 sec): 3 clusters Score: Raw -33950.873727 + Penalty 1413.764248 = -32537.109478 nChanged 1 SP:Iteration 9Q (2651.427805 sec): 3 clusters Score: Raw -33952.544741 + Penalty 1413.764248 = -32538.780492 nChanged 0 SP:Iteration 10F (2651.544899 sec): 3 clusters Score: Raw -33952.544741 + Penalty 1413.764248 = -32538.780492 nChanged 0 Trying to split cluster 9 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2651.577246 sec): 2 clusters Score: Raw -71320.604963 + Penalty 781.707494 = -70538.897469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2651.686915 sec): 3 clusters Score: Raw -70531.916500 + Penalty 1563.414988 = -68968.501512 nChanged 644 SP:Iteration 1F (2651.807191 sec): 3 clusters Score: Raw -71000.476108 + Penalty 1563.414988 = -69437.061121 nChanged 167 SP:Iteration 2F (2651.924089 sec): 3 clusters Score: Raw -71141.256782 + Penalty 1563.414988 = -69577.841794 nChanged 100 SP:Iteration 3F (2652.035090 sec): 3 clusters Score: Raw -71221.828989 + Penalty 1563.414988 = -69658.414001 nChanged 72 SP:Iteration 4Q (2652.120519 sec): 3 clusters Score: Raw -71269.765196 + Penalty 1563.414988 = -69706.350208 nChanged 51 SP:Iteration 5Q (2652.225607 sec): 3 clusters Score: Raw -71301.446767 + Penalty 1563.414988 = -69738.031779 nChanged 41 SP:Iteration 6Q (2652.332007 sec): 3 clusters Score: Raw -71329.161583 + Penalty 1563.414988 = -69765.746596 nChanged 34 SP:Iteration 7Q (2652.448031 sec): 3 clusters Score: Raw -71352.818545 + Penalty 1563.414988 = -69789.403558 nChanged 37 SP:Iteration 8Q (2652.568982 sec): 3 clusters Score: Raw -71379.209431 + Penalty 1563.414988 = -69815.794443 nChanged 26 SP:Iteration 9Q (2652.648222 sec): 3 clusters Score: Raw -71394.222381 + Penalty 1563.414988 = -69830.807394 nChanged 30 SP:Iteration 10Q (2652.757395 sec): 3 clusters Score: Raw -71420.174402 + Penalty 1563.414988 = -69856.759415 nChanged 44 SP:Iteration 11Q (2652.842283 sec): 3 clusters Score: Raw -71464.000762 + Penalty 1563.414988 = -69900.585775 nChanged 37 SP:Iteration 12Q (2652.927393 sec): 3 clusters Score: Raw -71491.345637 + Penalty 1563.414988 = -69927.930650 nChanged 29 SP:Iteration 13Q (2653.041884 sec): 3 clusters Score: Raw -71508.031382 + Penalty 1563.414988 = -69944.616394 nChanged 24 SP:Iteration 14Q (2653.168205 sec): 3 clusters Score: Raw -71527.685743 + Penalty 1563.414988 = -69964.270756 nChanged 28 SP:Iteration 15Q (2653.265435 sec): 3 clusters Score: Raw -71546.319432 + Penalty 1563.414988 = -69982.904445 nChanged 34 SP:Iteration 16Q (2653.364719 sec): 3 clusters Score: Raw -71568.123202 + Penalty 1563.414988 = -70004.708214 nChanged 27 SP:Iteration 17Q (2653.462754 sec): 3 clusters Score: Raw -71582.566185 + Penalty 1563.414988 = -70019.151198 nChanged 13 SP:Iteration 18Q (2653.559197 sec): 3 clusters Score: Raw -71589.527591 + Penalty 1563.414988 = -70026.112604 nChanged 10 SP:Iteration 19Q (2653.657056 sec): 3 clusters Score: Raw -71595.685067 + Penalty 1563.414988 = -70032.270079 nChanged 13 SP:Iteration 20F (2653.754392 sec): 3 clusters Score: Raw -71602.304442 + Penalty 1563.414988 = -70038.889454 nChanged 13 SP:Iteration 21Q (2653.851062 sec): 3 clusters Score: Raw -71611.512501 + Penalty 1563.414988 = -70048.097514 nChanged 14 SP:Iteration 22Q (2653.949701 sec): 3 clusters Score: Raw -71623.198024 + Penalty 1563.414988 = -70059.783036 nChanged 22 SP:Iteration 23Q (2654.044580 sec): 3 clusters Score: Raw -71643.545242 + Penalty 1563.414988 = -70080.130255 nChanged 21 SP:Iteration 24Q (2654.143266 sec): 3 clusters Score: Raw -71662.645100 + Penalty 1563.414988 = -70099.230113 nChanged 33 SP:Iteration 25Q (2654.240008 sec): 3 clusters Score: Raw -71694.980977 + Penalty 1563.414988 = -70131.565990 nChanged 29 SP:Iteration 26Q (2654.336138 sec): 3 clusters Score: Raw -71721.580517 + Penalty 1563.414988 = -70158.165529 nChanged 25 SP:Iteration 27Q (2654.441060 sec): 3 clusters Score: Raw -71743.724982 + Penalty 1563.414988 = -70180.309994 nChanged 25 SP:Iteration 28Q (2654.524014 sec): 3 clusters Score: Raw -71761.640676 + Penalty 1563.414988 = -70198.225689 nChanged 16 SP:Iteration 29Q (2654.635080 sec): 3 clusters Score: Raw -71771.298593 + Penalty 1563.414988 = -70207.883605 nChanged 11 SP:Iteration 30Q (2654.735722 sec): 3 clusters Score: Raw -71778.112397 + Penalty 1563.414988 = -70214.697409 nChanged 11 SP:Iteration 31Q (2654.830297 sec): 3 clusters Score: Raw -71786.097187 + Penalty 1563.414988 = -70222.682200 nChanged 18 SP:Iteration 32Q (2654.927410 sec): 3 clusters Score: Raw -71797.755860 + Penalty 1563.414988 = -70234.340872 nChanged 10 SP:Iteration 33Q (2655.034542 sec): 3 clusters Score: Raw -71803.417083 + Penalty 1563.414988 = -70240.002095 nChanged 7 SP:Iteration 34Q (2655.132802 sec): 3 clusters Score: Raw -71807.157891 + Penalty 1563.414988 = -70243.742903 nChanged 7 SP:Iteration 35Q (2655.246064 sec): 3 clusters Score: Raw -71810.521263 + Penalty 1563.414988 = -70247.106275 nChanged 4 SP:Iteration 36Q (2655.367687 sec): 3 clusters Score: Raw -71812.028963 + Penalty 1563.414988 = -70248.613976 nChanged 0 SP:Iteration 37F (2655.454989 sec): 3 clusters Score: Raw -71812.028963 + Penalty 1563.414988 = -70248.613976 nChanged 0 Trying to split cluster 10 (2776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2655.542313 sec): 2 clusters Score: Raw -139385.531850 + Penalty 832.520464 = -138553.011386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2655.647299 sec): 3 clusters Score: Raw -137974.026222 + Penalty 1665.040928 = -136308.985295 nChanged 1096 SP:Iteration 1F (2655.773791 sec): 3 clusters Score: Raw -138671.153541 + Penalty 1665.040928 = -137006.112614 nChanged 271 SP:Iteration 2F (2655.894993 sec): 3 clusters Score: Raw -138916.849453 + Penalty 1665.040928 = -137251.808525 nChanged 211 SP:Iteration 3F (2656.023071 sec): 3 clusters Score: Raw -139133.759822 + Penalty 1665.040928 = -137468.718895 nChanged 177 SP:Iteration 4F (2656.119758 sec): 3 clusters Score: Raw -139313.413247 + Penalty 1665.040928 = -137648.372319 nChanged 141 SP:Iteration 5F (2656.227965 sec): 3 clusters Score: Raw -139457.232363 + Penalty 1665.040928 = -137792.191435 nChanged 111 SP:Iteration 6Q (2656.299554 sec): 3 clusters Score: Raw -139550.083583 + Penalty 1665.040928 = -137885.042655 nChanged 87 SP:Iteration 7Q (2656.379736 sec): 3 clusters Score: Raw -139618.830871 + Penalty 1665.040928 = -137953.789944 nChanged 83 SP:Iteration 8Q (2656.466852 sec): 3 clusters Score: Raw -139687.506767 + Penalty 1665.040928 = -138022.465840 nChanged 72 SP:Iteration 9Q (2656.558641 sec): 3 clusters Score: Raw -139747.837565 + Penalty 1665.040928 = -138082.796637 nChanged 52 SP:Iteration 10Q (2656.646774 sec): 3 clusters Score: Raw -139788.595257 + Penalty 1665.040928 = -138123.554329 nChanged 40 SP:Iteration 11Q (2656.738908 sec): 3 clusters Score: Raw -139819.903847 + Penalty 1665.040928 = -138154.862920 nChanged 34 SP:Iteration 12Q (2656.826825 sec): 3 clusters Score: Raw -139847.242570 + Penalty 1665.040928 = -138182.201643 nChanged 33 SP:Iteration 13Q (2656.918258 sec): 3 clusters Score: Raw -139870.274185 + Penalty 1665.040928 = -138205.233258 nChanged 27 SP:Iteration 14Q (2657.006963 sec): 3 clusters Score: Raw -139892.381048 + Penalty 1665.040928 = -138227.340121 nChanged 19 SP:Iteration 15Q (2657.098535 sec): 3 clusters Score: Raw -139903.524845 + Penalty 1665.040928 = -138238.483917 nChanged 15 SP:Iteration 16Q (2657.186747 sec): 3 clusters Score: Raw -139909.657647 + Penalty 1665.040928 = -138244.616720 nChanged 14 SP:Iteration 17Q (2657.278676 sec): 3 clusters Score: Raw -139916.055145 + Penalty 1665.040928 = -138251.014217 nChanged 11 SP:Iteration 18Q (2657.366883 sec): 3 clusters Score: Raw -139919.218534 + Penalty 1665.040928 = -138254.177606 nChanged 2 SP:Iteration 19Q (2657.459156 sec): 3 clusters Score: Raw -139919.677325 + Penalty 1665.040928 = -138254.636398 nChanged 1 SP:Iteration 20F (2657.548285 sec): 3 clusters Score: Raw -139919.874453 + Penalty 1665.040928 = -138254.833525 nChanged 1 SP:Iteration 21Q (2657.634677 sec): 3 clusters Score: Raw -139920.075554 + Penalty 1665.040928 = -138255.034627 nChanged 1 SP:Iteration 22Q (2657.746461 sec): 3 clusters Score: Raw -139920.274686 + Penalty 1665.040928 = -138255.233759 nChanged 0 SP:Iteration 23F (2657.827076 sec): 3 clusters Score: Raw -139920.274686 + Penalty 1665.040928 = -138255.233759 nChanged 0 Trying to split cluster 11 (971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2657.908817 sec): 2 clusters Score: Raw -32185.704961 + Penalty 722.224279 = -31463.480682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2658.006560 sec): 3 clusters Score: Raw -31856.304983 + Penalty 1444.448558 = -30411.856425 nChanged 329 SP:Iteration 1F (2658.098832 sec): 3 clusters Score: Raw -32114.482498 + Penalty 1444.448558 = -30670.033940 nChanged 79 SP:Iteration 2F (2658.156943 sec): 3 clusters Score: Raw -32225.754915 + Penalty 1444.448558 = -30781.306357 nChanged 62 SP:Iteration 3F (2658.249573 sec): 3 clusters Score: Raw -32289.130483 + Penalty 1444.448558 = -30844.681925 nChanged 40 SP:Iteration 4Q (2658.360466 sec): 3 clusters Score: Raw -32336.191640 + Penalty 1444.448558 = -30891.743082 nChanged 30 SP:Iteration 5Q (2658.467544 sec): 3 clusters Score: Raw -32364.554871 + Penalty 1444.448558 = -30920.106312 nChanged 20 SP:Iteration 6Q (2658.572964 sec): 3 clusters Score: Raw -32395.750866 + Penalty 1444.448558 = -30951.302308 nChanged 18 SP:Iteration 7Q (2658.677452 sec): 3 clusters Score: Raw -32415.319879 + Penalty 1444.448558 = -30970.871321 nChanged 23 SP:Iteration 8Q (2658.779462 sec): 3 clusters Score: Raw -32438.285195 + Penalty 1444.448558 = -30993.836637 nChanged 18 SP:Iteration 9Q (2658.884512 sec): 3 clusters Score: Raw -32456.039270 + Penalty 1444.448558 = -31011.590712 nChanged 13 SP:Iteration 10Q (2659.010562 sec): 3 clusters Score: Raw -32487.823385 + Penalty 1444.448558 = -31043.374827 nChanged 17 SP:Iteration 11Q (2659.081240 sec): 3 clusters Score: Raw -32504.468223 + Penalty 1444.448558 = -31060.019664 nChanged 12 SP:Iteration 12Q (2659.172454 sec): 3 clusters Score: Raw -32515.871943 + Penalty 1444.448558 = -31071.423385 nChanged 10 SP:Iteration 13Q (2659.256860 sec): 3 clusters Score: Raw -32523.084486 + Penalty 1444.448558 = -31078.635928 nChanged 8 SP:Iteration 14Q (2659.347996 sec): 3 clusters Score: Raw -32529.856721 + Penalty 1444.448558 = -31085.408163 nChanged 12 SP:Iteration 15Q (2659.450255 sec): 3 clusters Score: Raw -32541.247949 + Penalty 1444.448558 = -31096.799391 nChanged 6 SP:Iteration 16Q (2659.572416 sec): 3 clusters Score: Raw -32546.149703 + Penalty 1444.448558 = -31101.701145 nChanged 6 SP:Iteration 17Q (2659.677661 sec): 3 clusters Score: Raw -32549.764399 + Penalty 1444.448558 = -31105.315840 nChanged 3 SP:Iteration 18Q (2659.769553 sec): 3 clusters Score: Raw -32552.274766 + Penalty 1444.448558 = -31107.826208 nChanged 1 SP:Iteration 19Q (2659.874738 sec): 3 clusters Score: Raw -32553.586683 + Penalty 1444.448558 = -31109.138125 nChanged 2 SP:Iteration 20F (2659.978608 sec): 3 clusters Score: Raw -32556.792115 + Penalty 1444.448558 = -31112.343557 nChanged 4 SP:Iteration 21Q (2660.081131 sec): 3 clusters Score: Raw -32560.308346 + Penalty 1444.448558 = -31115.859788 nChanged 1 SP:Iteration 22Q (2660.198595 sec): 3 clusters Score: Raw -32560.825878 + Penalty 1444.448558 = -31116.377320 nChanged 0 SP:Iteration 23F (2660.304478 sec): 3 clusters Score: Raw -32560.825878 + Penalty 1444.448558 = -31116.377320 nChanged 0 Trying to split cluster 12 (1755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2660.362512 sec): 2 clusters Score: Raw -77370.623369 + Penalty 784.373534 = -76586.249835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2660.454421 sec): 3 clusters Score: Raw -76589.299284 + Penalty 1568.747069 = -75020.552215 nChanged 664 SP:Iteration 1F (2660.561498 sec): 3 clusters Score: Raw -77147.966816 + Penalty 1568.747069 = -75579.219748 nChanged 174 SP:Iteration 2F (2660.694008 sec): 3 clusters Score: Raw -77332.114681 + Penalty 1568.747069 = -75763.367613 nChanged 129 SP:Iteration 3F (2660.777329 sec): 3 clusters Score: Raw -77479.145190 + Penalty 1568.747069 = -75910.398122 nChanged 109 SP:Iteration 4F (2660.911490 sec): 3 clusters Score: Raw -77630.410772 + Penalty 1568.747069 = -76061.663703 nChanged 114 SP:Iteration 5F (2660.995552 sec): 3 clusters Score: Raw -77804.531869 + Penalty 1568.747069 = -76235.784800 nChanged 101 SP:Iteration 6F (2661.100356 sec): 3 clusters Score: Raw -77957.658063 + Penalty 1568.747069 = -76388.910994 nChanged 79 SP:Iteration 7Q (2661.227364 sec): 3 clusters Score: Raw -78067.942380 + Penalty 1568.747069 = -76499.195312 nChanged 59 SP:Iteration 8Q (2661.301079 sec): 3 clusters Score: Raw -78137.983012 + Penalty 1568.747069 = -76569.235943 nChanged 50 SP:Iteration 9Q (2661.408982 sec): 3 clusters Score: Raw -78193.493978 + Penalty 1568.747069 = -76624.746909 nChanged 38 SP:Iteration 10Q (2661.518663 sec): 3 clusters Score: Raw -78228.993609 + Penalty 1568.747069 = -76660.246541 nChanged 23 SP:Iteration 11Q (2661.625699 sec): 3 clusters Score: Raw -78250.128106 + Penalty 1568.747069 = -76681.381038 nChanged 20 SP:Iteration 12Q (2661.731420 sec): 3 clusters Score: Raw -78267.185037 + Penalty 1568.747069 = -76698.437968 nChanged 13 SP:Iteration 13Q (2661.851179 sec): 3 clusters Score: Raw -78278.772897 + Penalty 1568.747069 = -76710.025828 nChanged 10 SP:Iteration 14Q (2661.971854 sec): 3 clusters Score: Raw -78286.982729 + Penalty 1568.747069 = -76718.235661 nChanged 10 SP:Iteration 15Q (2662.070190 sec): 3 clusters Score: Raw -78298.078255 + Penalty 1568.747069 = -76729.331186 nChanged 14 SP:Iteration 16Q (2662.171860 sec): 3 clusters Score: Raw -78311.433768 + Penalty 1568.747069 = -76742.686699 nChanged 11 SP:Iteration 17Q (2662.264801 sec): 3 clusters Score: Raw -78319.362395 + Penalty 1568.747069 = -76750.615326 nChanged 7 SP:Iteration 18Q (2662.360521 sec): 3 clusters Score: Raw -78323.848012 + Penalty 1568.747069 = -76755.100943 nChanged 3 SP:Iteration 19Q (2662.465119 sec): 3 clusters Score: Raw -78326.997127 + Penalty 1568.747069 = -76758.250059 nChanged 3 SP:Iteration 20F (2662.574352 sec): 3 clusters Score: Raw -78329.747011 + Penalty 1568.747069 = -76760.999943 nChanged 5 SP:Iteration 21Q (2662.675298 sec): 3 clusters Score: Raw -78332.916341 + Penalty 1568.747069 = -76764.169273 nChanged 1 SP:Iteration 22Q (2662.782044 sec): 3 clusters Score: Raw -78333.653144 + Penalty 1568.747069 = -76764.906076 nChanged 1 SP:Iteration 23Q (2662.917362 sec): 3 clusters Score: Raw -78334.080874 + Penalty 1568.747069 = -76765.333806 nChanged 1 SP:Iteration 24Q (2663.016745 sec): 3 clusters Score: Raw -78334.583871 + Penalty 1568.747069 = -76765.836802 nChanged 1 SP:Iteration 25Q (2663.107183 sec): 3 clusters Score: Raw -78334.775518 + Penalty 1568.747069 = -76766.028450 nChanged 0 SP:Iteration 26F (2663.211362 sec): 3 clusters Score: Raw -78334.775518 + Penalty 1568.747069 = -76766.028450 nChanged 0 Score: Raw -2002994.804414 + Penalty 15614.569717 = -1987380.234697 Splitting cluster 12 changes total score from -1987517.073820 to -1987380.234697 So it's not getting split. Trying to split cluster 13 (1298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2664.540951 sec): 2 clusters Score: Raw -60726.841288 + Penalty 752.700889 = -59974.140399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2664.626323 sec): 3 clusters Score: Raw -60197.556830 + Penalty 1505.401778 = -58692.155051 nChanged 448 SP:Iteration 1F (2664.752064 sec): 3 clusters Score: Raw -60557.826590 + Penalty 1505.401778 = -59052.424811 nChanged 105 SP:Iteration 2F (2664.831481 sec): 3 clusters Score: Raw -60669.779740 + Penalty 1505.401778 = -59164.377961 nChanged 72 SP:Iteration 3F (2664.939307 sec): 3 clusters Score: Raw -60731.498074 + Penalty 1505.401778 = -59226.096295 nChanged 44 SP:Iteration 4Q (2665.048647 sec): 3 clusters Score: Raw -60771.706834 + Penalty 1505.401778 = -59266.305055 nChanged 40 SP:Iteration 5Q (2665.177578 sec): 3 clusters Score: Raw -60807.563795 + Penalty 1505.401778 = -59302.162017 nChanged 25 SP:Iteration 6Q (2665.274503 sec): 3 clusters Score: Raw -60827.205972 + Penalty 1505.401778 = -59321.804194 nChanged 18 SP:Iteration 7Q (2665.392924 sec): 3 clusters Score: Raw -60841.049159 + Penalty 1505.401778 = -59335.647381 nChanged 11 SP:Iteration 8Q (2665.490981 sec): 3 clusters Score: Raw -60848.542489 + Penalty 1505.401778 = -59343.140710 nChanged 9 SP:Iteration 9Q (2665.601245 sec): 3 clusters Score: Raw -60855.555836 + Penalty 1505.401778 = -59350.154058 nChanged 12 SP:Iteration 10Q (2665.689094 sec): 3 clusters Score: Raw -60866.632584 + Penalty 1505.401778 = -59361.230805 nChanged 12 SP:Iteration 11Q (2665.805783 sec): 3 clusters Score: Raw -60878.271365 + Penalty 1505.401778 = -59372.869586 nChanged 9 SP:Iteration 12Q (2665.886579 sec): 3 clusters Score: Raw -60888.460232 + Penalty 1505.401778 = -59383.058453 nChanged 11 SP:Iteration 13Q (2665.983982 sec): 3 clusters Score: Raw -60893.198712 + Penalty 1505.401778 = -59387.796934 nChanged 6 SP:Iteration 14Q (2666.080806 sec): 3 clusters Score: Raw -60896.430587 + Penalty 1505.401778 = -59391.028808 nChanged 4 SP:Iteration 15Q (2666.194330 sec): 3 clusters Score: Raw -60897.464471 + Penalty 1505.401778 = -59392.062693 nChanged 3 SP:Iteration 16Q (2666.260236 sec): 3 clusters Score: Raw -60899.811923 + Penalty 1505.401778 = -59394.410144 nChanged 8 SP:Iteration 17Q (2666.357032 sec): 3 clusters Score: Raw -60902.857740 + Penalty 1505.401778 = -59397.455962 nChanged 3 SP:Iteration 18Q (2666.457632 sec): 3 clusters Score: Raw -60904.283174 + Penalty 1505.401778 = -59398.881396 nChanged 2 SP:Iteration 19Q (2666.545479 sec): 3 clusters Score: Raw -60904.537223 + Penalty 1505.401778 = -59399.135445 nChanged 0 SP:Iteration 20F (2666.645560 sec): 3 clusters Score: Raw -60904.537223 + Penalty 1505.401778 = -59399.135445 nChanged 0 Iteration 99Q (2667.647409 sec): 14 clusters Score: Raw -2002037.868265 + Penalty 14499.243309 = -1987538.624956 nChanged 107 Iteration 100F (2668.737638 sec): 14 clusters Score: Raw -2002063.926546 + Penalty 14499.243309 = -1987564.683237 nChanged 104 Iteration 101Q (2669.681540 sec): 14 clusters Score: Raw -2002090.608528 + Penalty 14499.243309 = -1987591.365219 nChanged 117 Iteration 102Q (2670.745991 sec): 14 clusters Score: Raw -2002121.016108 + Penalty 14499.243309 = -1987621.772799 nChanged 127 Iteration 103Q (2671.720380 sec): 14 clusters Score: Raw -2002156.872437 + Penalty 14499.243309 = -1987657.629128 nChanged 140 Iteration 104Q (2672.719467 sec): 14 clusters Score: Raw -2002193.585235 + Penalty 14499.243309 = -1987694.341926 nChanged 126 Iteration 105Q (2673.697173 sec): 14 clusters Score: Raw -2002225.275176 + Penalty 14499.243309 = -1987726.031867 nChanged 155 Iteration 106Q (2674.741332 sec): 14 clusters Score: Raw -2002261.562189 + Penalty 14499.243309 = -1987762.318880 nChanged 127 Iteration 107Q (2675.731227 sec): 14 clusters Score: Raw -2002297.797480 + Penalty 14499.243309 = -1987798.554171 nChanged 149 Iteration 108Q (2676.695473 sec): 14 clusters Score: Raw -2002333.331191 + Penalty 14499.243309 = -1987834.087882 nChanged 146 Iteration 109Q (2677.714986 sec): 14 clusters Score: Raw -2002367.826016 + Penalty 14499.243309 = -1987868.582707 nChanged 121 Iteration 110Q (2678.758015 sec): 14 clusters Score: Raw -2002391.916188 + Penalty 14499.243309 = -1987892.672879 nChanged 91 Iteration 111Q (2679.747780 sec): 14 clusters Score: Raw -2002408.913883 + Penalty 14499.243309 = -1987909.670574 nChanged 84 Iteration 112Q (2680.675870 sec): 14 clusters Score: Raw -2002424.393069 + Penalty 14499.243309 = -1987925.149760 nChanged 79 Iteration 113Q (2681.658665 sec): 14 clusters Score: Raw -2002439.700076 + Penalty 14499.243309 = -1987940.456767 nChanged 77 Iteration 114Q (2682.576111 sec): 14 clusters Score: Raw -2002454.601478 + Penalty 14499.243309 = -1987955.358169 nChanged 77 Iteration 115Q (2683.513207 sec): 14 clusters Score: Raw -2002466.184097 + Penalty 14499.243309 = -1987966.940788 nChanged 60 Iteration 116Q (2684.528411 sec): 14 clusters Score: Raw -2002476.241129 + Penalty 14499.243309 = -1987976.997820 nChanged 55 Iteration 117Q (2685.525649 sec): 14 clusters Score: Raw -2002487.923440 + Penalty 14499.243309 = -1987988.680131 nChanged 51 Iteration 118Q (2686.518689 sec): 14 clusters Score: Raw -2002496.270661 + Penalty 14499.243309 = -1987997.027352 nChanged 36 Iteration 119Q (2687.485796 sec): 14 clusters Score: Raw -2002501.519580 + Penalty 14499.243309 = -1988002.276271 nChanged 38 Iteration 120F (2688.555945 sec): 14 clusters Score: Raw -2002506.874475 + Penalty 14499.243309 = -1988007.631166 nChanged 37 Iteration 121Q (2689.450281 sec): 14 clusters Score: Raw -2002511.776484 + Penalty 14499.243309 = -1988012.533175 nChanged 39 Iteration 122Q (2690.371621 sec): 14 clusters Score: Raw -2002518.206124 + Penalty 14499.243309 = -1988018.962815 nChanged 34 Iteration 123Q (2691.411782 sec): 14 clusters Score: Raw -2002523.419179 + Penalty 14499.243309 = -1988024.175870 nChanged 35 Iteration 124Q (2692.311232 sec): 14 clusters Score: Raw -2002530.817642 + Penalty 14499.243309 = -1988031.574333 nChanged 38 Iteration 125Q (2693.278867 sec): 14 clusters Score: Raw -2002537.612148 + Penalty 14499.243309 = -1988038.368839 nChanged 49 Iteration 126Q (2694.244786 sec): 14 clusters Score: Raw -2002548.405096 + Penalty 14499.243309 = -1988049.161787 nChanged 45 Iteration 127Q (2695.149738 sec): 14 clusters Score: Raw -2002557.494680 + Penalty 14499.243309 = -1988058.251371 nChanged 49 Iteration 128Q (2696.130184 sec): 14 clusters Score: Raw -2002566.096337 + Penalty 14499.243309 = -1988066.853028 nChanged 46 Iteration 129Q (2696.958903 sec): 14 clusters Score: Raw -2002572.521361 + Penalty 14499.243309 = -1988073.278052 nChanged 30 Iteration 130Q (2697.898359 sec): 14 clusters Score: Raw -2002576.615099 + Penalty 14499.243309 = -1988077.371790 nChanged 27 Iteration 131Q (2698.855133 sec): 14 clusters Score: Raw -2002580.714775 + Penalty 14499.243309 = -1988081.471466 nChanged 27 Iteration 132Q (2699.728707 sec): 14 clusters Score: Raw -2002584.223653 + Penalty 14499.243309 = -1988084.980344 nChanged 24 Iteration 133Q (2700.556980 sec): 14 clusters Score: Raw -2002587.543275 + Penalty 14499.243309 = -1988088.299966 nChanged 21 Iteration 134Q (2701.513930 sec): 14 clusters Score: Raw -2002590.079491 + Penalty 14499.243309 = -1988090.836182 nChanged 24 Iteration 135Q (2702.365758 sec): 14 clusters Score: Raw -2002593.512195 + Penalty 14499.243309 = -1988094.268886 nChanged 25 Iteration 136Q (2703.375121 sec): 14 clusters Score: Raw -2002597.264450 + Penalty 14499.243309 = -1988098.021141 nChanged 23 Iteration 137Q (2704.341983 sec): 14 clusters Score: Raw -2002600.817831 + Penalty 14499.243309 = -1988101.574522 nChanged 33 Iteration 138Q (2705.355052 sec): 14 clusters Score: Raw -2002605.940136 + Penalty 14499.243309 = -1988106.696827 nChanged 30 Writing temp clu file Because OldScore, -1988101.574522, is greater than current (better) Score,-1988106.696827 Compute initial score before splitting: Score: Raw -2002605.940136 + Penalty 14499.243309 = -1988106.696827 Trying to split cluster 1 (3998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2705.424490 sec): 2 clusters Score: Raw -187976.981576 + Penalty 870.822699 = -187106.158877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2705.529574 sec): 3 clusters Score: Raw -185818.956428 + Penalty 1741.645398 = -184077.311030 nChanged 1682 SP:Iteration 1F (2705.684988 sec): 3 clusters Score: Raw -187009.573154 + Penalty 1741.645398 = -185267.927756 nChanged 419 SP:Iteration 2F (2705.759264 sec): 3 clusters Score: Raw -187338.983152 + Penalty 1741.645398 = -185597.337754 nChanged 303 SP:Iteration 3F (2705.872559 sec): 3 clusters Score: Raw -187548.021993 + Penalty 1741.645398 = -185806.376595 nChanged 218 SP:Iteration 4F (2705.999366 sec): 3 clusters Score: Raw -187709.906576 + Penalty 1741.645398 = -185968.261178 nChanged 193 SP:Iteration 5Q (2706.109265 sec): 3 clusters Score: Raw -187829.365390 + Penalty 1741.645398 = -186087.719992 nChanged 151 SP:Iteration 6Q (2706.230415 sec): 3 clusters Score: Raw -187913.747470 + Penalty 1741.645398 = -186172.102072 nChanged 123 SP:Iteration 7Q (2706.324158 sec): 3 clusters Score: Raw -187976.386520 + Penalty 1741.645398 = -186234.741122 nChanged 96 SP:Iteration 8Q (2706.416173 sec): 3 clusters Score: Raw -188025.729689 + Penalty 1741.645398 = -186284.084291 nChanged 74 SP:Iteration 9Q (2706.539596 sec): 3 clusters Score: Raw -188064.468032 + Penalty 1741.645398 = -186322.822634 nChanged 75 SP:Iteration 10Q (2706.630631 sec): 3 clusters Score: Raw -188096.684337 + Penalty 1741.645398 = -186355.038939 nChanged 65 SP:Iteration 11Q (2706.748452 sec): 3 clusters Score: Raw -188123.422455 + Penalty 1741.645398 = -186381.777057 nChanged 48 SP:Iteration 12Q (2706.856061 sec): 3 clusters Score: Raw -188138.951448 + Penalty 1741.645398 = -186397.306050 nChanged 36 SP:Iteration 13Q (2706.953494 sec): 3 clusters Score: Raw -188147.275712 + Penalty 1741.645398 = -186405.630313 nChanged 20 SP:Iteration 14Q (2707.034366 sec): 3 clusters Score: Raw -188150.886432 + Penalty 1741.645398 = -186409.241033 nChanged 13 SP:Iteration 15Q (2707.135884 sec): 3 clusters Score: Raw -188154.168871 + Penalty 1741.645398 = -186412.523473 nChanged 22 SP:Iteration 16Q (2707.222595 sec): 3 clusters Score: Raw -188159.084176 + Penalty 1741.645398 = -186417.438778 nChanged 19 SP:Iteration 17Q (2707.318661 sec): 3 clusters Score: Raw -188163.227549 + Penalty 1741.645398 = -186421.582150 nChanged 13 SP:Iteration 18Q (2707.427029 sec): 3 clusters Score: Raw -188167.493552 + Penalty 1741.645398 = -186425.848154 nChanged 14 SP:Iteration 19Q (2707.543012 sec): 3 clusters Score: Raw -188171.426309 + Penalty 1741.645398 = -186429.780910 nChanged 11 SP:Iteration 20F (2707.625182 sec): 3 clusters Score: Raw -188174.477329 + Penalty 1741.645398 = -186432.831931 nChanged 11 SP:Iteration 21Q (2707.748160 sec): 3 clusters Score: Raw -188177.153996 + Penalty 1741.645398 = -186435.508598 nChanged 15 SP:Iteration 22Q (2707.859719 sec): 3 clusters Score: Raw -188181.940592 + Penalty 1741.645398 = -186440.295194 nChanged 12 SP:Iteration 23Q (2707.962415 sec): 3 clusters Score: Raw -188187.555591 + Penalty 1741.645398 = -186445.910192 nChanged 12 SP:Iteration 24Q (2708.056954 sec): 3 clusters Score: Raw -188190.577955 + Penalty 1741.645398 = -186448.932556 nChanged 9 SP:Iteration 25Q (2708.159182 sec): 3 clusters Score: Raw -188195.352065 + Penalty 1741.645398 = -186453.706667 nChanged 11 SP:Iteration 26Q (2708.260195 sec): 3 clusters Score: Raw -188199.870534 + Penalty 1741.645398 = -186458.225135 nChanged 14 SP:Iteration 27Q (2708.393934 sec): 3 clusters Score: Raw -188207.095145 + Penalty 1741.645398 = -186465.449747 nChanged 22 SP:Iteration 28Q (2708.474702 sec): 3 clusters Score: Raw -188217.019594 + Penalty 1741.645398 = -186475.374196 nChanged 19 SP:Iteration 29Q (2708.585675 sec): 3 clusters Score: Raw -188229.719607 + Penalty 1741.645398 = -186488.074209 nChanged 35 SP:Iteration 30Q (2708.696309 sec): 3 clusters Score: Raw -188256.131306 + Penalty 1741.645398 = -186514.485908 nChanged 38 SP:Iteration 31Q (2708.791291 sec): 3 clusters Score: Raw -188278.124345 + Penalty 1741.645398 = -186536.478947 nChanged 29 SP:Iteration 32Q (2708.914761 sec): 3 clusters Score: Raw -188289.499209 + Penalty 1741.645398 = -186547.853811 nChanged 23 SP:Iteration 33Q (2708.990043 sec): 3 clusters Score: Raw -188295.760704 + Penalty 1741.645398 = -186554.115305 nChanged 20 SP:Iteration 34Q (2709.069303 sec): 3 clusters Score: Raw -188301.912614 + Penalty 1741.645398 = -186560.267216 nChanged 11 SP:Iteration 35Q (2709.180509 sec): 3 clusters Score: Raw -188305.607524 + Penalty 1741.645398 = -186563.962126 nChanged 9 SP:Iteration 36Q (2709.286640 sec): 3 clusters Score: Raw -188307.698578 + Penalty 1741.645398 = -186566.053180 nChanged 7 SP:Iteration 37Q (2709.416371 sec): 3 clusters Score: Raw -188310.026936 + Penalty 1741.645398 = -186568.381538 nChanged 10 SP:Iteration 38Q (2709.514231 sec): 3 clusters Score: Raw -188312.860152 + Penalty 1741.645398 = -186571.214753 nChanged 11 SP:Iteration 39Q (2709.639423 sec): 3 clusters Score: Raw -188315.715561 + Penalty 1741.645398 = -186574.070163 nChanged 9 SP:Iteration 40F (2709.751137 sec): 3 clusters Score: Raw -188318.425963 + Penalty 1741.645398 = -186576.780565 nChanged 10 SP:Iteration 41Q (2709.845803 sec): 3 clusters Score: Raw -188321.266713 + Penalty 1741.645398 = -186579.621315 nChanged 8 SP:Iteration 42Q (2709.995839 sec): 3 clusters Score: Raw -188323.602930 + Penalty 1741.645398 = -186581.957532 nChanged 8 SP:Iteration 43Q (2710.089597 sec): 3 clusters Score: Raw -188325.127596 + Penalty 1741.645398 = -186583.482198 nChanged 5 SP:Iteration 44Q (2710.249974 sec): 3 clusters Score: Raw -188325.859777 + Penalty 1741.645398 = -186584.214379 nChanged 2 SP:Iteration 45Q (2710.338707 sec): 3 clusters Score: Raw -188326.132364 + Penalty 1741.645398 = -186584.486966 nChanged 2 SP:Iteration 46Q (2710.474055 sec): 3 clusters Score: Raw -188326.687312 + Penalty 1741.645398 = -186585.041914 nChanged 3 SP:Iteration 47Q (2710.570960 sec): 3 clusters Score: Raw -188327.373717 + Penalty 1741.645398 = -186585.728319 nChanged 4 SP:Iteration 48Q (2710.652156 sec): 3 clusters Score: Raw -188328.043752 + Penalty 1741.645398 = -186586.398353 nChanged 2 SP:Iteration 49Q (2710.759775 sec): 3 clusters Score: Raw -188328.322013 + Penalty 1741.645398 = -186586.676615 nChanged 5 SP:Iteration 50Q (2710.863497 sec): 3 clusters Score: Raw -188330.366087 + Penalty 1741.645398 = -186588.720689 nChanged 10 SP:Iteration 51Q (2710.968601 sec): 3 clusters Score: Raw -188334.854822 + Penalty 1741.645398 = -186593.209424 nChanged 10 SP:Iteration 52Q (2711.096499 sec): 3 clusters Score: Raw -188338.171446 + Penalty 1741.645398 = -186596.526048 nChanged 8 SP:Iteration 53Q (2711.204015 sec): 3 clusters Score: Raw -188341.724318 + Penalty 1741.645398 = -186600.078920 nChanged 10 SP:Iteration 54Q (2711.296346 sec): 3 clusters Score: Raw -188344.590974 + Penalty 1741.645398 = -186602.945576 nChanged 9 SP:Iteration 55Q (2711.435093 sec): 3 clusters Score: Raw -188347.331992 + Penalty 1741.645398 = -186605.686594 nChanged 3 SP:Iteration 56Q (2711.530613 sec): 3 clusters Score: Raw -188347.831739 + Penalty 1741.645398 = -186606.186341 nChanged 4 SP:Iteration 57Q (2711.617154 sec): 3 clusters Score: Raw -188348.416531 + Penalty 1741.645398 = -186606.771133 nChanged 4 SP:Iteration 58Q (2711.716688 sec): 3 clusters Score: Raw -188349.249043 + Penalty 1741.645398 = -186607.603645 nChanged 3 SP:Iteration 59Q (2711.837080 sec): 3 clusters Score: Raw -188350.108844 + Penalty 1741.645398 = -186608.463446 nChanged 4 SP:Iteration 60F (2711.957522 sec): 3 clusters Score: Raw -188351.003721 + Penalty 1741.645398 = -186609.358323 nChanged 6 SP:Iteration 61Q (2712.072598 sec): 3 clusters Score: Raw -188352.391805 + Penalty 1741.645398 = -186610.746407 nChanged 7 SP:Iteration 62Q (2712.167503 sec): 3 clusters Score: Raw -188354.067081 + Penalty 1741.645398 = -186612.421683 nChanged 5 SP:Iteration 63Q (2712.292743 sec): 3 clusters Score: Raw -188355.058506 + Penalty 1741.645398 = -186613.413108 nChanged 8 SP:Iteration 64Q (2712.412331 sec): 3 clusters Score: Raw -188356.697527 + Penalty 1741.645398 = -186615.052128 nChanged 8 SP:Iteration 65Q (2712.516022 sec): 3 clusters Score: Raw -188358.720112 + Penalty 1741.645398 = -186617.074714 nChanged 9 SP:Iteration 66Q (2712.617031 sec): 3 clusters Score: Raw -188360.506491 + Penalty 1741.645398 = -186618.861092 nChanged 6 SP:Iteration 67Q (2712.724032 sec): 3 clusters Score: Raw -188362.743400 + Penalty 1741.645398 = -186621.098002 nChanged 2 SP:Iteration 68Q (2712.839729 sec): 3 clusters Score: Raw -188362.949772 + Penalty 1741.645398 = -186621.304374 nChanged 1 SP:Iteration 69Q (2712.947807 sec): 3 clusters Score: Raw -188363.057594 + Penalty 1741.645398 = -186621.412195 nChanged 0 SP:Iteration 70F (2713.050699 sec): 3 clusters Score: Raw -188363.057594 + Penalty 1741.645398 = -186621.412195 nChanged 0 Trying to split cluster 2 (5466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2713.142870 sec): 2 clusters Score: Raw -290213.614743 + Penalty 903.661748 = -289309.952995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2713.227354 sec): 3 clusters Score: Raw -287158.911250 + Penalty 1807.323497 = -285351.587753 nChanged 2356 SP:Iteration 1F (2713.335194 sec): 3 clusters Score: Raw -288490.365680 + Penalty 1807.323497 = -286683.042183 nChanged 420 SP:Iteration 2F (2713.442059 sec): 3 clusters Score: Raw -288755.859206 + Penalty 1807.323497 = -286948.535709 nChanged 408 SP:Iteration 3F (2713.556489 sec): 3 clusters Score: Raw -288982.149718 + Penalty 1807.323497 = -287174.826221 nChanged 338 SP:Iteration 4F (2713.652641 sec): 3 clusters Score: Raw -289187.783661 + Penalty 1807.323497 = -287380.460164 nChanged 292 SP:Iteration 5F (2713.767943 sec): 3 clusters Score: Raw -289384.073844 + Penalty 1807.323497 = -287576.750347 nChanged 260 SP:Iteration 6Q (2713.875711 sec): 3 clusters Score: Raw -289556.205201 + Penalty 1807.323497 = -287748.881704 nChanged 243 SP:Iteration 7Q (2714.001607 sec): 3 clusters Score: Raw -289722.806191 + Penalty 1807.323497 = -287915.482694 nChanged 245 SP:Iteration 8Q (2714.126789 sec): 3 clusters Score: Raw -289903.073593 + Penalty 1807.323497 = -288095.750096 nChanged 202 SP:Iteration 9Q (2714.216777 sec): 3 clusters Score: Raw -290030.718508 + Penalty 1807.323497 = -288223.395011 nChanged 159 SP:Iteration 10Q (2714.332253 sec): 3 clusters Score: Raw -290118.342268 + Penalty 1807.323497 = -288311.018771 nChanged 136 SP:Iteration 11Q (2714.469301 sec): 3 clusters Score: Raw -290178.369387 + Penalty 1807.323497 = -288371.045890 nChanged 90 SP:Iteration 12Q (2714.551104 sec): 3 clusters Score: Raw -290204.661722 + Penalty 1807.323497 = -288397.338225 nChanged 57 SP:Iteration 13Q (2714.668247 sec): 3 clusters Score: Raw -290218.095240 + Penalty 1807.323497 = -288410.771744 nChanged 32 SP:Iteration 14Q (2714.772797 sec): 3 clusters Score: Raw -290226.733992 + Penalty 1807.323497 = -288419.410495 nChanged 34 SP:Iteration 15Q (2714.882200 sec): 3 clusters Score: Raw -290234.349627 + Penalty 1807.323497 = -288427.026130 nChanged 26 SP:Iteration 16Q (2714.993012 sec): 3 clusters Score: Raw -290239.308189 + Penalty 1807.323497 = -288431.984692 nChanged 19 SP:Iteration 17Q (2715.120546 sec): 3 clusters Score: Raw -290243.100262 + Penalty 1807.323497 = -288435.776765 nChanged 20 SP:Iteration 18Q (2715.221879 sec): 3 clusters Score: Raw -290247.224109 + Penalty 1807.323497 = -288439.900612 nChanged 15 SP:Iteration 19Q (2715.295181 sec): 3 clusters Score: Raw -290250.726347 + Penalty 1807.323497 = -288443.402850 nChanged 22 SP:Iteration 20F (2715.423665 sec): 3 clusters Score: Raw -290254.763915 + Penalty 1807.323497 = -288447.440418 nChanged 11 SP:Iteration 21Q (2715.519640 sec): 3 clusters Score: Raw -290255.949370 + Penalty 1807.323497 = -288448.625873 nChanged 3 SP:Iteration 22Q (2715.620647 sec): 3 clusters Score: Raw -290256.269515 + Penalty 1807.323497 = -288448.946018 nChanged 4 SP:Iteration 23Q (2715.729192 sec): 3 clusters Score: Raw -290256.845798 + Penalty 1807.323497 = -288449.522301 nChanged 7 SP:Iteration 24Q (2715.846514 sec): 3 clusters Score: Raw -290257.534350 + Penalty 1807.323497 = -288450.210853 nChanged 5 SP:Iteration 25Q (2715.942019 sec): 3 clusters Score: Raw -290258.455165 + Penalty 1807.323497 = -288451.131668 nChanged 8 SP:Iteration 26Q (2716.044561 sec): 3 clusters Score: Raw -290259.805145 + Penalty 1807.323497 = -288452.481648 nChanged 11 SP:Iteration 27Q (2716.164426 sec): 3 clusters Score: Raw -290261.969111 + Penalty 1807.323497 = -288454.645614 nChanged 9 SP:Iteration 28Q (2716.241944 sec): 3 clusters Score: Raw -290263.728946 + Penalty 1807.323497 = -288456.405449 nChanged 12 SP:Iteration 29Q (2716.334442 sec): 3 clusters Score: Raw -290266.062673 + Penalty 1807.323497 = -288458.739176 nChanged 15 SP:Iteration 30Q (2716.450578 sec): 3 clusters Score: Raw -290268.837142 + Penalty 1807.323497 = -288461.513645 nChanged 14 SP:Iteration 31Q (2716.554614 sec): 3 clusters Score: Raw -290271.239073 + Penalty 1807.323497 = -288463.915576 nChanged 11 SP:Iteration 32Q (2716.655046 sec): 3 clusters Score: Raw -290273.493706 + Penalty 1807.323497 = -288466.170209 nChanged 13 SP:Iteration 33Q (2716.762237 sec): 3 clusters Score: Raw -290276.275991 + Penalty 1807.323497 = -288468.952494 nChanged 14 SP:Iteration 34Q (2716.868446 sec): 3 clusters Score: Raw -290279.458166 + Penalty 1807.323497 = -288472.134669 nChanged 19 SP:Iteration 35Q (2716.995317 sec): 3 clusters Score: Raw -290282.818285 + Penalty 1807.323497 = -288475.494788 nChanged 11 SP:Iteration 36Q (2717.092048 sec): 3 clusters Score: Raw -290284.956822 + Penalty 1807.323497 = -288477.633325 nChanged 13 SP:Iteration 37Q (2717.198969 sec): 3 clusters Score: Raw -290286.628617 + Penalty 1807.323497 = -288479.305120 nChanged 7 SP:Iteration 38Q (2717.331676 sec): 3 clusters Score: Raw -290289.289851 + Penalty 1807.323497 = -288481.966354 nChanged 16 SP:Iteration 39Q (2717.422724 sec): 3 clusters Score: Raw -290294.801313 + Penalty 1807.323497 = -288487.477816 nChanged 25 SP:Iteration 40F (2717.545901 sec): 3 clusters Score: Raw -290301.784023 + Penalty 1807.323497 = -288494.460526 nChanged 19 SP:Iteration 41Q (2717.649047 sec): 3 clusters Score: Raw -290307.357544 + Penalty 1807.323497 = -288500.034047 nChanged 29 SP:Iteration 42Q (2717.759918 sec): 3 clusters Score: Raw -290315.934452 + Penalty 1807.323497 = -288508.610955 nChanged 28 SP:Iteration 43Q (2717.890162 sec): 3 clusters Score: Raw -290325.641032 + Penalty 1807.323497 = -288518.317535 nChanged 39 SP:Iteration 44Q (2717.983985 sec): 3 clusters Score: Raw -290338.621195 + Penalty 1807.323497 = -288531.297698 nChanged 45 SP:Iteration 45Q (2718.088308 sec): 3 clusters Score: Raw -290354.118987 + Penalty 1807.323497 = -288546.795490 nChanged 36 SP:Iteration 46Q (2718.210530 sec): 3 clusters Score: Raw -290365.857786 + Penalty 1807.323497 = -288558.534289 nChanged 36 SP:Iteration 47Q (2718.317957 sec): 3 clusters Score: Raw -290378.620058 + Penalty 1807.323497 = -288571.296561 nChanged 47 SP:Iteration 48Q (2718.407236 sec): 3 clusters Score: Raw -290393.596561 + Penalty 1807.323497 = -288586.273064 nChanged 50 SP:Iteration 49Q (2718.509516 sec): 3 clusters Score: Raw -290412.552953 + Penalty 1807.323497 = -288605.229456 nChanged 47 SP:Iteration 50Q (2718.620639 sec): 3 clusters Score: Raw -290433.114815 + Penalty 1807.323497 = -288625.791318 nChanged 52 SP:Iteration 51Q (2718.764265 sec): 3 clusters Score: Raw -290455.302380 + Penalty 1807.323497 = -288647.978883 nChanged 43 SP:Iteration 52Q (2718.852117 sec): 3 clusters Score: Raw -290475.342949 + Penalty 1807.323497 = -288668.019452 nChanged 39 SP:Iteration 53Q (2718.959442 sec): 3 clusters Score: Raw -290490.501394 + Penalty 1807.323497 = -288683.177897 nChanged 27 SP:Iteration 54Q (2719.062573 sec): 3 clusters Score: Raw -290498.824913 + Penalty 1807.323497 = -288691.501416 nChanged 31 SP:Iteration 55Q (2719.168227 sec): 3 clusters Score: Raw -290511.017544 + Penalty 1807.323497 = -288703.694047 nChanged 34 SP:Iteration 56Q (2719.282387 sec): 3 clusters Score: Raw -290526.318512 + Penalty 1807.323497 = -288718.995015 nChanged 37 SP:Iteration 57Q (2719.411104 sec): 3 clusters Score: Raw -290540.069968 + Penalty 1807.323497 = -288732.746471 nChanged 29 SP:Iteration 58Q (2719.515477 sec): 3 clusters Score: Raw -290549.286031 + Penalty 1807.323497 = -288741.962534 nChanged 28 SP:Iteration 59Q (2719.600999 sec): 3 clusters Score: Raw -290557.636126 + Penalty 1807.323497 = -288750.312629 nChanged 24 SP:Iteration 60F (2719.687999 sec): 3 clusters Score: Raw -290563.551364 + Penalty 1807.323497 = -288756.227867 nChanged 18 SP:Iteration 61Q (2719.814379 sec): 3 clusters Score: Raw -290568.963606 + Penalty 1807.323497 = -288761.640109 nChanged 16 SP:Iteration 62Q (2719.920113 sec): 3 clusters Score: Raw -290572.917472 + Penalty 1807.323497 = -288765.593975 nChanged 12 SP:Iteration 63Q (2720.010377 sec): 3 clusters Score: Raw -290575.227547 + Penalty 1807.323497 = -288767.904050 nChanged 8 SP:Iteration 64Q (2720.128299 sec): 3 clusters Score: Raw -290576.691931 + Penalty 1807.323497 = -288769.368434 nChanged 4 SP:Iteration 65Q (2720.216815 sec): 3 clusters Score: Raw -290577.598773 + Penalty 1807.323497 = -288770.275276 nChanged 5 SP:Iteration 66Q (2720.337040 sec): 3 clusters Score: Raw -290578.367716 + Penalty 1807.323497 = -288771.044219 nChanged 2 SP:Iteration 67Q (2720.443682 sec): 3 clusters Score: Raw -290578.760774 + Penalty 1807.323497 = -288771.437277 nChanged 5 SP:Iteration 68Q (2720.544055 sec): 3 clusters Score: Raw -290579.502549 + Penalty 1807.323497 = -288772.179052 nChanged 3 SP:Iteration 69Q (2720.633034 sec): 3 clusters Score: Raw -290579.872798 + Penalty 1807.323497 = -288772.549301 nChanged 2 SP:Iteration 70Q (2720.744480 sec): 3 clusters Score: Raw -290580.145007 + Penalty 1807.323497 = -288772.821510 nChanged 0 SP:Iteration 71F (2720.866079 sec): 3 clusters Score: Raw -290580.145007 + Penalty 1807.323497 = -288772.821510 nChanged 0 Trying to split cluster 3 (3983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2720.931364 sec): 2 clusters Score: Raw -209249.745023 + Penalty 870.428011 = -208379.317012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2721.032015 sec): 3 clusters Score: Raw -207082.700105 + Penalty 1740.856022 = -205341.844083 nChanged 1687 SP:Iteration 1F (2721.129821 sec): 3 clusters Score: Raw -208064.970367 + Penalty 1740.856022 = -206324.114344 nChanged 364 SP:Iteration 2F (2721.223260 sec): 3 clusters Score: Raw -208395.683979 + Penalty 1740.856022 = -206654.827957 nChanged 381 SP:Iteration 3F (2721.328639 sec): 3 clusters Score: Raw -208805.095166 + Penalty 1740.856022 = -207064.239144 nChanged 338 SP:Iteration 4F (2721.442196 sec): 3 clusters Score: Raw -209168.190901 + Penalty 1740.856022 = -207427.334879 nChanged 263 SP:Iteration 5F (2721.534404 sec): 3 clusters Score: Raw -209408.142472 + Penalty 1740.856022 = -207667.286449 nChanged 213 SP:Iteration 6F (2721.652854 sec): 3 clusters Score: Raw -209546.392053 + Penalty 1740.856022 = -207805.536030 nChanged 139 SP:Iteration 7Q (2721.755039 sec): 3 clusters Score: Raw -209615.233573 + Penalty 1740.856022 = -207874.377551 nChanged 82 SP:Iteration 8Q (2721.861291 sec): 3 clusters Score: Raw -209651.175079 + Penalty 1740.856022 = -207910.319056 nChanged 53 SP:Iteration 9Q (2721.950085 sec): 3 clusters Score: Raw -209671.163507 + Penalty 1740.856022 = -207930.307485 nChanged 42 SP:Iteration 10Q (2722.063906 sec): 3 clusters Score: Raw -209682.744687 + Penalty 1740.856022 = -207941.888664 nChanged 36 SP:Iteration 11Q (2722.168214 sec): 3 clusters Score: Raw -209691.633271 + Penalty 1740.856022 = -207950.777249 nChanged 27 SP:Iteration 12Q (2722.271643 sec): 3 clusters Score: Raw -209699.297743 + Penalty 1740.856022 = -207958.441720 nChanged 23 SP:Iteration 13Q (2722.368059 sec): 3 clusters Score: Raw -209705.686357 + Penalty 1740.856022 = -207964.830335 nChanged 20 SP:Iteration 14Q (2722.466175 sec): 3 clusters Score: Raw -209709.656755 + Penalty 1740.856022 = -207968.800733 nChanged 13 SP:Iteration 15Q (2722.550538 sec): 3 clusters Score: Raw -209712.971715 + Penalty 1740.856022 = -207972.115693 nChanged 18 SP:Iteration 16Q (2722.658489 sec): 3 clusters Score: Raw -209718.074983 + Penalty 1740.856022 = -207977.218961 nChanged 23 SP:Iteration 17Q (2722.759248 sec): 3 clusters Score: Raw -209724.839936 + Penalty 1740.856022 = -207983.983913 nChanged 20 SP:Iteration 18Q (2722.872344 sec): 3 clusters Score: Raw -209730.088427 + Penalty 1740.856022 = -207989.232404 nChanged 16 SP:Iteration 19Q (2722.973124 sec): 3 clusters Score: Raw -209735.189018 + Penalty 1740.856022 = -207994.332995 nChanged 13 SP:Iteration 20F (2723.088531 sec): 3 clusters Score: Raw -209737.558557 + Penalty 1740.856022 = -207996.702535 nChanged 9 SP:Iteration 21Q (2723.198929 sec): 3 clusters Score: Raw -209739.587742 + Penalty 1740.856022 = -207998.731719 nChanged 7 SP:Iteration 22Q (2723.327089 sec): 3 clusters Score: Raw -209740.858180 + Penalty 1740.856022 = -208000.002158 nChanged 5 SP:Iteration 23Q (2723.438728 sec): 3 clusters Score: Raw -209741.726903 + Penalty 1740.856022 = -208000.870881 nChanged 7 SP:Iteration 24Q (2723.538339 sec): 3 clusters Score: Raw -209742.902639 + Penalty 1740.856022 = -208002.046616 nChanged 5 SP:Iteration 25Q (2723.660393 sec): 3 clusters Score: Raw -209743.712617 + Penalty 1740.856022 = -208002.856595 nChanged 2 SP:Iteration 26Q (2723.732387 sec): 3 clusters Score: Raw -209743.900380 + Penalty 1740.856022 = -208003.044357 nChanged 5 SP:Iteration 27Q (2723.861542 sec): 3 clusters Score: Raw -209745.964031 + Penalty 1740.856022 = -208005.108009 nChanged 13 SP:Iteration 28Q (2723.937800 sec): 3 clusters Score: Raw -209749.893165 + Penalty 1740.856022 = -208009.037142 nChanged 12 SP:Iteration 29Q (2724.028844 sec): 3 clusters Score: Raw -209753.354396 + Penalty 1740.856022 = -208012.498373 nChanged 7 SP:Iteration 30Q (2724.124317 sec): 3 clusters Score: Raw -209755.170518 + Penalty 1740.856022 = -208014.314495 nChanged 5 SP:Iteration 31Q (2724.254602 sec): 3 clusters Score: Raw -209756.118958 + Penalty 1740.856022 = -208015.262935 nChanged 5 SP:Iteration 32Q (2724.337392 sec): 3 clusters Score: Raw -209756.891366 + Penalty 1740.856022 = -208016.035343 nChanged 3 SP:Iteration 33Q (2724.446683 sec): 3 clusters Score: Raw -209757.429210 + Penalty 1740.856022 = -208016.573187 nChanged 0 SP:Iteration 34F (2724.568314 sec): 3 clusters Score: Raw -209757.429210 + Penalty 1740.856022 = -208016.573187 nChanged 0 Trying to split cluster 4 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2724.612255 sec): 2 clusters Score: Raw -9240.075614 + Penalty 583.466946 = -8656.608668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2724.682951 sec): 3 clusters Score: Raw -9257.462137 + Penalty 1166.933893 = -8090.528244 nChanged 67 SP:Iteration 1F (2724.789475 sec): 3 clusters Score: Raw -9547.224023 + Penalty 1166.933893 = -8380.290130 nChanged 20 SP:Iteration 2F (2724.874669 sec): 3 clusters Score: Raw -9638.546217 + Penalty 1166.933893 = -8471.612324 nChanged 9 SP:Iteration 3Q (2724.974128 sec): 3 clusters Score: Raw -9680.458008 + Penalty 1166.933893 = -8513.524115 nChanged 7 SP:Iteration 4Q (2725.056056 sec): 3 clusters Score: Raw -9705.494522 + Penalty 1166.933893 = -8538.560629 nChanged 0 SP:Iteration 5F (2725.156684 sec): 3 clusters Score: Raw -9705.494522 + Penalty 1166.933893 = -8538.560629 nChanged 0 Trying to split cluster 5 (13890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2725.262663 sec): 2 clusters Score: Raw -780845.330366 + Penalty 1001.587066 = -779843.743300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2725.398857 sec): 3 clusters Score: Raw -772430.000371 + Penalty 2003.174132 = -770426.826239 nChanged 6285 SP:Iteration 1F (2725.539421 sec): 3 clusters Score: Raw -776080.378933 + Penalty 2003.174132 = -774077.204802 nChanged 889 SP:Iteration 2F (2725.660821 sec): 3 clusters Score: Raw -776583.226430 + Penalty 2003.174132 = -774580.052299 nChanged 864 SP:Iteration 3F (2725.781040 sec): 3 clusters Score: Raw -777099.982041 + Penalty 2003.174132 = -775096.807909 nChanged 865 SP:Iteration 4F (2725.920511 sec): 3 clusters Score: Raw -777657.092814 + Penalty 2003.174132 = -775653.918682 nChanged 881 SP:Iteration 5F (2726.041430 sec): 3 clusters Score: Raw -778168.430470 + Penalty 2003.174132 = -776165.256338 nChanged 755 SP:Iteration 6F (2726.173218 sec): 3 clusters Score: Raw -778563.347616 + Penalty 2003.174132 = -776560.173485 nChanged 647 SP:Iteration 7Q (2726.311447 sec): 3 clusters Score: Raw -778933.693631 + Penalty 2003.174132 = -776930.519499 nChanged 575 SP:Iteration 8Q (2726.421403 sec): 3 clusters Score: Raw -779227.074956 + Penalty 2003.174132 = -777223.900824 nChanged 511 SP:Iteration 9Q (2726.556461 sec): 3 clusters Score: Raw -779464.785942 + Penalty 2003.174132 = -777461.611810 nChanged 411 SP:Iteration 10Q (2726.683041 sec): 3 clusters Score: Raw -779629.366385 + Penalty 2003.174132 = -777626.192253 nChanged 297 SP:Iteration 11Q (2726.798864 sec): 3 clusters Score: Raw -779715.466385 + Penalty 2003.174132 = -777712.292253 nChanged 215 SP:Iteration 12Q (2726.914701 sec): 3 clusters Score: Raw -779768.195484 + Penalty 2003.174132 = -777765.021352 nChanged 163 SP:Iteration 13Q (2727.039869 sec): 3 clusters Score: Raw -779802.928181 + Penalty 2003.174132 = -777799.754049 nChanged 148 SP:Iteration 14Q (2727.156334 sec): 3 clusters Score: Raw -779835.708507 + Penalty 2003.174132 = -777832.534376 nChanged 150 SP:Iteration 15Q (2727.298666 sec): 3 clusters Score: Raw -779869.118274 + Penalty 2003.174132 = -777865.944143 nChanged 138 SP:Iteration 16Q (2727.440595 sec): 3 clusters Score: Raw -779902.536367 + Penalty 2003.174132 = -777899.362235 nChanged 148 SP:Iteration 17Q (2727.571314 sec): 3 clusters Score: Raw -779939.468214 + Penalty 2003.174132 = -777936.294082 nChanged 151 SP:Iteration 18Q (2727.683350 sec): 3 clusters Score: Raw -779982.283975 + Penalty 2003.174132 = -777979.109843 nChanged 169 SP:Iteration 19Q (2727.797196 sec): 3 clusters Score: Raw -780035.834087 + Penalty 2003.174132 = -778032.659956 nChanged 209 SP:Iteration 20F (2727.928332 sec): 3 clusters Score: Raw -780103.356934 + Penalty 2003.174132 = -778100.182802 nChanged 202 SP:Iteration 21Q (2728.058581 sec): 3 clusters Score: Raw -780165.467087 + Penalty 2003.174132 = -778162.292955 nChanged 192 SP:Iteration 22Q (2728.187978 sec): 3 clusters Score: Raw -780225.574283 + Penalty 2003.174132 = -778222.400151 nChanged 205 SP:Iteration 23Q (2728.304165 sec): 3 clusters Score: Raw -780289.572482 + Penalty 2003.174132 = -778286.398350 nChanged 198 SP:Iteration 24Q (2728.427851 sec): 3 clusters Score: Raw -780350.278106 + Penalty 2003.174132 = -778347.103974 nChanged 198 SP:Iteration 25Q (2728.577710 sec): 3 clusters Score: Raw -780415.038740 + Penalty 2003.174132 = -778411.864609 nChanged 186 SP:Iteration 26Q (2728.700771 sec): 3 clusters Score: Raw -780470.807794 + Penalty 2003.174132 = -778467.633663 nChanged 177 SP:Iteration 27Q (2728.837225 sec): 3 clusters Score: Raw -780522.755908 + Penalty 2003.174132 = -778519.581776 nChanged 167 SP:Iteration 28Q (2728.945509 sec): 3 clusters Score: Raw -780566.048509 + Penalty 2003.174132 = -778562.874378 nChanged 146 SP:Iteration 29Q (2729.071421 sec): 3 clusters Score: Raw -780602.935227 + Penalty 2003.174132 = -778599.761095 nChanged 139 SP:Iteration 30Q (2729.182263 sec): 3 clusters Score: Raw -780639.290551 + Penalty 2003.174132 = -778636.116420 nChanged 134 SP:Iteration 31Q (2729.323024 sec): 3 clusters Score: Raw -780674.295473 + Penalty 2003.174132 = -778671.121341 nChanged 112 SP:Iteration 32Q (2729.430692 sec): 3 clusters Score: Raw -780704.868872 + Penalty 2003.174132 = -778701.694741 nChanged 109 SP:Iteration 33Q (2729.554833 sec): 3 clusters Score: Raw -780733.972597 + Penalty 2003.174132 = -778730.798465 nChanged 109 SP:Iteration 34Q (2729.688508 sec): 3 clusters Score: Raw -780770.656626 + Penalty 2003.174132 = -778767.482495 nChanged 129 SP:Iteration 35Q (2729.797158 sec): 3 clusters Score: Raw -780818.429313 + Penalty 2003.174132 = -778815.255181 nChanged 115 SP:Iteration 36Q (2729.923660 sec): 3 clusters Score: Raw -780864.542683 + Penalty 2003.174132 = -778861.368552 nChanged 109 SP:Iteration 37Q (2730.046485 sec): 3 clusters Score: Raw -780912.939694 + Penalty 2003.174132 = -778909.765562 nChanged 112 SP:Iteration 38Q (2730.157608 sec): 3 clusters Score: Raw -780957.461879 + Penalty 2003.174132 = -778954.287747 nChanged 111 SP:Iteration 39Q (2730.287800 sec): 3 clusters Score: Raw -781000.455182 + Penalty 2003.174132 = -778997.281050 nChanged 95 SP:Iteration 40F (2730.424953 sec): 3 clusters Score: Raw -781036.879364 + Penalty 2003.174132 = -779033.705232 nChanged 100 SP:Iteration 41Q (2730.545650 sec): 3 clusters Score: Raw -781066.627755 + Penalty 2003.174132 = -779063.453623 nChanged 91 SP:Iteration 42Q (2730.682061 sec): 3 clusters Score: Raw -781092.558868 + Penalty 2003.174132 = -779089.384736 nChanged 82 SP:Iteration 43Q (2730.837566 sec): 3 clusters Score: Raw -781114.872015 + Penalty 2003.174132 = -779111.697884 nChanged 72 SP:Iteration 44Q (2730.962889 sec): 3 clusters Score: Raw -781132.257292 + Penalty 2003.174132 = -779129.083160 nChanged 69 SP:Iteration 45Q (2731.079083 sec): 3 clusters Score: Raw -781147.244181 + Penalty 2003.174132 = -779144.070050 nChanged 68 SP:Iteration 46Q (2731.230794 sec): 3 clusters Score: Raw -781166.829159 + Penalty 2003.174132 = -779163.655027 nChanged 75 SP:Iteration 47Q (2731.353563 sec): 3 clusters Score: Raw -781192.961960 + Penalty 2003.174132 = -779189.787829 nChanged 68 SP:Iteration 48Q (2731.484793 sec): 3 clusters Score: Raw -781212.204082 + Penalty 2003.174132 = -779209.029950 nChanged 60 SP:Iteration 49Q (2731.593328 sec): 3 clusters Score: Raw -781229.940282 + Penalty 2003.174132 = -779226.766151 nChanged 57 SP:Iteration 50Q (2731.727628 sec): 3 clusters Score: Raw -781245.991105 + Penalty 2003.174132 = -779242.816973 nChanged 44 SP:Iteration 51Q (2731.851799 sec): 3 clusters Score: Raw -781258.458581 + Penalty 2003.174132 = -779255.284449 nChanged 48 SP:Iteration 52Q (2731.994934 sec): 3 clusters Score: Raw -781273.589400 + Penalty 2003.174132 = -779270.415268 nChanged 62 SP:Iteration 53Q (2732.121675 sec): 3 clusters Score: Raw -781295.084159 + Penalty 2003.174132 = -779291.910027 nChanged 61 SP:Iteration 54Q (2732.230750 sec): 3 clusters Score: Raw -781315.281832 + Penalty 2003.174132 = -779312.107701 nChanged 48 SP:Iteration 55Q (2732.359176 sec): 3 clusters Score: Raw -781327.951008 + Penalty 2003.174132 = -779324.776876 nChanged 40 SP:Iteration 56Q (2732.481399 sec): 3 clusters Score: Raw -781337.404670 + Penalty 2003.174132 = -779334.230539 nChanged 43 SP:Iteration 57Q (2732.614837 sec): 3 clusters Score: Raw -781346.076590 + Penalty 2003.174132 = -779342.902458 nChanged 30 SP:Iteration 58Q (2732.731827 sec): 3 clusters Score: Raw -781353.125140 + Penalty 2003.174132 = -779349.951008 nChanged 39 SP:Iteration 59Q (2732.862407 sec): 3 clusters Score: Raw -781363.886413 + Penalty 2003.174132 = -779360.712282 nChanged 43 SP:Iteration 60F (2732.989862 sec): 3 clusters Score: Raw -781375.185198 + Penalty 2003.174132 = -779372.011067 nChanged 33 SP:Iteration 61Q (2733.144768 sec): 3 clusters Score: Raw -781383.478771 + Penalty 2003.174132 = -779380.304640 nChanged 26 SP:Iteration 62Q (2733.262829 sec): 3 clusters Score: Raw -781391.141133 + Penalty 2003.174132 = -779387.967001 nChanged 26 SP:Iteration 63Q (2733.410384 sec): 3 clusters Score: Raw -781398.440537 + Penalty 2003.174132 = -779395.266405 nChanged 30 SP:Iteration 64Q (2733.513890 sec): 3 clusters Score: Raw -781406.722818 + Penalty 2003.174132 = -779403.548686 nChanged 26 SP:Iteration 65Q (2733.635002 sec): 3 clusters Score: Raw -781414.813264 + Penalty 2003.174132 = -779411.639133 nChanged 32 SP:Iteration 66Q (2733.770890 sec): 3 clusters Score: Raw -781426.622052 + Penalty 2003.174132 = -779423.447921 nChanged 39 SP:Iteration 67Q (2733.883278 sec): 3 clusters Score: Raw -781443.186284 + Penalty 2003.174132 = -779440.012153 nChanged 31 SP:Iteration 68Q (2734.012704 sec): 3 clusters Score: Raw -781454.754015 + Penalty 2003.174132 = -779451.579884 nChanged 30 SP:Iteration 69Q (2734.127953 sec): 3 clusters Score: Raw -781464.579470 + Penalty 2003.174132 = -779461.405338 nChanged 24 SP:Iteration 70Q (2734.252907 sec): 3 clusters Score: Raw -781472.922258 + Penalty 2003.174132 = -779469.748126 nChanged 25 SP:Iteration 71Q (2734.393090 sec): 3 clusters Score: Raw -781482.665127 + Penalty 2003.174132 = -779479.490995 nChanged 23 SP:Iteration 72Q (2734.501827 sec): 3 clusters Score: Raw -781491.074283 + Penalty 2003.174132 = -779487.900152 nChanged 25 SP:Iteration 73Q (2734.649455 sec): 3 clusters Score: Raw -781499.564389 + Penalty 2003.174132 = -779496.390258 nChanged 24 SP:Iteration 74Q (2734.771073 sec): 3 clusters Score: Raw -781506.819174 + Penalty 2003.174132 = -779503.645043 nChanged 24 SP:Iteration 75Q (2734.887585 sec): 3 clusters Score: Raw -781514.057905 + Penalty 2003.174132 = -779510.883773 nChanged 17 SP:Iteration 76Q (2735.016319 sec): 3 clusters Score: Raw -781520.203764 + Penalty 2003.174132 = -779517.029633 nChanged 14 SP:Iteration 77Q (2735.194533 sec): 3 clusters Score: Raw -781527.330885 + Penalty 2003.174132 = -779524.156753 nChanged 20 SP:Iteration 78Q (2735.297394 sec): 3 clusters Score: Raw -781535.807938 + Penalty 2003.174132 = -779532.633806 nChanged 23 SP:Iteration 79Q (2735.408979 sec): 3 clusters Score: Raw -781544.927247 + Penalty 2003.174132 = -779541.753115 nChanged 34 SP:Iteration 80F (2735.540830 sec): 3 clusters Score: Raw -781559.909294 + Penalty 2003.174132 = -779556.735163 nChanged 37 SP:Iteration 81Q (2735.670046 sec): 3 clusters Score: Raw -781582.498820 + Penalty 2003.174132 = -779579.324689 nChanged 43 SP:Iteration 82Q (2735.786408 sec): 3 clusters Score: Raw -781611.469629 + Penalty 2003.174132 = -779608.295498 nChanged 49 SP:Iteration 83Q (2735.902618 sec): 3 clusters Score: Raw -781639.115326 + Penalty 2003.174132 = -779635.941194 nChanged 36 SP:Iteration 84Q (2736.039036 sec): 3 clusters Score: Raw -781660.762996 + Penalty 2003.174132 = -779657.588865 nChanged 33 SP:Iteration 85Q (2736.154158 sec): 3 clusters Score: Raw -781677.437191 + Penalty 2003.174132 = -779674.263059 nChanged 26 SP:Iteration 86Q (2736.275386 sec): 3 clusters Score: Raw -781696.108662 + Penalty 2003.174132 = -779692.934530 nChanged 23 SP:Iteration 87Q (2736.405588 sec): 3 clusters Score: Raw -781706.964089 + Penalty 2003.174132 = -779703.789957 nChanged 17 SP:Iteration 88Q (2736.524106 sec): 3 clusters Score: Raw -781712.736063 + Penalty 2003.174132 = -779709.561931 nChanged 12 SP:Iteration 89Q (2736.651866 sec): 3 clusters Score: Raw -781716.050590 + Penalty 2003.174132 = -779712.876459 nChanged 12 SP:Iteration 90Q (2736.781880 sec): 3 clusters Score: Raw -781720.613850 + Penalty 2003.174132 = -779717.439718 nChanged 9 SP:Iteration 91Q (2736.893575 sec): 3 clusters Score: Raw -781723.171184 + Penalty 2003.174132 = -779719.997053 nChanged 7 SP:Iteration 92Q (2737.025403 sec): 3 clusters Score: Raw -781725.206571 + Penalty 2003.174132 = -779722.032439 nChanged 4 SP:Iteration 93Q (2737.126132 sec): 3 clusters Score: Raw -781726.369427 + Penalty 2003.174132 = -779723.195296 nChanged 6 SP:Iteration 94Q (2737.243695 sec): 3 clusters Score: Raw -781727.781887 + Penalty 2003.174132 = -779724.607756 nChanged 4 SP:Iteration 95Q (2737.380455 sec): 3 clusters Score: Raw -781728.966419 + Penalty 2003.174132 = -779725.792287 nChanged 6 SP:Iteration 96Q (2737.500109 sec): 3 clusters Score: Raw -781730.577950 + Penalty 2003.174132 = -779727.403818 nChanged 5 SP:Iteration 97Q (2737.628001 sec): 3 clusters Score: Raw -781731.435280 + Penalty 2003.174132 = -779728.261149 nChanged 3 SP:Iteration 98Q (2737.763460 sec): 3 clusters Score: Raw -781732.006874 + Penalty 2003.174132 = -779728.832742 nChanged 1 SP:Iteration 99Q (2737.864152 sec): 3 clusters Score: Raw -781732.327994 + Penalty 2003.174132 = -779729.153862 nChanged 5 SP:Iteration 100F (2738.006936 sec): 3 clusters Score: Raw -781733.769761 + Penalty 2003.174132 = -779730.595629 nChanged 2 SP:Iteration 101Q (2738.121949 sec): 3 clusters Score: Raw -781734.390949 + Penalty 2003.174132 = -779731.216818 nChanged 1 SP:Iteration 102Q (2738.245015 sec): 3 clusters Score: Raw -781734.814194 + Penalty 2003.174132 = -779731.640063 nChanged 0 SP:Iteration 103F (2738.356668 sec): 3 clusters Score: Raw -781734.814194 + Penalty 2003.174132 = -779731.640063 nChanged 0 Trying to split cluster 6 (2455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2738.426880 sec): 2 clusters Score: Raw -130890.481294 + Penalty 819.617614 = -130070.863680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2738.542262 sec): 3 clusters Score: Raw -129659.741237 + Penalty 1639.235228 = -128020.506008 nChanged 990 SP:Iteration 1F (2738.653627 sec): 3 clusters Score: Raw -130308.752624 + Penalty 1639.235228 = -128669.517395 nChanged 212 SP:Iteration 2F (2738.730379 sec): 3 clusters Score: Raw -130453.123878 + Penalty 1639.235228 = -128813.888649 nChanged 145 SP:Iteration 3F (2738.819138 sec): 3 clusters Score: Raw -130562.978045 + Penalty 1639.235228 = -128923.742816 nChanged 117 SP:Iteration 4Q (2738.919504 sec): 3 clusters Score: Raw -130649.127519 + Penalty 1639.235228 = -129009.892290 nChanged 100 SP:Iteration 5Q (2739.017471 sec): 3 clusters Score: Raw -130712.401261 + Penalty 1639.235228 = -129073.166033 nChanged 83 SP:Iteration 6Q (2739.130298 sec): 3 clusters Score: Raw -130784.230658 + Penalty 1639.235228 = -129144.995429 nChanged 95 SP:Iteration 7Q (2739.221478 sec): 3 clusters Score: Raw -130858.826308 + Penalty 1639.235228 = -129219.591079 nChanged 80 SP:Iteration 8Q (2739.314299 sec): 3 clusters Score: Raw -130942.842272 + Penalty 1639.235228 = -129303.607044 nChanged 86 SP:Iteration 9Q (2739.415809 sec): 3 clusters Score: Raw -131026.892479 + Penalty 1639.235228 = -129387.657251 nChanged 87 SP:Iteration 10Q (2739.513601 sec): 3 clusters Score: Raw -131127.392624 + Penalty 1639.235228 = -129488.157396 nChanged 90 SP:Iteration 11Q (2739.600217 sec): 3 clusters Score: Raw -131230.858628 + Penalty 1639.235228 = -129591.623400 nChanged 99 SP:Iteration 12Q (2739.702247 sec): 3 clusters Score: Raw -131362.696794 + Penalty 1639.235228 = -129723.461565 nChanged 95 SP:Iteration 13Q (2739.807180 sec): 3 clusters Score: Raw -131474.591776 + Penalty 1639.235228 = -129835.356547 nChanged 83 SP:Iteration 14Q (2739.891978 sec): 3 clusters Score: Raw -131575.076304 + Penalty 1639.235228 = -129935.841076 nChanged 55 SP:Iteration 15Q (2740.000599 sec): 3 clusters Score: Raw -131633.627251 + Penalty 1639.235228 = -129994.392023 nChanged 44 SP:Iteration 16Q (2740.081000 sec): 3 clusters Score: Raw -131677.543420 + Penalty 1639.235228 = -130038.308192 nChanged 43 SP:Iteration 17Q (2740.184559 sec): 3 clusters Score: Raw -131722.260927 + Penalty 1639.235228 = -130083.025699 nChanged 33 SP:Iteration 18Q (2740.282146 sec): 3 clusters Score: Raw -131744.315039 + Penalty 1639.235228 = -130105.079810 nChanged 21 SP:Iteration 19Q (2740.377432 sec): 3 clusters Score: Raw -131762.584451 + Penalty 1639.235228 = -130123.349222 nChanged 22 SP:Iteration 20F (2740.475958 sec): 3 clusters Score: Raw -131776.355411 + Penalty 1639.235228 = -130137.120183 nChanged 12 SP:Iteration 21Q (2740.582178 sec): 3 clusters Score: Raw -131780.582300 + Penalty 1639.235228 = -130141.347072 nChanged 6 SP:Iteration 22Q (2740.670660 sec): 3 clusters Score: Raw -131782.678774 + Penalty 1639.235228 = -130143.443546 nChanged 4 SP:Iteration 23Q (2740.782067 sec): 3 clusters Score: Raw -131783.694629 + Penalty 1639.235228 = -130144.459401 nChanged 1 SP:Iteration 24Q (2740.870976 sec): 3 clusters Score: Raw -131783.927871 + Penalty 1639.235228 = -130144.692643 nChanged 2 SP:Iteration 25Q (2740.970620 sec): 3 clusters Score: Raw -131784.247660 + Penalty 1639.235228 = -130145.012431 nChanged 1 SP:Iteration 26Q (2741.056234 sec): 3 clusters Score: Raw -131784.501022 + Penalty 1639.235228 = -130145.265793 nChanged 1 SP:Iteration 27Q (2741.173752 sec): 3 clusters Score: Raw -131784.688571 + Penalty 1639.235228 = -130145.453342 nChanged 1 SP:Iteration 28Q (2741.277327 sec): 3 clusters Score: Raw -131784.944331 + Penalty 1639.235228 = -130145.709102 nChanged 1 SP:Iteration 29Q (2741.363933 sec): 3 clusters Score: Raw -131785.349954 + Penalty 1639.235228 = -130146.114726 nChanged 0 SP:Iteration 30F (2741.459176 sec): 3 clusters Score: Raw -131785.349954 + Penalty 1639.235228 = -130146.114726 nChanged 0 Score: Raw -2003505.314808 + Penalty 15614.569717 = -1987890.745090 Splitting cluster 6 changes total score from -1988106.696827 to -1987890.745090 So it's not getting split. Trying to split cluster 7 (1486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2742.706357 sec): 2 clusters Score: Raw -64108.371711 + Penalty 766.903539 = -63341.468173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2742.821427 sec): 3 clusters Score: Raw -63470.098507 + Penalty 1533.807077 = -61936.291430 nChanged 531 SP:Iteration 1F (2742.903527 sec): 3 clusters Score: Raw -63868.754813 + Penalty 1533.807077 = -62334.947735 nChanged 125 SP:Iteration 2F (2743.004511 sec): 3 clusters Score: Raw -63974.863345 + Penalty 1533.807077 = -62441.056268 nChanged 75 SP:Iteration 3F (2743.089621 sec): 3 clusters Score: Raw -64054.231452 + Penalty 1533.807077 = -62520.424374 nChanged 77 SP:Iteration 4F (2743.182796 sec): 3 clusters Score: Raw -64168.885777 + Penalty 1533.807077 = -62635.078699 nChanged 69 SP:Iteration 5Q (2743.270504 sec): 3 clusters Score: Raw -64255.962153 + Penalty 1533.807077 = -62722.155076 nChanged 58 SP:Iteration 6Q (2743.376834 sec): 3 clusters Score: Raw -64309.845390 + Penalty 1533.807077 = -62776.038312 nChanged 49 SP:Iteration 7Q (2743.484438 sec): 3 clusters Score: Raw -64347.791210 + Penalty 1533.807077 = -62813.984132 nChanged 46 SP:Iteration 8Q (2743.585058 sec): 3 clusters Score: Raw -64391.606488 + Penalty 1533.807077 = -62857.799410 nChanged 47 SP:Iteration 9Q (2743.716170 sec): 3 clusters Score: Raw -64437.245033 + Penalty 1533.807077 = -62903.437956 nChanged 39 SP:Iteration 10Q (2743.804731 sec): 3 clusters Score: Raw -64470.741765 + Penalty 1533.807077 = -62936.934688 nChanged 25 SP:Iteration 11Q (2743.891831 sec): 3 clusters Score: Raw -64488.087325 + Penalty 1533.807077 = -62954.280248 nChanged 23 SP:Iteration 12Q (2744.011015 sec): 3 clusters Score: Raw -64504.000463 + Penalty 1533.807077 = -62970.193385 nChanged 20 SP:Iteration 13Q (2744.103376 sec): 3 clusters Score: Raw -64514.793638 + Penalty 1533.807077 = -62980.986561 nChanged 14 SP:Iteration 14Q (2744.188402 sec): 3 clusters Score: Raw -64527.077654 + Penalty 1533.807077 = -62993.270577 nChanged 7 SP:Iteration 15Q (2744.311071 sec): 3 clusters Score: Raw -64531.263557 + Penalty 1533.807077 = -62997.456480 nChanged 3 SP:Iteration 16Q (2744.388150 sec): 3 clusters Score: Raw -64533.018440 + Penalty 1533.807077 = -62999.211363 nChanged 3 SP:Iteration 17Q (2744.484117 sec): 3 clusters Score: Raw -64535.015431 + Penalty 1533.807077 = -63001.208354 nChanged 2 SP:Iteration 18Q (2744.576338 sec): 3 clusters Score: Raw -64535.664419 + Penalty 1533.807077 = -63001.857342 nChanged 1 SP:Iteration 19Q (2744.676936 sec): 3 clusters Score: Raw -64536.315086 + Penalty 1533.807077 = -63002.508009 nChanged 2 SP:Iteration 20F (2744.776137 sec): 3 clusters Score: Raw -64537.282669 + Penalty 1533.807077 = -63003.475592 nChanged 0 Trying to split cluster 8 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2744.822311 sec): 2 clusters Score: Raw -35346.620703 + Penalty 712.486703 = -34634.134000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2744.908346 sec): 3 clusters Score: Raw -35047.916194 + Penalty 1424.973405 = -33622.942789 nChanged 268 SP:Iteration 1F (2744.993191 sec): 3 clusters Score: Raw -35278.512085 + Penalty 1424.973405 = -33853.538680 nChanged 78 SP:Iteration 2F (2745.094099 sec): 3 clusters Score: Raw -35371.101729 + Penalty 1424.973405 = -33946.128324 nChanged 57 SP:Iteration 3F (2745.184378 sec): 3 clusters Score: Raw -35439.699892 + Penalty 1424.973405 = -34014.726486 nChanged 35 SP:Iteration 4Q (2745.277597 sec): 3 clusters Score: Raw -35491.399751 + Penalty 1424.973405 = -34066.426345 nChanged 32 SP:Iteration 5Q (2745.382008 sec): 3 clusters Score: Raw -35561.629423 + Penalty 1424.973405 = -34136.656017 nChanged 45 SP:Iteration 6F (2745.455978 sec): 3 clusters Score: Raw -35679.857943 + Penalty 1424.973405 = -34254.884537 nChanged 42 SP:Iteration 7Q (2745.568775 sec): 3 clusters Score: Raw -35775.850085 + Penalty 1424.973405 = -34350.876680 nChanged 32 SP:Iteration 8Q (2745.631581 sec): 3 clusters Score: Raw -35842.614907 + Penalty 1424.973405 = -34417.641501 nChanged 33 SP:Iteration 9Q (2745.735327 sec): 3 clusters Score: Raw -35918.120667 + Penalty 1424.973405 = -34493.147261 nChanged 25 SP:Iteration 10Q (2745.865219 sec): 3 clusters Score: Raw -35950.565484 + Penalty 1424.973405 = -34525.592078 nChanged 15 SP:Iteration 11Q (2745.929801 sec): 3 clusters Score: Raw -35971.742495 + Penalty 1424.973405 = -34546.769089 nChanged 14 SP:Iteration 12Q (2746.018520 sec): 3 clusters Score: Raw -35991.206311 + Penalty 1424.973405 = -34566.232905 nChanged 10 SP:Iteration 13Q (2746.115473 sec): 3 clusters Score: Raw -35998.076738 + Penalty 1424.973405 = -34573.103333 nChanged 7 SP:Iteration 14Q (2746.202225 sec): 3 clusters Score: Raw -36005.237642 + Penalty 1424.973405 = -34580.264237 nChanged 7 SP:Iteration 15Q (2746.302149 sec): 3 clusters Score: Raw -36012.741206 + Penalty 1424.973405 = -34587.767800 nChanged 5 SP:Iteration 16Q (2746.396411 sec): 3 clusters Score: Raw -36016.673541 + Penalty 1424.973405 = -34591.700136 nChanged 5 SP:Iteration 17Q (2746.498357 sec): 3 clusters Score: Raw -36020.343686 + Penalty 1424.973405 = -34595.370281 nChanged 3 SP:Iteration 18Q (2746.600017 sec): 3 clusters Score: Raw -36021.677326 + Penalty 1424.973405 = -34596.703920 nChanged 1 SP:Iteration 19Q (2746.695074 sec): 3 clusters Score: Raw -36021.976682 + Penalty 1424.973405 = -34597.003277 nChanged 1 SP:Iteration 20F (2746.788817 sec): 3 clusters Score: Raw -36023.608074 + Penalty 1424.973405 = -34598.634669 nChanged 4 SP:Iteration 21Q (2746.881539 sec): 3 clusters Score: Raw -36029.377209 + Penalty 1424.973405 = -34604.403803 nChanged 2 SP:Iteration 22Q (2746.980285 sec): 3 clusters Score: Raw -36031.152117 + Penalty 1424.973405 = -34606.178712 nChanged 1 SP:Iteration 23Q (2747.083088 sec): 3 clusters Score: Raw -36031.581599 + Penalty 1424.973405 = -34606.608193 nChanged 0 SP:Iteration 24F (2747.174312 sec): 3 clusters Score: Raw -36031.581599 + Penalty 1424.973405 = -34606.608193 nChanged 0 Trying to split cluster 9 (1734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2747.205589 sec): 2 clusters Score: Raw -71776.803684 + Penalty 783.109547 = -70993.694137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2747.302215 sec): 3 clusters Score: Raw -70946.749464 + Penalty 1566.219093 = -69380.530371 nChanged 687 SP:Iteration 1F (2747.399613 sec): 3 clusters Score: Raw -71426.295805 + Penalty 1566.219093 = -69860.076712 nChanged 161 SP:Iteration 2F (2747.500039 sec): 3 clusters Score: Raw -71545.913205 + Penalty 1566.219093 = -69979.694112 nChanged 99 SP:Iteration 3F (2747.603747 sec): 3 clusters Score: Raw -71621.411086 + Penalty 1566.219093 = -70055.191993 nChanged 84 SP:Iteration 4Q (2747.728366 sec): 3 clusters Score: Raw -71680.402104 + Penalty 1566.219093 = -70114.183011 nChanged 73 SP:Iteration 5Q (2747.811970 sec): 3 clusters Score: Raw -71735.561650 + Penalty 1566.219093 = -70169.342557 nChanged 66 SP:Iteration 6Q (2747.921826 sec): 3 clusters Score: Raw -71784.563925 + Penalty 1566.219093 = -70218.344832 nChanged 52 SP:Iteration 7Q (2748.032795 sec): 3 clusters Score: Raw -71822.643687 + Penalty 1566.219093 = -70256.424594 nChanged 35 SP:Iteration 8Q (2748.113693 sec): 3 clusters Score: Raw -71851.396088 + Penalty 1566.219093 = -70285.176995 nChanged 35 SP:Iteration 9Q (2748.205421 sec): 3 clusters Score: Raw -71891.138325 + Penalty 1566.219093 = -70324.919232 nChanged 35 SP:Iteration 10Q (2748.312599 sec): 3 clusters Score: Raw -71932.738208 + Penalty 1566.219093 = -70366.519115 nChanged 46 SP:Iteration 11Q (2748.401371 sec): 3 clusters Score: Raw -71964.783987 + Penalty 1566.219093 = -70398.564894 nChanged 34 SP:Iteration 12Q (2748.508988 sec): 3 clusters Score: Raw -71989.290683 + Penalty 1566.219093 = -70423.071590 nChanged 26 SP:Iteration 13Q (2748.596148 sec): 3 clusters Score: Raw -72001.463525 + Penalty 1566.219093 = -70435.244432 nChanged 23 SP:Iteration 14Q (2748.677180 sec): 3 clusters Score: Raw -72011.450206 + Penalty 1566.219093 = -70445.231113 nChanged 12 SP:Iteration 15Q (2748.769258 sec): 3 clusters Score: Raw -72018.813738 + Penalty 1566.219093 = -70452.594645 nChanged 16 SP:Iteration 16Q (2748.859189 sec): 3 clusters Score: Raw -72026.800355 + Penalty 1566.219093 = -70460.581262 nChanged 17 SP:Iteration 17Q (2748.950409 sec): 3 clusters Score: Raw -72035.880941 + Penalty 1566.219093 = -70469.661848 nChanged 15 SP:Iteration 18Q (2749.046323 sec): 3 clusters Score: Raw -72049.382375 + Penalty 1566.219093 = -70483.163282 nChanged 17 SP:Iteration 19Q (2749.162734 sec): 3 clusters Score: Raw -72062.205017 + Penalty 1566.219093 = -70495.985924 nChanged 19 SP:Iteration 20F (2749.248126 sec): 3 clusters Score: Raw -72081.931554 + Penalty 1566.219093 = -70515.712461 nChanged 24 SP:Iteration 21Q (2749.346876 sec): 3 clusters Score: Raw -72102.766972 + Penalty 1566.219093 = -70536.547879 nChanged 27 SP:Iteration 22Q (2749.440316 sec): 3 clusters Score: Raw -72115.066495 + Penalty 1566.219093 = -70548.847402 nChanged 21 SP:Iteration 23Q (2749.561708 sec): 3 clusters Score: Raw -72124.927404 + Penalty 1566.219093 = -70558.708311 nChanged 16 SP:Iteration 24Q (2749.648530 sec): 3 clusters Score: Raw -72136.616020 + Penalty 1566.219093 = -70570.396927 nChanged 18 SP:Iteration 25Q (2749.745439 sec): 3 clusters Score: Raw -72150.994709 + Penalty 1566.219093 = -70584.775616 nChanged 18 SP:Iteration 26Q (2749.824878 sec): 3 clusters Score: Raw -72166.792979 + Penalty 1566.219093 = -70600.573886 nChanged 22 SP:Iteration 27Q (2749.923601 sec): 3 clusters Score: Raw -72185.534788 + Penalty 1566.219093 = -70619.315695 nChanged 19 SP:Iteration 28Q (2750.001156 sec): 3 clusters Score: Raw -72196.899388 + Penalty 1566.219093 = -70630.680295 nChanged 15 SP:Iteration 29Q (2750.086488 sec): 3 clusters Score: Raw -72205.440823 + Penalty 1566.219093 = -70639.221730 nChanged 13 SP:Iteration 30Q (2750.197405 sec): 3 clusters Score: Raw -72212.762184 + Penalty 1566.219093 = -70646.543091 nChanged 9 SP:Iteration 31Q (2750.278376 sec): 3 clusters Score: Raw -72216.584009 + Penalty 1566.219093 = -70650.364916 nChanged 7 SP:Iteration 32Q (2750.377350 sec): 3 clusters Score: Raw -72219.577150 + Penalty 1566.219093 = -70653.358057 nChanged 3 SP:Iteration 33Q (2750.467057 sec): 3 clusters Score: Raw -72221.607914 + Penalty 1566.219093 = -70655.388821 nChanged 4 SP:Iteration 34Q (2750.582629 sec): 3 clusters Score: Raw -72223.421257 + Penalty 1566.219093 = -70657.202164 nChanged 4 SP:Iteration 35Q (2750.666250 sec): 3 clusters Score: Raw -72225.187923 + Penalty 1566.219093 = -70658.968830 nChanged 0 SP:Iteration 36F (2750.780873 sec): 3 clusters Score: Raw -72225.187923 + Penalty 1566.219093 = -70658.968830 nChanged 0 Trying to split cluster 10 (2742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2750.823333 sec): 2 clusters Score: Raw -137595.627104 + Penalty 831.226500 = -136764.400603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2750.934319 sec): 3 clusters Score: Raw -136246.587303 + Penalty 1662.453001 = -134584.134302 nChanged 1120 SP:Iteration 1F (2751.029400 sec): 3 clusters Score: Raw -137122.211068 + Penalty 1662.453001 = -135459.758067 nChanged 285 SP:Iteration 2F (2751.153946 sec): 3 clusters Score: Raw -137503.193003 + Penalty 1662.453001 = -135840.740003 nChanged 236 SP:Iteration 3F (2751.251247 sec): 3 clusters Score: Raw -137779.192663 + Penalty 1662.453001 = -136116.739663 nChanged 169 SP:Iteration 4F (2751.334586 sec): 3 clusters Score: Raw -137918.427598 + Penalty 1662.453001 = -136255.974598 nChanged 132 SP:Iteration 5Q (2751.412000 sec): 3 clusters Score: Raw -138029.134549 + Penalty 1662.453001 = -136366.681548 nChanged 121 SP:Iteration 6Q (2751.520408 sec): 3 clusters Score: Raw -138119.096156 + Penalty 1662.453001 = -136456.643155 nChanged 101 SP:Iteration 7Q (2751.626446 sec): 3 clusters Score: Raw -138207.698998 + Penalty 1662.453001 = -136545.245998 nChanged 85 SP:Iteration 8Q (2751.709844 sec): 3 clusters Score: Raw -138282.636676 + Penalty 1662.453001 = -136620.183676 nChanged 71 SP:Iteration 9Q (2751.830452 sec): 3 clusters Score: Raw -138324.814932 + Penalty 1662.453001 = -136662.361932 nChanged 48 SP:Iteration 10Q (2751.913562 sec): 3 clusters Score: Raw -138348.711919 + Penalty 1662.453001 = -136686.258919 nChanged 39 SP:Iteration 11Q (2751.991906 sec): 3 clusters Score: Raw -138365.124076 + Penalty 1662.453001 = -136702.671075 nChanged 33 SP:Iteration 12Q (2752.070763 sec): 3 clusters Score: Raw -138381.387818 + Penalty 1662.453001 = -136718.934818 nChanged 34 SP:Iteration 13Q (2752.169802 sec): 3 clusters Score: Raw -138393.882957 + Penalty 1662.453001 = -136731.429956 nChanged 15 SP:Iteration 14Q (2752.229322 sec): 3 clusters Score: Raw -138398.614337 + Penalty 1662.453001 = -136736.161337 nChanged 10 SP:Iteration 15Q (2752.255429 sec): 3 clusters Score: Raw -138401.216163 + Penalty 1662.453001 = -136738.763162 nChanged 8 SP:Iteration 16Q (2752.363146 sec): 3 clusters Score: Raw -138404.197132 + Penalty 1662.453001 = -136741.744131 nChanged 8 SP:Iteration 17Q (2752.441669 sec): 3 clusters Score: Raw -138406.695138 + Penalty 1662.453001 = -136744.242138 nChanged 6 SP:Iteration 18Q (2752.542893 sec): 3 clusters Score: Raw -138408.637322 + Penalty 1662.453001 = -136746.184321 nChanged 3 SP:Iteration 19Q (2752.645706 sec): 3 clusters Score: Raw -138409.456868 + Penalty 1662.453001 = -136747.003868 nChanged 1 SP:Iteration 20F (2752.735539 sec): 3 clusters Score: Raw -138409.654701 + Penalty 1662.453001 = -136747.201700 nChanged 1 SP:Iteration 21Q (2752.831361 sec): 3 clusters Score: Raw -138409.761583 + Penalty 1662.453001 = -136747.308583 nChanged 0 SP:Iteration 22F (2752.945821 sec): 3 clusters Score: Raw -138409.761583 + Penalty 1662.453001 = -136747.308583 nChanged 0 Trying to split cluster 11 (910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2753.006619 sec): 2 clusters Score: Raw -30026.050546 + Penalty 715.411683 = -29310.638863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2753.096235 sec): 3 clusters Score: Raw -29707.529333 + Penalty 1430.823366 = -28276.705967 nChanged 302 SP:Iteration 1F (2753.178429 sec): 3 clusters Score: Raw -29993.543355 + Penalty 1430.823366 = -28562.719989 nChanged 94 SP:Iteration 2F (2753.270908 sec): 3 clusters Score: Raw -30116.607110 + Penalty 1430.823366 = -28685.783744 nChanged 64 SP:Iteration 3F (2753.369310 sec): 3 clusters Score: Raw -30205.398971 + Penalty 1430.823366 = -28774.575605 nChanged 48 SP:Iteration 4F (2753.468464 sec): 3 clusters Score: Raw -30276.078294 + Penalty 1430.823366 = -28845.254928 nChanged 28 SP:Iteration 5Q (2753.582376 sec): 3 clusters Score: Raw -30305.771678 + Penalty 1430.823366 = -28874.948312 nChanged 17 SP:Iteration 6Q (2753.652728 sec): 3 clusters Score: Raw -30321.327209 + Penalty 1430.823366 = -28890.503844 nChanged 15 SP:Iteration 7Q (2753.758369 sec): 3 clusters Score: Raw -30340.071740 + Penalty 1430.823366 = -28909.248374 nChanged 14 SP:Iteration 8Q (2753.861288 sec): 3 clusters Score: Raw -30350.722958 + Penalty 1430.823366 = -28919.899592 nChanged 13 SP:Iteration 9Q (2753.961748 sec): 3 clusters Score: Raw -30361.179223 + Penalty 1430.823366 = -28930.355857 nChanged 8 SP:Iteration 10Q (2754.058089 sec): 3 clusters Score: Raw -30374.735584 + Penalty 1430.823366 = -28943.912218 nChanged 9 SP:Iteration 11Q (2754.146546 sec): 3 clusters Score: Raw -30384.378236 + Penalty 1430.823366 = -28953.554870 nChanged 7 SP:Iteration 12Q (2754.251910 sec): 3 clusters Score: Raw -30400.676576 + Penalty 1430.823366 = -28969.853210 nChanged 4 SP:Iteration 13Q (2754.369045 sec): 3 clusters Score: Raw -30403.790862 + Penalty 1430.823366 = -28972.967496 nChanged 4 SP:Iteration 14Q (2754.451262 sec): 3 clusters Score: Raw -30405.136213 + Penalty 1430.823366 = -28974.312847 nChanged 0 SP:Iteration 15F (2754.543376 sec): 3 clusters Score: Raw -30405.136213 + Penalty 1430.823366 = -28974.312847 nChanged 0 Trying to split cluster 12 (1889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2754.617635 sec): 2 clusters Score: Raw -82814.009608 + Penalty 792.099301 = -82021.910307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2754.686022 sec): 3 clusters Score: Raw -81919.341921 + Penalty 1584.198602 = -80335.143318 nChanged 701 SP:Iteration 1F (2754.771125 sec): 3 clusters Score: Raw -82442.357808 + Penalty 1584.198602 = -80858.159206 nChanged 171 SP:Iteration 2F (2754.890441 sec): 3 clusters Score: Raw -82611.093013 + Penalty 1584.198602 = -81026.894410 nChanged 124 SP:Iteration 3F (2754.960653 sec): 3 clusters Score: Raw -82723.811439 + Penalty 1584.198602 = -81139.612837 nChanged 89 SP:Iteration 4Q (2755.084760 sec): 3 clusters Score: Raw -82809.924249 + Penalty 1584.198602 = -81225.725647 nChanged 75 SP:Iteration 5Q (2755.167833 sec): 3 clusters Score: Raw -82891.354210 + Penalty 1584.198602 = -81307.155608 nChanged 53 SP:Iteration 6Q (2755.253232 sec): 3 clusters Score: Raw -82953.191610 + Penalty 1584.198602 = -81368.993008 nChanged 50 SP:Iteration 7Q (2755.352001 sec): 3 clusters Score: Raw -83001.469764 + Penalty 1584.198602 = -81417.271162 nChanged 48 SP:Iteration 8Q (2755.457815 sec): 3 clusters Score: Raw -83036.274478 + Penalty 1584.198602 = -81452.075876 nChanged 44 SP:Iteration 9Q (2755.552529 sec): 3 clusters Score: Raw -83063.633133 + Penalty 1584.198602 = -81479.434531 nChanged 33 SP:Iteration 10Q (2755.650098 sec): 3 clusters Score: Raw -83087.203004 + Penalty 1584.198602 = -81503.004402 nChanged 32 SP:Iteration 11Q (2755.750574 sec): 3 clusters Score: Raw -83106.769685 + Penalty 1584.198602 = -81522.571082 nChanged 22 SP:Iteration 12Q (2755.866587 sec): 3 clusters Score: Raw -83125.359021 + Penalty 1584.198602 = -81541.160418 nChanged 33 SP:Iteration 13Q (2755.949262 sec): 3 clusters Score: Raw -83155.668057 + Penalty 1584.198602 = -81571.469455 nChanged 34 SP:Iteration 14Q (2756.054776 sec): 3 clusters Score: Raw -83188.739332 + Penalty 1584.198602 = -81604.540730 nChanged 38 SP:Iteration 15Q (2756.148629 sec): 3 clusters Score: Raw -83226.696128 + Penalty 1584.198602 = -81642.497526 nChanged 31 SP:Iteration 16Q (2756.240735 sec): 3 clusters Score: Raw -83247.032864 + Penalty 1584.198602 = -81662.834262 nChanged 33 SP:Iteration 17Q (2756.336934 sec): 3 clusters Score: Raw -83275.047454 + Penalty 1584.198602 = -81690.848852 nChanged 40 SP:Iteration 18Q (2756.434492 sec): 3 clusters Score: Raw -83302.582230 + Penalty 1584.198602 = -81718.383628 nChanged 43 SP:Iteration 19Q (2756.538524 sec): 3 clusters Score: Raw -83334.293610 + Penalty 1584.198602 = -81750.095008 nChanged 42 SP:Iteration 20F (2756.619920 sec): 3 clusters Score: Raw -83385.410830 + Penalty 1584.198602 = -81801.212228 nChanged 45 SP:Iteration 21Q (2756.726827 sec): 3 clusters Score: Raw -83437.433891 + Penalty 1584.198602 = -81853.235289 nChanged 49 SP:Iteration 22Q (2756.826719 sec): 3 clusters Score: Raw -83492.348984 + Penalty 1584.198602 = -81908.150382 nChanged 34 SP:Iteration 23Q (2756.920494 sec): 3 clusters Score: Raw -83526.329885 + Penalty 1584.198602 = -81942.131283 nChanged 31 SP:Iteration 24Q (2757.035440 sec): 3 clusters Score: Raw -83557.656876 + Penalty 1584.198602 = -81973.458274 nChanged 35 SP:Iteration 25Q (2757.124525 sec): 3 clusters Score: Raw -83596.989766 + Penalty 1584.198602 = -82012.791164 nChanged 37 SP:Iteration 26Q (2757.230224 sec): 3 clusters Score: Raw -83628.217620 + Penalty 1584.198602 = -82044.019018 nChanged 29 SP:Iteration 27Q (2757.343024 sec): 3 clusters Score: Raw -83647.771856 + Penalty 1584.198602 = -82063.573254 nChanged 17 SP:Iteration 28Q (2757.419481 sec): 3 clusters Score: Raw -83656.683843 + Penalty 1584.198602 = -82072.485240 nChanged 16 SP:Iteration 29Q (2757.527436 sec): 3 clusters Score: Raw -83665.048646 + Penalty 1584.198602 = -82080.850044 nChanged 11 SP:Iteration 30Q (2757.631414 sec): 3 clusters Score: Raw -83672.514714 + Penalty 1584.198602 = -82088.316111 nChanged 13 SP:Iteration 31Q (2757.732681 sec): 3 clusters Score: Raw -83677.064540 + Penalty 1584.198602 = -82092.865938 nChanged 6 SP:Iteration 32Q (2757.816279 sec): 3 clusters Score: Raw -83679.905246 + Penalty 1584.198602 = -82095.706643 nChanged 8 SP:Iteration 33Q (2757.916521 sec): 3 clusters Score: Raw -83683.700184 + Penalty 1584.198602 = -82099.501582 nChanged 3 SP:Iteration 34Q (2758.015067 sec): 3 clusters Score: Raw -83685.031229 + Penalty 1584.198602 = -82100.832626 nChanged 3 SP:Iteration 35Q (2758.102714 sec): 3 clusters Score: Raw -83686.011394 + Penalty 1584.198602 = -82101.812792 nChanged 6 SP:Iteration 36Q (2758.220573 sec): 3 clusters Score: Raw -83690.470013 + Penalty 1584.198602 = -82106.271411 nChanged 8 SP:Iteration 37Q (2758.309869 sec): 3 clusters Score: Raw -83694.282447 + Penalty 1584.198602 = -82110.083845 nChanged 6 SP:Iteration 38Q (2758.423488 sec): 3 clusters Score: Raw -83696.712288 + Penalty 1584.198602 = -82112.513686 nChanged 7 SP:Iteration 39Q (2758.500444 sec): 3 clusters Score: Raw -83698.982548 + Penalty 1584.198602 = -82114.783946 nChanged 3 SP:Iteration 40F (2758.588104 sec): 3 clusters Score: Raw -83700.339648 + Penalty 1584.198602 = -82116.141046 nChanged 2 SP:Iteration 41Q (2758.667528 sec): 3 clusters Score: Raw -83701.045070 + Penalty 1584.198602 = -82116.846468 nChanged 3 SP:Iteration 42Q (2758.757251 sec): 3 clusters Score: Raw -83702.660764 + Penalty 1584.198602 = -82118.462162 nChanged 4 SP:Iteration 43Q (2758.865489 sec): 3 clusters Score: Raw -83705.917569 + Penalty 1584.198602 = -82121.718967 nChanged 3 SP:Iteration 44Q (2758.977940 sec): 3 clusters Score: Raw -83707.149868 + Penalty 1584.198602 = -82122.951266 nChanged 1 SP:Iteration 45Q (2759.059676 sec): 3 clusters Score: Raw -83707.402850 + Penalty 1584.198602 = -82123.204248 nChanged 0 SP:Iteration 46F (2759.154099 sec): 3 clusters Score: Raw -83707.402850 + Penalty 1584.198602 = -82123.204248 nChanged 0 Score: Raw -2003503.839390 + Penalty 15614.569717 = -1987889.269672 Splitting cluster 12 changes total score from -1988106.696827 to -1987889.269672 So it's not getting split. Trying to split cluster 13 (1295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2760.375923 sec): 2 clusters Score: Raw -60681.184498 + Penalty 752.457927 = -59928.726571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2760.479433 sec): 3 clusters Score: Raw -60101.299448 + Penalty 1504.915855 = -58596.383593 nChanged 481 SP:Iteration 1F (2760.564445 sec): 3 clusters Score: Raw -60390.142614 + Penalty 1504.915855 = -58885.226760 nChanged 107 SP:Iteration 2F (2760.631532 sec): 3 clusters Score: Raw -60474.421090 + Penalty 1504.915855 = -58969.505236 nChanged 66 SP:Iteration 3F (2760.727833 sec): 3 clusters Score: Raw -60536.595559 + Penalty 1504.915855 = -59031.679704 nChanged 59 SP:Iteration 4Q (2760.820607 sec): 3 clusters Score: Raw -60588.230279 + Penalty 1504.915855 = -59083.314424 nChanged 52 SP:Iteration 5Q (2760.930078 sec): 3 clusters Score: Raw -60636.007781 + Penalty 1504.915855 = -59131.091927 nChanged 54 SP:Iteration 6Q (2761.030410 sec): 3 clusters Score: Raw -60682.155267 + Penalty 1504.915855 = -59177.239412 nChanged 36 SP:Iteration 7Q (2761.163434 sec): 3 clusters Score: Raw -60709.975516 + Penalty 1504.915855 = -59205.059662 nChanged 29 SP:Iteration 8Q (2761.264053 sec): 3 clusters Score: Raw -60740.581083 + Penalty 1504.915855 = -59235.665229 nChanged 24 SP:Iteration 9Q (2761.332210 sec): 3 clusters Score: Raw -60762.058098 + Penalty 1504.915855 = -59257.142244 nChanged 24 SP:Iteration 10Q (2761.429482 sec): 3 clusters Score: Raw -60780.370804 + Penalty 1504.915855 = -59275.454949 nChanged 16 SP:Iteration 11Q (2761.534532 sec): 3 clusters Score: Raw -60789.714891 + Penalty 1504.915855 = -59284.799036 nChanged 15 SP:Iteration 12Q (2761.650642 sec): 3 clusters Score: Raw -60799.109425 + Penalty 1504.915855 = -59294.193570 nChanged 8 SP:Iteration 13Q (2761.719717 sec): 3 clusters Score: Raw -60803.248750 + Penalty 1504.915855 = -59298.332895 nChanged 5 SP:Iteration 14Q (2761.817645 sec): 3 clusters Score: Raw -60806.274334 + Penalty 1504.915855 = -59301.358479 nChanged 5 SP:Iteration 15Q (2761.930505 sec): 3 clusters Score: Raw -60808.739036 + Penalty 1504.915855 = -59303.823182 nChanged 3 SP:Iteration 16Q (2762.044931 sec): 3 clusters Score: Raw -60810.840157 + Penalty 1504.915855 = -59305.924303 nChanged 5 SP:Iteration 17Q (2762.118150 sec): 3 clusters Score: Raw -60813.282514 + Penalty 1504.915855 = -59308.366660 nChanged 5 SP:Iteration 18Q (2762.221564 sec): 3 clusters Score: Raw -60816.089809 + Penalty 1504.915855 = -59311.173955 nChanged 5 SP:Iteration 19Q (2762.312505 sec): 3 clusters Score: Raw -60820.120726 + Penalty 1504.915855 = -59315.204871 nChanged 2 SP:Iteration 20F (2762.401529 sec): 3 clusters Score: Raw -60821.662988 + Penalty 1504.915855 = -59316.747134 nChanged 4 SP:Iteration 21Q (2762.487026 sec): 3 clusters Score: Raw -60824.649404 + Penalty 1504.915855 = -59319.733549 nChanged 6 SP:Iteration 22Q (2762.571762 sec): 3 clusters Score: Raw -60829.111696 + Penalty 1504.915855 = -59324.195842 nChanged 11 SP:Iteration 23Q (2762.657834 sec): 3 clusters Score: Raw -60835.911022 + Penalty 1504.915855 = -59330.995167 nChanged 10 SP:Iteration 24Q (2762.752438 sec): 3 clusters Score: Raw -60845.575744 + Penalty 1504.915855 = -59340.659890 nChanged 17 SP:Iteration 25Q (2762.855680 sec): 3 clusters Score: Raw -60862.668278 + Penalty 1504.915855 = -59357.752423 nChanged 20 SP:Iteration 26Q (2762.950666 sec): 3 clusters Score: Raw -60885.417492 + Penalty 1504.915855 = -59380.501638 nChanged 22 SP:Iteration 27Q (2763.074372 sec): 3 clusters Score: Raw -60905.093478 + Penalty 1504.915855 = -59400.177623 nChanged 21 SP:Iteration 28Q (2763.167104 sec): 3 clusters Score: Raw -60920.967613 + Penalty 1504.915855 = -59416.051759 nChanged 16 SP:Iteration 29Q (2763.258083 sec): 3 clusters Score: Raw -60930.470442 + Penalty 1504.915855 = -59425.554587 nChanged 8 SP:Iteration 30Q (2763.340847 sec): 3 clusters Score: Raw -60934.889964 + Penalty 1504.915855 = -59429.974109 nChanged 5 SP:Iteration 31Q (2763.412662 sec): 3 clusters Score: Raw -60938.463569 + Penalty 1504.915855 = -59433.547714 nChanged 9 SP:Iteration 32Q (2763.498572 sec): 3 clusters Score: Raw -60942.426625 + Penalty 1504.915855 = -59437.510770 nChanged 4 SP:Iteration 33Q (2763.573255 sec): 3 clusters Score: Raw -60944.441694 + Penalty 1504.915855 = -59439.525840 nChanged 2 SP:Iteration 34Q (2763.663277 sec): 3 clusters Score: Raw -60944.949560 + Penalty 1504.915855 = -59440.033705 nChanged 0 SP:Iteration 35F (2763.753671 sec): 3 clusters Score: Raw -60944.949560 + Penalty 1504.915855 = -59440.033705 nChanged 0 Iteration 139Q (2764.726843 sec): 14 clusters Score: Raw -2002612.924409 + Penalty 14499.243309 = -1988113.681100 nChanged 35 Iteration 140F (2765.786419 sec): 14 clusters Score: Raw -2002625.734354 + Penalty 14499.243309 = -1988126.491045 nChanged 54 Iteration 141Q (2766.689780 sec): 14 clusters Score: Raw -2002653.532426 + Penalty 14499.243309 = -1988154.289117 nChanged 67 Iteration 142Q (2767.702060 sec): 14 clusters Score: Raw -2002704.538275 + Penalty 14499.243309 = -1988205.294966 nChanged 83 Iteration 143Q (2768.620129 sec): 14 clusters Score: Raw -2002763.993213 + Penalty 14499.243309 = -1988264.749904 nChanged 80 Iteration 144Q (2769.565816 sec): 14 clusters Score: Raw -2002818.105884 + Penalty 14499.243309 = -1988318.862576 nChanged 80 Iteration 145Q (2770.502930 sec): 14 clusters Score: Raw -2002860.011900 + Penalty 14499.243309 = -1988360.768591 nChanged 73 Iteration 146Q (2771.472860 sec): 14 clusters Score: Raw -2002892.266331 + Penalty 14499.243309 = -1988393.023022 nChanged 52 Iteration 147Q (2772.392288 sec): 14 clusters Score: Raw -2002908.923181 + Penalty 14499.243309 = -1988409.679872 nChanged 44 Iteration 148Q (2773.345528 sec): 14 clusters Score: Raw -2002920.829403 + Penalty 14499.243309 = -1988421.586094 nChanged 37 Iteration 149Q (2774.277893 sec): 14 clusters Score: Raw -2002927.657703 + Penalty 14499.243309 = -1988428.414394 nChanged 23 Iteration 150Q (2775.239027 sec): 14 clusters Score: Raw -2002931.104760 + Penalty 14499.243309 = -1988431.861451 nChanged 19 Iteration 151Q (2776.164592 sec): 14 clusters Score: Raw -2002933.721774 + Penalty 14499.243309 = -1988434.478465 nChanged 14 Iteration 152Q (2777.085986 sec): 14 clusters Score: Raw -2002935.462734 + Penalty 14499.243309 = -1988436.219425 nChanged 4 Iteration 153Q (2778.052097 sec): 14 clusters Score: Raw -2002935.811205 + Penalty 14499.243309 = -1988436.567896 nChanged 1 Iteration 154Q (2779.014510 sec): 14 clusters Score: Raw -2002935.898745 + Penalty 14499.243309 = -1988436.655436 nChanged 4 Iteration 155Q (2779.942015 sec): 14 clusters Score: Raw -2002936.065191 + Penalty 14499.243309 = -1988436.821882 nChanged 0 Iteration 156F (2780.977993 sec): 14 clusters Score: Raw -2002936.065191 + Penalty 14499.243309 = -1988436.821882 nChanged 0 Compute initial score before splitting: Score: Raw -2002936.065191 + Penalty 14499.243309 = -1988436.821882 Trying to split cluster 1 (3974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2781.084791 sec): 2 clusters Score: Raw -186978.591658 + Penalty 870.190484 = -186108.401173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2781.175912 sec): 3 clusters Score: Raw -184913.748631 + Penalty 1740.380969 = -183173.367662 nChanged 1652 SP:Iteration 1F (2781.289469 sec): 3 clusters Score: Raw -186129.704602 + Penalty 1740.380969 = -184389.323633 nChanged 385 SP:Iteration 2F (2781.390307 sec): 3 clusters Score: Raw -186558.131520 + Penalty 1740.380969 = -184817.750551 nChanged 337 SP:Iteration 3F (2781.486804 sec): 3 clusters Score: Raw -186886.390301 + Penalty 1740.380969 = -185146.009332 nChanged 271 SP:Iteration 4F (2781.586067 sec): 3 clusters Score: Raw -187072.888685 + Penalty 1740.380969 = -185332.507716 nChanged 171 SP:Iteration 5Q (2781.719474 sec): 3 clusters Score: Raw -187175.525845 + Penalty 1740.380969 = -185435.144877 nChanged 113 SP:Iteration 6Q (2781.820736 sec): 3 clusters Score: Raw -187222.793019 + Penalty 1740.380969 = -185482.412050 nChanged 74 SP:Iteration 7Q (2781.925703 sec): 3 clusters Score: Raw -187248.022919 + Penalty 1740.380969 = -185507.641950 nChanged 66 SP:Iteration 8Q (2782.026763 sec): 3 clusters Score: Raw -187277.566375 + Penalty 1740.380969 = -185537.185406 nChanged 61 SP:Iteration 9Q (2782.151627 sec): 3 clusters Score: Raw -187313.377562 + Penalty 1740.380969 = -185572.996593 nChanged 57 SP:Iteration 10Q (2782.228744 sec): 3 clusters Score: Raw -187362.370521 + Penalty 1740.380969 = -185621.989552 nChanged 69 SP:Iteration 11Q (2782.339096 sec): 3 clusters Score: Raw -187398.505982 + Penalty 1740.380969 = -185658.125013 nChanged 40 SP:Iteration 12Q (2782.434517 sec): 3 clusters Score: Raw -187410.882605 + Penalty 1740.380969 = -185670.501637 nChanged 26 SP:Iteration 13Q (2782.545475 sec): 3 clusters Score: Raw -187418.272104 + Penalty 1740.380969 = -185677.891136 nChanged 27 SP:Iteration 14Q (2782.675061 sec): 3 clusters Score: Raw -187426.754476 + Penalty 1740.380969 = -185686.373507 nChanged 25 SP:Iteration 15Q (2782.765160 sec): 3 clusters Score: Raw -187438.292576 + Penalty 1740.380969 = -185697.911607 nChanged 25 SP:Iteration 16Q (2782.871030 sec): 3 clusters Score: Raw -187445.728515 + Penalty 1740.380969 = -185705.347546 nChanged 28 SP:Iteration 17Q (2782.970227 sec): 3 clusters Score: Raw -187455.698098 + Penalty 1740.380969 = -185715.317130 nChanged 29 SP:Iteration 18Q (2783.094299 sec): 3 clusters Score: Raw -187465.704622 + Penalty 1740.380969 = -185725.323654 nChanged 30 SP:Iteration 19Q (2783.181120 sec): 3 clusters Score: Raw -187476.404488 + Penalty 1740.380969 = -185736.023519 nChanged 24 SP:Iteration 20F (2783.281886 sec): 3 clusters Score: Raw -187485.024676 + Penalty 1740.380969 = -185744.643707 nChanged 24 SP:Iteration 21Q (2783.378771 sec): 3 clusters Score: Raw -187493.496190 + Penalty 1740.380969 = -185753.115221 nChanged 19 SP:Iteration 22Q (2783.473375 sec): 3 clusters Score: Raw -187498.579953 + Penalty 1740.380969 = -185758.198984 nChanged 21 SP:Iteration 23Q (2783.587840 sec): 3 clusters Score: Raw -187504.793648 + Penalty 1740.380969 = -185764.412679 nChanged 19 SP:Iteration 24Q (2783.720173 sec): 3 clusters Score: Raw -187509.068837 + Penalty 1740.380969 = -185768.687868 nChanged 12 SP:Iteration 25Q (2783.812183 sec): 3 clusters Score: Raw -187511.768031 + Penalty 1740.380969 = -185771.387063 nChanged 14 SP:Iteration 26Q (2783.894047 sec): 3 clusters Score: Raw -187516.152292 + Penalty 1740.380969 = -185775.771323 nChanged 20 SP:Iteration 27Q (2783.999995 sec): 3 clusters Score: Raw -187523.158239 + Penalty 1740.380969 = -185782.777270 nChanged 16 SP:Iteration 28Q (2784.105438 sec): 3 clusters Score: Raw -187530.232154 + Penalty 1740.380969 = -185789.851185 nChanged 17 SP:Iteration 29Q (2784.212555 sec): 3 clusters Score: Raw -187541.108703 + Penalty 1740.380969 = -185800.727734 nChanged 24 SP:Iteration 30Q (2784.320785 sec): 3 clusters Score: Raw -187560.076067 + Penalty 1740.380969 = -185819.695098 nChanged 34 SP:Iteration 31Q (2784.436975 sec): 3 clusters Score: Raw -187591.343345 + Penalty 1740.380969 = -185850.962377 nChanged 43 SP:Iteration 32Q (2784.521368 sec): 3 clusters Score: Raw -187616.112393 + Penalty 1740.380969 = -185875.731424 nChanged 40 SP:Iteration 33Q (2784.610054 sec): 3 clusters Score: Raw -187636.436756 + Penalty 1740.380969 = -185896.055787 nChanged 32 SP:Iteration 34Q (2784.707115 sec): 3 clusters Score: Raw -187648.939795 + Penalty 1740.380969 = -185908.558826 nChanged 23 SP:Iteration 35Q (2784.794258 sec): 3 clusters Score: Raw -187657.026755 + Penalty 1740.380969 = -185916.645786 nChanged 16 SP:Iteration 36Q (2784.897732 sec): 3 clusters Score: Raw -187662.143546 + Penalty 1740.380969 = -185921.762577 nChanged 14 SP:Iteration 37Q (2784.987556 sec): 3 clusters Score: Raw -187665.947057 + Penalty 1740.380969 = -185925.566088 nChanged 12 SP:Iteration 38Q (2785.100838 sec): 3 clusters Score: Raw -187668.845816 + Penalty 1740.380969 = -185928.464847 nChanged 16 SP:Iteration 39Q (2785.193656 sec): 3 clusters Score: Raw -187674.500011 + Penalty 1740.380969 = -185934.119042 nChanged 13 SP:Iteration 40F (2785.282003 sec): 3 clusters Score: Raw -187678.811394 + Penalty 1740.380969 = -185938.430425 nChanged 14 SP:Iteration 41Q (2785.393024 sec): 3 clusters Score: Raw -187684.286754 + Penalty 1740.380969 = -185943.905785 nChanged 18 SP:Iteration 42Q (2785.490947 sec): 3 clusters Score: Raw -187691.132810 + Penalty 1740.380969 = -185950.751841 nChanged 14 SP:Iteration 43Q (2785.584509 sec): 3 clusters Score: Raw -187695.268230 + Penalty 1740.380969 = -185954.887261 nChanged 12 SP:Iteration 44Q (2785.692619 sec): 3 clusters Score: Raw -187698.862447 + Penalty 1740.380969 = -185958.481478 nChanged 11 SP:Iteration 45Q (2785.807812 sec): 3 clusters Score: Raw -187702.119244 + Penalty 1740.380969 = -185961.738275 nChanged 9 SP:Iteration 46Q (2785.894522 sec): 3 clusters Score: Raw -187704.977652 + Penalty 1740.380969 = -185964.596684 nChanged 8 SP:Iteration 47Q (2786.006148 sec): 3 clusters Score: Raw -187707.440003 + Penalty 1740.380969 = -185967.059035 nChanged 6 SP:Iteration 48Q (2786.099965 sec): 3 clusters Score: Raw -187709.084666 + Penalty 1740.380969 = -185968.703697 nChanged 4 SP:Iteration 49Q (2786.229641 sec): 3 clusters Score: Raw -187710.128088 + Penalty 1740.380969 = -185969.747119 nChanged 4 SP:Iteration 50Q (2786.323412 sec): 3 clusters Score: Raw -187710.829665 + Penalty 1740.380969 = -185970.448696 nChanged 2 SP:Iteration 51Q (2786.410047 sec): 3 clusters Score: Raw -187711.275696 + Penalty 1740.380969 = -185970.894728 nChanged 1 SP:Iteration 52Q (2786.501326 sec): 3 clusters Score: Raw -187711.377426 + Penalty 1740.380969 = -185970.996458 nChanged 1 SP:Iteration 53Q (2786.594107 sec): 3 clusters Score: Raw -187711.573596 + Penalty 1740.380969 = -185971.192627 nChanged 1 SP:Iteration 54Q (2786.688244 sec): 3 clusters Score: Raw -187711.855297 + Penalty 1740.380969 = -185971.474328 nChanged 1 SP:Iteration 55Q (2786.821684 sec): 3 clusters Score: Raw -187712.118053 + Penalty 1740.380969 = -185971.737084 nChanged 1 SP:Iteration 56Q (2786.901997 sec): 3 clusters Score: Raw -187712.184236 + Penalty 1740.380969 = -185971.803267 nChanged 0 SP:Iteration 57F (2787.009979 sec): 3 clusters Score: Raw -187712.184236 + Penalty 1740.380969 = -185971.803267 nChanged 0 Trying to split cluster 2 (5433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2787.074664 sec): 2 clusters Score: Raw -288526.314714 + Penalty 903.025908 = -287623.288805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2787.197017 sec): 3 clusters Score: Raw -285524.923547 + Penalty 1806.051817 = -283718.871730 nChanged 2281 SP:Iteration 1F (2787.313995 sec): 3 clusters Score: Raw -286985.159554 + Penalty 1806.051817 = -285179.107737 nChanged 418 SP:Iteration 2F (2787.429696 sec): 3 clusters Score: Raw -287233.006149 + Penalty 1806.051817 = -285426.954332 nChanged 335 SP:Iteration 3F (2787.518241 sec): 3 clusters Score: Raw -287437.591640 + Penalty 1806.051817 = -285631.539824 nChanged 290 SP:Iteration 4F (2787.631585 sec): 3 clusters Score: Raw -287619.650795 + Penalty 1806.051817 = -285813.598979 nChanged 261 SP:Iteration 5Q (2787.749350 sec): 3 clusters Score: Raw -287767.432077 + Penalty 1806.051817 = -285961.380261 nChanged 223 SP:Iteration 6Q (2787.851448 sec): 3 clusters Score: Raw -287892.687197 + Penalty 1806.051817 = -286086.635381 nChanged 206 SP:Iteration 7Q (2787.930997 sec): 3 clusters Score: Raw -288002.816668 + Penalty 1806.051817 = -286196.764851 nChanged 159 SP:Iteration 8Q (2788.046331 sec): 3 clusters Score: Raw -288069.287192 + Penalty 1806.051817 = -286263.235375 nChanged 135 SP:Iteration 9Q (2788.139059 sec): 3 clusters Score: Raw -288131.941073 + Penalty 1806.051817 = -286325.889256 nChanged 112 SP:Iteration 10Q (2788.253305 sec): 3 clusters Score: Raw -288188.043993 + Penalty 1806.051817 = -286381.992177 nChanged 115 SP:Iteration 11Q (2788.372979 sec): 3 clusters Score: Raw -288240.292664 + Penalty 1806.051817 = -286434.240847 nChanged 99 SP:Iteration 12Q (2788.487355 sec): 3 clusters Score: Raw -288281.760693 + Penalty 1806.051817 = -286475.708877 nChanged 108 SP:Iteration 13Q (2788.583117 sec): 3 clusters Score: Raw -288329.283184 + Penalty 1806.051817 = -286523.231367 nChanged 91 SP:Iteration 14Q (2788.698936 sec): 3 clusters Score: Raw -288371.361186 + Penalty 1806.051817 = -286565.309369 nChanged 95 SP:Iteration 15Q (2788.825147 sec): 3 clusters Score: Raw -288407.665380 + Penalty 1806.051817 = -286601.613563 nChanged 80 SP:Iteration 16Q (2788.920402 sec): 3 clusters Score: Raw -288438.786037 + Penalty 1806.051817 = -286632.734220 nChanged 73 SP:Iteration 17Q (2788.990598 sec): 3 clusters Score: Raw -288467.511219 + Penalty 1806.051817 = -286661.459402 nChanged 69 SP:Iteration 18Q (2789.094939 sec): 3 clusters Score: Raw -288496.594047 + Penalty 1806.051817 = -286690.542230 nChanged 67 SP:Iteration 19Q (2789.213767 sec): 3 clusters Score: Raw -288529.203822 + Penalty 1806.051817 = -286723.152005 nChanged 77 SP:Iteration 20F (2789.319338 sec): 3 clusters Score: Raw -288562.875204 + Penalty 1806.051817 = -286756.823387 nChanged 65 SP:Iteration 21Q (2789.417948 sec): 3 clusters Score: Raw -288593.119419 + Penalty 1806.051817 = -286787.067603 nChanged 73 SP:Iteration 22Q (2789.529864 sec): 3 clusters Score: Raw -288637.628474 + Penalty 1806.051817 = -286831.576657 nChanged 71 SP:Iteration 23Q (2789.630092 sec): 3 clusters Score: Raw -288683.491792 + Penalty 1806.051817 = -286877.439975 nChanged 79 SP:Iteration 24Q (2789.767302 sec): 3 clusters Score: Raw -288730.855978 + Penalty 1806.051817 = -286924.804161 nChanged 74 SP:Iteration 25Q (2789.854113 sec): 3 clusters Score: Raw -288773.203496 + Penalty 1806.051817 = -286967.151680 nChanged 71 SP:Iteration 26Q (2789.967882 sec): 3 clusters Score: Raw -288821.840228 + Penalty 1806.051817 = -287015.788411 nChanged 69 SP:Iteration 27Q (2790.087054 sec): 3 clusters Score: Raw -288876.624840 + Penalty 1806.051817 = -287070.573024 nChanged 57 SP:Iteration 28Q (2790.184032 sec): 3 clusters Score: Raw -288913.728136 + Penalty 1806.051817 = -287107.676319 nChanged 53 SP:Iteration 29Q (2790.275908 sec): 3 clusters Score: Raw -288949.534298 + Penalty 1806.051817 = -287143.482482 nChanged 46 SP:Iteration 30Q (2790.381566 sec): 3 clusters Score: Raw -288982.218635 + Penalty 1806.051817 = -287176.166818 nChanged 36 SP:Iteration 31Q (2790.506676 sec): 3 clusters Score: Raw -289006.425982 + Penalty 1806.051817 = -287200.374165 nChanged 30 SP:Iteration 32Q (2790.616067 sec): 3 clusters Score: Raw -289022.096885 + Penalty 1806.051817 = -287216.045069 nChanged 18 SP:Iteration 33Q (2790.709467 sec): 3 clusters Score: Raw -289029.856975 + Penalty 1806.051817 = -287223.805158 nChanged 13 SP:Iteration 34Q (2790.812785 sec): 3 clusters Score: Raw -289036.213834 + Penalty 1806.051817 = -287230.162018 nChanged 9 SP:Iteration 35Q (2790.922911 sec): 3 clusters Score: Raw -289039.326056 + Penalty 1806.051817 = -287233.274240 nChanged 6 SP:Iteration 36Q (2791.033549 sec): 3 clusters Score: Raw -289041.360178 + Penalty 1806.051817 = -287235.308361 nChanged 7 SP:Iteration 37Q (2791.141856 sec): 3 clusters Score: Raw -289043.218155 + Penalty 1806.051817 = -287237.166338 nChanged 2 SP:Iteration 38Q (2791.236123 sec): 3 clusters Score: Raw -289044.008788 + Penalty 1806.051817 = -287237.956971 nChanged 3 SP:Iteration 39Q (2791.366432 sec): 3 clusters Score: Raw -289044.891116 + Penalty 1806.051817 = -287238.839300 nChanged 0 SP:Iteration 40F (2791.462199 sec): 3 clusters Score: Raw -289044.891116 + Penalty 1806.051817 = -287238.839300 nChanged 0 Trying to split cluster 3 (3993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2791.524277 sec): 2 clusters Score: Raw -209714.948919 + Penalty 870.691301 = -208844.257618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2791.645428 sec): 3 clusters Score: Raw -207573.121937 + Penalty 1741.382602 = -205831.739334 nChanged 1700 SP:Iteration 1F (2791.747465 sec): 3 clusters Score: Raw -208618.389885 + Penalty 1741.382602 = -206877.007282 nChanged 296 SP:Iteration 2F (2791.842808 sec): 3 clusters Score: Raw -208788.743508 + Penalty 1741.382602 = -207047.360905 nChanged 253 SP:Iteration 3F (2791.942785 sec): 3 clusters Score: Raw -208958.342541 + Penalty 1741.382602 = -207216.959939 nChanged 207 SP:Iteration 4F (2792.063444 sec): 3 clusters Score: Raw -209124.999841 + Penalty 1741.382602 = -207383.617238 nChanged 206 SP:Iteration 5F (2792.206401 sec): 3 clusters Score: Raw -209290.687104 + Penalty 1741.382602 = -207549.304501 nChanged 185 SP:Iteration 6Q (2792.330267 sec): 3 clusters Score: Raw -209471.234096 + Penalty 1741.382602 = -207729.851494 nChanged 201 SP:Iteration 7F (2792.443670 sec): 3 clusters Score: Raw -209662.497141 + Penalty 1741.382602 = -207921.114539 nChanged 184 SP:Iteration 8Q (2792.515126 sec): 3 clusters Score: Raw -209789.668800 + Penalty 1741.382602 = -208048.286198 nChanged 158 SP:Iteration 9Q (2792.623881 sec): 3 clusters Score: Raw -209887.327633 + Penalty 1741.382602 = -208145.945030 nChanged 124 SP:Iteration 10Q (2792.725033 sec): 3 clusters Score: Raw -209944.678745 + Penalty 1741.382602 = -208203.296142 nChanged 95 SP:Iteration 11Q (2792.843501 sec): 3 clusters Score: Raw -209988.432831 + Penalty 1741.382602 = -208247.050228 nChanged 72 SP:Iteration 12Q (2792.962060 sec): 3 clusters Score: Raw -210016.185225 + Penalty 1741.382602 = -208274.802622 nChanged 66 SP:Iteration 13Q (2793.057038 sec): 3 clusters Score: Raw -210041.387210 + Penalty 1741.382602 = -208300.004608 nChanged 63 SP:Iteration 14Q (2793.129049 sec): 3 clusters Score: Raw -210064.676201 + Penalty 1741.382602 = -208323.293598 nChanged 52 SP:Iteration 15Q (2793.257224 sec): 3 clusters Score: Raw -210083.346686 + Penalty 1741.382602 = -208341.964083 nChanged 34 SP:Iteration 16Q (2793.353119 sec): 3 clusters Score: Raw -210091.724736 + Penalty 1741.382602 = -208350.342133 nChanged 32 SP:Iteration 17Q (2793.453952 sec): 3 clusters Score: Raw -210101.951078 + Penalty 1741.382602 = -208360.568476 nChanged 33 SP:Iteration 18Q (2793.540785 sec): 3 clusters Score: Raw -210112.233628 + Penalty 1741.382602 = -208370.851025 nChanged 33 SP:Iteration 19Q (2793.629737 sec): 3 clusters Score: Raw -210123.610102 + Penalty 1741.382602 = -208382.227500 nChanged 33 SP:Iteration 20F (2793.739291 sec): 3 clusters Score: Raw -210134.891840 + Penalty 1741.382602 = -208393.509238 nChanged 33 SP:Iteration 21Q (2793.849269 sec): 3 clusters Score: Raw -210148.161612 + Penalty 1741.382602 = -208406.779009 nChanged 35 SP:Iteration 22Q (2793.956946 sec): 3 clusters Score: Raw -210162.466391 + Penalty 1741.382602 = -208421.083788 nChanged 32 SP:Iteration 23Q (2794.061129 sec): 3 clusters Score: Raw -210174.648861 + Penalty 1741.382602 = -208433.266259 nChanged 31 SP:Iteration 24Q (2794.154551 sec): 3 clusters Score: Raw -210185.997423 + Penalty 1741.382602 = -208444.614821 nChanged 30 SP:Iteration 25Q (2794.266858 sec): 3 clusters Score: Raw -210195.764452 + Penalty 1741.382602 = -208454.381849 nChanged 25 SP:Iteration 26Q (2794.355477 sec): 3 clusters Score: Raw -210204.769226 + Penalty 1741.382602 = -208463.386624 nChanged 21 SP:Iteration 27Q (2794.479020 sec): 3 clusters Score: Raw -210212.141123 + Penalty 1741.382602 = -208470.758521 nChanged 21 SP:Iteration 28Q (2794.569438 sec): 3 clusters Score: Raw -210220.710523 + Penalty 1741.382602 = -208479.327920 nChanged 22 SP:Iteration 29Q (2794.670249 sec): 3 clusters Score: Raw -210229.232106 + Penalty 1741.382602 = -208487.849503 nChanged 22 SP:Iteration 30Q (2794.761749 sec): 3 clusters Score: Raw -210238.479849 + Penalty 1741.382602 = -208497.097246 nChanged 24 SP:Iteration 31Q (2794.862664 sec): 3 clusters Score: Raw -210251.049869 + Penalty 1741.382602 = -208509.667266 nChanged 32 SP:Iteration 32Q (2794.994513 sec): 3 clusters Score: Raw -210269.245178 + Penalty 1741.382602 = -208527.862576 nChanged 29 SP:Iteration 33Q (2795.065386 sec): 3 clusters Score: Raw -210284.854315 + Penalty 1741.382602 = -208543.471713 nChanged 26 SP:Iteration 34Q (2795.162830 sec): 3 clusters Score: Raw -210298.990639 + Penalty 1741.382602 = -208557.608037 nChanged 14 SP:Iteration 35Q (2795.261916 sec): 3 clusters Score: Raw -210305.700710 + Penalty 1741.382602 = -208564.318107 nChanged 18 SP:Iteration 36Q (2795.355919 sec): 3 clusters Score: Raw -210314.720174 + Penalty 1741.382602 = -208573.337571 nChanged 15 SP:Iteration 37Q (2795.467229 sec): 3 clusters Score: Raw -210320.664785 + Penalty 1741.382602 = -208579.282183 nChanged 9 SP:Iteration 38Q (2795.593631 sec): 3 clusters Score: Raw -210325.720389 + Penalty 1741.382602 = -208584.337786 nChanged 10 SP:Iteration 39Q (2795.692405 sec): 3 clusters Score: Raw -210329.201260 + Penalty 1741.382602 = -208587.818657 nChanged 5 SP:Iteration 40F (2795.795546 sec): 3 clusters Score: Raw -210331.510823 + Penalty 1741.382602 = -208590.128220 nChanged 7 SP:Iteration 41Q (2795.926132 sec): 3 clusters Score: Raw -210333.996765 + Penalty 1741.382602 = -208592.614162 nChanged 4 SP:Iteration 42Q (2796.017842 sec): 3 clusters Score: Raw -210334.798538 + Penalty 1741.382602 = -208593.415935 nChanged 2 SP:Iteration 43Q (2796.130014 sec): 3 clusters Score: Raw -210335.474150 + Penalty 1741.382602 = -208594.091547 nChanged 2 SP:Iteration 44Q (2796.228267 sec): 3 clusters Score: Raw -210335.607990 + Penalty 1741.382602 = -208594.225388 nChanged 1 SP:Iteration 45Q (2796.329656 sec): 3 clusters Score: Raw -210336.069318 + Penalty 1741.382602 = -208594.686715 nChanged 0 SP:Iteration 46F (2796.410654 sec): 3 clusters Score: Raw -210336.069318 + Penalty 1741.382602 = -208594.686715 nChanged 0 Trying to split cluster 4 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2796.472809 sec): 2 clusters Score: Raw -8984.125316 + Penalty 579.753396 = -8404.371920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2796.560302 sec): 3 clusters Score: Raw -8999.486116 + Penalty 1159.506793 = -7839.979323 nChanged 52 SP:Iteration 1F (2796.652994 sec): 3 clusters Score: Raw -9193.280795 + Penalty 1159.506793 = -8033.774003 nChanged 24 SP:Iteration 2F (2796.759023 sec): 3 clusters Score: Raw -9283.381156 + Penalty 1159.506793 = -8123.874363 nChanged 11 SP:Iteration 3Q (2796.843308 sec): 3 clusters Score: Raw -9338.332483 + Penalty 1159.506793 = -8178.825690 nChanged 5 SP:Iteration 4Q (2796.972388 sec): 3 clusters Score: Raw -9357.193392 + Penalty 1159.506793 = -8197.686599 nChanged 5 SP:Iteration 5Q (2797.063820 sec): 3 clusters Score: Raw -9380.568062 + Penalty 1159.506793 = -8221.061270 nChanged 4 SP:Iteration 6Q (2797.162841 sec): 3 clusters Score: Raw -9407.187888 + Penalty 1159.506793 = -8247.681095 nChanged 1 SP:Iteration 7Q (2797.244085 sec): 3 clusters Score: Raw -9412.637398 + Penalty 1159.506793 = -8253.130605 nChanged 0 SP:Iteration 8F (2797.330072 sec): 3 clusters Score: Raw -9412.637398 + Penalty 1159.506793 = -8253.130605 nChanged 0 Trying to split cluster 5 (13911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2797.429775 sec): 2 clusters Score: Raw -781983.355649 + Penalty 1001.745693 = -780981.609956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2797.548359 sec): 3 clusters Score: Raw -773456.725851 + Penalty 2003.491386 = -771453.234464 nChanged 6432 SP:Iteration 1F (2797.662242 sec): 3 clusters Score: Raw -777361.691739 + Penalty 2003.491386 = -775358.200353 nChanged 913 SP:Iteration 2F (2797.794847 sec): 3 clusters Score: Raw -777951.797065 + Penalty 2003.491386 = -775948.305679 nChanged 957 SP:Iteration 3F (2797.925300 sec): 3 clusters Score: Raw -778591.967925 + Penalty 2003.491386 = -776588.476539 nChanged 966 SP:Iteration 4F (2798.055440 sec): 3 clusters Score: Raw -779188.880680 + Penalty 2003.491386 = -777185.389294 nChanged 798 SP:Iteration 5F (2798.185780 sec): 3 clusters Score: Raw -779602.235658 + Penalty 2003.491386 = -777598.744271 nChanged 652 SP:Iteration 6Q (2798.317132 sec): 3 clusters Score: Raw -779899.965184 + Penalty 2003.491386 = -777896.473797 nChanged 516 SP:Iteration 7Q (2798.452533 sec): 3 clusters Score: Raw -780094.392670 + Penalty 2003.491386 = -778090.901284 nChanged 387 SP:Iteration 8Q (2798.588396 sec): 3 clusters Score: Raw -780236.682376 + Penalty 2003.491386 = -778233.190990 nChanged 362 SP:Iteration 9Q (2798.731472 sec): 3 clusters Score: Raw -780358.702084 + Penalty 2003.491386 = -778355.210697 nChanged 294 SP:Iteration 10Q (2798.865964 sec): 3 clusters Score: Raw -780451.413620 + Penalty 2003.491386 = -778447.922234 nChanged 254 SP:Iteration 11Q (2798.996255 sec): 3 clusters Score: Raw -780527.607580 + Penalty 2003.491386 = -778524.116194 nChanged 256 SP:Iteration 12Q (2799.099316 sec): 3 clusters Score: Raw -780617.727565 + Penalty 2003.491386 = -778614.236178 nChanged 279 SP:Iteration 13Q (2799.252375 sec): 3 clusters Score: Raw -780715.723548 + Penalty 2003.491386 = -778712.232162 nChanged 254 SP:Iteration 14Q (2799.383687 sec): 3 clusters Score: Raw -780812.460016 + Penalty 2003.491386 = -778808.968630 nChanged 274 SP:Iteration 15Q (2799.516764 sec): 3 clusters Score: Raw -780934.539256 + Penalty 2003.491386 = -778931.047869 nChanged 277 SP:Iteration 16Q (2799.654712 sec): 3 clusters Score: Raw -781080.017880 + Penalty 2003.491386 = -779076.526494 nChanged 316 SP:Iteration 17Q (2799.784620 sec): 3 clusters Score: Raw -781261.873822 + Penalty 2003.491386 = -779258.382436 nChanged 280 SP:Iteration 18Q (2799.903386 sec): 3 clusters Score: Raw -781421.257038 + Penalty 2003.491386 = -779417.765651 nChanged 239 SP:Iteration 19Q (2800.017123 sec): 3 clusters Score: Raw -781550.309279 + Penalty 2003.491386 = -779546.817893 nChanged 229 SP:Iteration 20F (2800.143191 sec): 3 clusters Score: Raw -781674.427513 + Penalty 2003.491386 = -779670.936126 nChanged 205 SP:Iteration 21Q (2800.257347 sec): 3 clusters Score: Raw -781790.133364 + Penalty 2003.491386 = -779786.641978 nChanged 205 SP:Iteration 22Q (2800.384315 sec): 3 clusters Score: Raw -781908.754867 + Penalty 2003.491386 = -779905.263480 nChanged 197 SP:Iteration 23Q (2800.513567 sec): 3 clusters Score: Raw -782022.240158 + Penalty 2003.491386 = -780018.748772 nChanged 184 SP:Iteration 24Q (2800.639028 sec): 3 clusters Score: Raw -782129.931596 + Penalty 2003.491386 = -780126.440210 nChanged 156 SP:Iteration 25Q (2800.744425 sec): 3 clusters Score: Raw -782212.726190 + Penalty 2003.491386 = -780209.234803 nChanged 133 SP:Iteration 26Q (2800.866905 sec): 3 clusters Score: Raw -782270.858140 + Penalty 2003.491386 = -780267.366754 nChanged 140 SP:Iteration 27Q (2800.991578 sec): 3 clusters Score: Raw -782316.569718 + Penalty 2003.491386 = -780313.078332 nChanged 96 SP:Iteration 28Q (2801.104026 sec): 3 clusters Score: Raw -782345.433167 + Penalty 2003.491386 = -780341.941781 nChanged 82 SP:Iteration 29Q (2801.229914 sec): 3 clusters Score: Raw -782364.119820 + Penalty 2003.491386 = -780360.628434 nChanged 61 SP:Iteration 30Q (2801.359461 sec): 3 clusters Score: Raw -782375.364954 + Penalty 2003.491386 = -780371.873568 nChanged 49 SP:Iteration 31Q (2801.461602 sec): 3 clusters Score: Raw -782383.929354 + Penalty 2003.491386 = -780380.437967 nChanged 37 SP:Iteration 32Q (2801.592427 sec): 3 clusters Score: Raw -782390.845466 + Penalty 2003.491386 = -780387.354080 nChanged 31 SP:Iteration 33Q (2801.713013 sec): 3 clusters Score: Raw -782395.314783 + Penalty 2003.491386 = -780391.823397 nChanged 24 SP:Iteration 34Q (2801.845714 sec): 3 clusters Score: Raw -782399.126912 + Penalty 2003.491386 = -780395.635526 nChanged 20 SP:Iteration 35Q (2801.971743 sec): 3 clusters Score: Raw -782401.772063 + Penalty 2003.491386 = -780398.280677 nChanged 23 SP:Iteration 36Q (2802.104927 sec): 3 clusters Score: Raw -782405.587272 + Penalty 2003.491386 = -780402.095886 nChanged 19 SP:Iteration 37Q (2802.223664 sec): 3 clusters Score: Raw -782408.300799 + Penalty 2003.491386 = -780404.809413 nChanged 15 SP:Iteration 38Q (2802.347603 sec): 3 clusters Score: Raw -782410.450193 + Penalty 2003.491386 = -780406.958807 nChanged 21 SP:Iteration 39Q (2802.495357 sec): 3 clusters Score: Raw -782413.450434 + Penalty 2003.491386 = -780409.959047 nChanged 25 SP:Iteration 40F (2802.599938 sec): 3 clusters Score: Raw -782417.834114 + Penalty 2003.491386 = -780414.342728 nChanged 20 SP:Iteration 41Q (2802.727766 sec): 3 clusters Score: Raw -782420.452415 + Penalty 2003.491386 = -780416.961029 nChanged 15 SP:Iteration 42Q (2802.840558 sec): 3 clusters Score: Raw -782422.280690 + Penalty 2003.491386 = -780418.789304 nChanged 13 SP:Iteration 43Q (2802.989971 sec): 3 clusters Score: Raw -782423.857008 + Penalty 2003.491386 = -780420.365622 nChanged 7 SP:Iteration 44Q (2803.109199 sec): 3 clusters Score: Raw -782424.672105 + Penalty 2003.491386 = -780421.180718 nChanged 9 SP:Iteration 45Q (2803.197601 sec): 3 clusters Score: Raw -782425.577611 + Penalty 2003.491386 = -780422.086225 nChanged 7 SP:Iteration 46Q (2803.321944 sec): 3 clusters Score: Raw -782425.881088 + Penalty 2003.491386 = -780422.389702 nChanged 1 SP:Iteration 47Q (2803.448130 sec): 3 clusters Score: Raw -782425.902007 + Penalty 2003.491386 = -780422.410621 nChanged 0 SP:Iteration 48F (2803.585026 sec): 3 clusters Score: Raw -782425.902007 + Penalty 2003.491386 = -780422.410621 nChanged 0 Trying to split cluster 6 (2469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2803.663418 sec): 2 clusters Score: Raw -131488.934878 + Penalty 820.214691 = -130668.720186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2803.767381 sec): 3 clusters Score: Raw -130255.024875 + Penalty 1640.429383 = -128614.595492 nChanged 925 SP:Iteration 1F (2803.860941 sec): 3 clusters Score: Raw -130855.748934 + Penalty 1640.429383 = -129215.319552 nChanged 226 SP:Iteration 2F (2803.964988 sec): 3 clusters Score: Raw -131039.304274 + Penalty 1640.429383 = -129398.874891 nChanged 174 SP:Iteration 3F (2804.069820 sec): 3 clusters Score: Raw -131185.201756 + Penalty 1640.429383 = -129544.772373 nChanged 161 SP:Iteration 4F (2804.171492 sec): 3 clusters Score: Raw -131315.385646 + Penalty 1640.429383 = -129674.956264 nChanged 124 SP:Iteration 5F (2804.254869 sec): 3 clusters Score: Raw -131412.239527 + Penalty 1640.429383 = -129771.810144 nChanged 112 SP:Iteration 6Q (2804.347842 sec): 3 clusters Score: Raw -131513.041885 + Penalty 1640.429383 = -129872.612502 nChanged 118 SP:Iteration 7Q (2804.448906 sec): 3 clusters Score: Raw -131662.890207 + Penalty 1640.429383 = -130022.460824 nChanged 120 SP:Iteration 8Q (2804.554967 sec): 3 clusters Score: Raw -131842.884409 + Penalty 1640.429383 = -130202.455026 nChanged 114 SP:Iteration 9Q (2804.682840 sec): 3 clusters Score: Raw -132003.341796 + Penalty 1640.429383 = -130362.912414 nChanged 102 SP:Iteration 10Q (2804.751124 sec): 3 clusters Score: Raw -132124.253851 + Penalty 1640.429383 = -130483.824469 nChanged 76 SP:Iteration 11Q (2804.835461 sec): 3 clusters Score: Raw -132218.238187 + Penalty 1640.429383 = -130577.808805 nChanged 59 SP:Iteration 12Q (2804.923414 sec): 3 clusters Score: Raw -132267.724772 + Penalty 1640.429383 = -130627.295389 nChanged 33 SP:Iteration 13Q (2805.024543 sec): 3 clusters Score: Raw -132289.358158 + Penalty 1640.429383 = -130648.928775 nChanged 24 SP:Iteration 14Q (2805.106674 sec): 3 clusters Score: Raw -132301.147591 + Penalty 1640.429383 = -130660.718208 nChanged 16 SP:Iteration 15Q (2805.225565 sec): 3 clusters Score: Raw -132309.022232 + Penalty 1640.429383 = -130668.592849 nChanged 10 SP:Iteration 16Q (2805.300429 sec): 3 clusters Score: Raw -132314.163616 + Penalty 1640.429383 = -130673.734233 nChanged 14 SP:Iteration 17Q (2805.389151 sec): 3 clusters Score: Raw -132321.865086 + Penalty 1640.429383 = -130681.435703 nChanged 15 SP:Iteration 18Q (2805.497476 sec): 3 clusters Score: Raw -132328.096343 + Penalty 1640.429383 = -130687.666960 nChanged 11 SP:Iteration 19Q (2805.605629 sec): 3 clusters Score: Raw -132334.814317 + Penalty 1640.429383 = -130694.384934 nChanged 6 SP:Iteration 20F (2805.707783 sec): 3 clusters Score: Raw -132338.535906 + Penalty 1640.429383 = -130698.106523 nChanged 8 SP:Iteration 21Q (2805.799317 sec): 3 clusters Score: Raw -132342.886967 + Penalty 1640.429383 = -130702.457585 nChanged 6 SP:Iteration 22Q (2805.894117 sec): 3 clusters Score: Raw -132344.794424 + Penalty 1640.429383 = -130704.365042 nChanged 2 SP:Iteration 23Q (2805.995626 sec): 3 clusters Score: Raw -132345.635072 + Penalty 1640.429383 = -130705.205690 nChanged 5 SP:Iteration 24Q (2806.108008 sec): 3 clusters Score: Raw -132346.748558 + Penalty 1640.429383 = -130706.319175 nChanged 0 SP:Iteration 25F (2806.220451 sec): 3 clusters Score: Raw -132346.748558 + Penalty 1640.429383 = -130706.319175 nChanged 0 Score: Raw -2003793.878871 + Penalty 15614.569717 = -1988179.309154 Splitting cluster 6 changes total score from -1988436.821882 to -1988179.309154 So it's not getting split. Trying to split cluster 7 (1331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2807.411063 sec): 2 clusters Score: Raw -57734.808824 + Penalty 755.337011 = -56979.471813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2807.491547 sec): 3 clusters Score: Raw -57178.027583 + Penalty 1510.674022 = -55667.353561 nChanged 503 SP:Iteration 1F (2807.615255 sec): 3 clusters Score: Raw -57643.847141 + Penalty 1510.674022 = -56133.173119 nChanged 128 SP:Iteration 2F (2807.690796 sec): 3 clusters Score: Raw -57793.663824 + Penalty 1510.674022 = -56282.989802 nChanged 89 SP:Iteration 3F (2807.789096 sec): 3 clusters Score: Raw -57894.475924 + Penalty 1510.674022 = -56383.801902 nChanged 61 SP:Iteration 4Q (2807.887291 sec): 3 clusters Score: Raw -57962.001028 + Penalty 1510.674022 = -56451.327006 nChanged 53 SP:Iteration 5Q (2807.987257 sec): 3 clusters Score: Raw -58014.833495 + Penalty 1510.674022 = -56504.159473 nChanged 32 SP:Iteration 6Q (2808.090402 sec): 3 clusters Score: Raw -58049.373197 + Penalty 1510.674022 = -56538.699176 nChanged 38 SP:Iteration 7Q (2808.192146 sec): 3 clusters Score: Raw -58095.648542 + Penalty 1510.674022 = -56584.974520 nChanged 30 SP:Iteration 8Q (2808.314757 sec): 3 clusters Score: Raw -58124.977426 + Penalty 1510.674022 = -56614.303404 nChanged 24 SP:Iteration 9Q (2808.393208 sec): 3 clusters Score: Raw -58148.169870 + Penalty 1510.674022 = -56637.495848 nChanged 17 SP:Iteration 10Q (2808.494314 sec): 3 clusters Score: Raw -58162.752174 + Penalty 1510.674022 = -56652.078152 nChanged 13 SP:Iteration 11Q (2808.591822 sec): 3 clusters Score: Raw -58176.588343 + Penalty 1510.674022 = -56665.914321 nChanged 11 SP:Iteration 12Q (2808.718466 sec): 3 clusters Score: Raw -58183.835263 + Penalty 1510.674022 = -56673.161241 nChanged 11 SP:Iteration 13Q (2808.829325 sec): 3 clusters Score: Raw -58190.760775 + Penalty 1510.674022 = -56680.086753 nChanged 6 SP:Iteration 14Q (2808.921164 sec): 3 clusters Score: Raw -58195.056634 + Penalty 1510.674022 = -56684.382612 nChanged 7 SP:Iteration 15Q (2808.997729 sec): 3 clusters Score: Raw -58201.813060 + Penalty 1510.674022 = -56691.139038 nChanged 8 SP:Iteration 16Q (2809.099960 sec): 3 clusters Score: Raw -58211.345691 + Penalty 1510.674022 = -56700.671669 nChanged 14 SP:Iteration 17Q (2809.203573 sec): 3 clusters Score: Raw -58225.533588 + Penalty 1510.674022 = -56714.859566 nChanged 13 SP:Iteration 18Q (2809.291949 sec): 3 clusters Score: Raw -58240.264544 + Penalty 1510.674022 = -56729.590523 nChanged 17 SP:Iteration 19Q (2809.391967 sec): 3 clusters Score: Raw -58255.330981 + Penalty 1510.674022 = -56744.656959 nChanged 14 SP:Iteration 20F (2809.540248 sec): 3 clusters Score: Raw -58267.716275 + Penalty 1510.674022 = -56757.042253 nChanged 11 SP:Iteration 21Q (2809.648970 sec): 3 clusters Score: Raw -58281.651421 + Penalty 1510.674022 = -56770.977400 nChanged 13 SP:Iteration 22Q (2809.742787 sec): 3 clusters Score: Raw -58295.352356 + Penalty 1510.674022 = -56784.678334 nChanged 10 SP:Iteration 23Q (2809.835839 sec): 3 clusters Score: Raw -58304.260107 + Penalty 1510.674022 = -56793.586085 nChanged 6 SP:Iteration 24Q (2809.923372 sec): 3 clusters Score: Raw -58311.615544 + Penalty 1510.674022 = -56800.941522 nChanged 11 SP:Iteration 25Q (2810.018770 sec): 3 clusters Score: Raw -58325.236699 + Penalty 1510.674022 = -56814.562677 nChanged 12 SP:Iteration 26Q (2810.118912 sec): 3 clusters Score: Raw -58345.070002 + Penalty 1510.674022 = -56834.395980 nChanged 15 SP:Iteration 27Q (2810.213196 sec): 3 clusters Score: Raw -58360.975806 + Penalty 1510.674022 = -56850.301784 nChanged 8 SP:Iteration 28Q (2810.318262 sec): 3 clusters Score: Raw -58376.775501 + Penalty 1510.674022 = -56866.101479 nChanged 15 SP:Iteration 29Q (2810.434392 sec): 3 clusters Score: Raw -58397.199149 + Penalty 1510.674022 = -56886.525127 nChanged 8 SP:Iteration 30Q (2810.495200 sec): 3 clusters Score: Raw -58405.745155 + Penalty 1510.674022 = -56895.071133 nChanged 4 SP:Iteration 31Q (2810.619687 sec): 3 clusters Score: Raw -58409.534146 + Penalty 1510.674022 = -56898.860124 nChanged 3 SP:Iteration 32Q (2810.709208 sec): 3 clusters Score: Raw -58412.535901 + Penalty 1510.674022 = -56901.861879 nChanged 3 SP:Iteration 33Q (2810.820267 sec): 3 clusters Score: Raw -58417.559165 + Penalty 1510.674022 = -56906.885143 nChanged 1 SP:Iteration 34Q (2810.915769 sec): 3 clusters Score: Raw -58418.004809 + Penalty 1510.674022 = -56907.330787 nChanged 1 SP:Iteration 35Q (2811.019825 sec): 3 clusters Score: Raw -58418.505618 + Penalty 1510.674022 = -56907.831596 nChanged 1 SP:Iteration 36Q (2811.119791 sec): 3 clusters Score: Raw -58419.044879 + Penalty 1510.674022 = -56908.370858 nChanged 2 SP:Iteration 37Q (2811.230031 sec): 3 clusters Score: Raw -58420.656765 + Penalty 1510.674022 = -56909.982743 nChanged 1 SP:Iteration 38Q (2811.343523 sec): 3 clusters Score: Raw -58420.882410 + Penalty 1510.674022 = -56910.208389 nChanged 0 SP:Iteration 39F (2811.449635 sec): 3 clusters Score: Raw -58420.882410 + Penalty 1510.674022 = -56910.208389 nChanged 0 Trying to split cluster 8 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2811.489644 sec): 2 clusters Score: Raw -35189.956342 + Penalty 712.249146 = -34477.707196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2811.592261 sec): 3 clusters Score: Raw -34848.373193 + Penalty 1424.498292 = -33423.874900 nChanged 308 SP:Iteration 1F (2811.675090 sec): 3 clusters Score: Raw -35133.559384 + Penalty 1424.498292 = -33709.061092 nChanged 93 SP:Iteration 2F (2811.779913 sec): 3 clusters Score: Raw -35265.284598 + Penalty 1424.498292 = -33840.786306 nChanged 57 SP:Iteration 3F (2811.885242 sec): 3 clusters Score: Raw -35347.585326 + Penalty 1424.498292 = -33923.087034 nChanged 48 SP:Iteration 4F (2811.970447 sec): 3 clusters Score: Raw -35418.826195 + Penalty 1424.498292 = -33994.327902 nChanged 37 SP:Iteration 5Q (2812.068552 sec): 3 clusters Score: Raw -35491.342746 + Penalty 1424.498292 = -34066.844454 nChanged 33 SP:Iteration 6Q (2812.173085 sec): 3 clusters Score: Raw -35560.710103 + Penalty 1424.498292 = -34136.211810 nChanged 33 SP:Iteration 7Q (2812.273946 sec): 3 clusters Score: Raw -35641.794428 + Penalty 1424.498292 = -34217.296136 nChanged 33 SP:Iteration 8Q (2812.377261 sec): 3 clusters Score: Raw -35709.414502 + Penalty 1424.498292 = -34284.916210 nChanged 28 SP:Iteration 9Q (2812.476511 sec): 3 clusters Score: Raw -35758.648800 + Penalty 1424.498292 = -34334.150508 nChanged 16 SP:Iteration 10Q (2812.580508 sec): 3 clusters Score: Raw -35781.906468 + Penalty 1424.498292 = -34357.408176 nChanged 10 SP:Iteration 11Q (2812.668661 sec): 3 clusters Score: Raw -35795.625099 + Penalty 1424.498292 = -34371.126806 nChanged 11 SP:Iteration 12Q (2812.768633 sec): 3 clusters Score: Raw -35811.955817 + Penalty 1424.498292 = -34387.457524 nChanged 11 SP:Iteration 13Q (2812.865637 sec): 3 clusters Score: Raw -35824.174623 + Penalty 1424.498292 = -34399.676331 nChanged 7 SP:Iteration 14Q (2812.956109 sec): 3 clusters Score: Raw -35827.450471 + Penalty 1424.498292 = -34402.952179 nChanged 3 SP:Iteration 15Q (2813.077867 sec): 3 clusters Score: Raw -35829.864540 + Penalty 1424.498292 = -34405.366248 nChanged 3 SP:Iteration 16Q (2813.180332 sec): 3 clusters Score: Raw -35833.496256 + Penalty 1424.498292 = -34408.997964 nChanged 4 SP:Iteration 17Q (2813.285994 sec): 3 clusters Score: Raw -35835.988425 + Penalty 1424.498292 = -34411.490132 nChanged 2 SP:Iteration 18Q (2813.367421 sec): 3 clusters Score: Raw -35837.340234 + Penalty 1424.498292 = -34412.841942 nChanged 3 SP:Iteration 19Q (2813.467920 sec): 3 clusters Score: Raw -35840.112701 + Penalty 1424.498292 = -34415.614409 nChanged 2 SP:Iteration 20F (2813.583067 sec): 3 clusters Score: Raw -35841.218279 + Penalty 1424.498292 = -34416.719986 nChanged 1 SP:Iteration 21Q (2813.682867 sec): 3 clusters Score: Raw -35841.854655 + Penalty 1424.498292 = -34417.356363 nChanged 0 SP:Iteration 22F (2813.788654 sec): 3 clusters Score: Raw -35841.854655 + Penalty 1424.498292 = -34417.356363 nChanged 0 Trying to split cluster 9 (1960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2813.822797 sec): 2 clusters Score: Raw -81407.402361 + Penalty 795.973474 = -80611.428887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2813.921893 sec): 3 clusters Score: Raw -80529.492274 + Penalty 1591.946948 = -78937.545326 nChanged 749 SP:Iteration 1F (2814.037056 sec): 3 clusters Score: Raw -81187.182317 + Penalty 1591.946948 = -79595.235369 nChanged 216 SP:Iteration 2F (2814.102271 sec): 3 clusters Score: Raw -81454.030920 + Penalty 1591.946948 = -79862.083972 nChanged 133 SP:Iteration 3F (2814.227296 sec): 3 clusters Score: Raw -81596.526980 + Penalty 1591.946948 = -80004.580032 nChanged 101 SP:Iteration 4F (2814.357254 sec): 3 clusters Score: Raw -81692.091191 + Penalty 1591.946948 = -80100.144243 nChanged 74 SP:Iteration 5Q (2814.447271 sec): 3 clusters Score: Raw -81759.617769 + Penalty 1591.946948 = -80167.670821 nChanged 62 SP:Iteration 6Q (2814.554060 sec): 3 clusters Score: Raw -81843.023120 + Penalty 1591.946948 = -80251.076172 nChanged 65 SP:Iteration 7Q (2814.681123 sec): 3 clusters Score: Raw -81912.988638 + Penalty 1591.946948 = -80321.041690 nChanged 44 SP:Iteration 8Q (2814.778760 sec): 3 clusters Score: Raw -81949.184874 + Penalty 1591.946948 = -80357.237926 nChanged 34 SP:Iteration 9Q (2814.879537 sec): 3 clusters Score: Raw -81978.168469 + Penalty 1591.946948 = -80386.221521 nChanged 28 SP:Iteration 10Q (2814.956785 sec): 3 clusters Score: Raw -82001.639913 + Penalty 1591.946948 = -80409.692965 nChanged 20 SP:Iteration 11Q (2815.073468 sec): 3 clusters Score: Raw -82012.672185 + Penalty 1591.946948 = -80420.725237 nChanged 11 SP:Iteration 12Q (2815.177787 sec): 3 clusters Score: Raw -82016.379248 + Penalty 1591.946948 = -80424.432300 nChanged 8 SP:Iteration 13Q (2815.288267 sec): 3 clusters Score: Raw -82019.849661 + Penalty 1591.946948 = -80427.902713 nChanged 10 SP:Iteration 14Q (2815.379450 sec): 3 clusters Score: Raw -82025.886358 + Penalty 1591.946948 = -80433.939410 nChanged 12 SP:Iteration 15Q (2815.498133 sec): 3 clusters Score: Raw -82034.237320 + Penalty 1591.946948 = -80442.290372 nChanged 11 SP:Iteration 16Q (2815.624275 sec): 3 clusters Score: Raw -82041.123820 + Penalty 1591.946948 = -80449.176872 nChanged 10 SP:Iteration 17Q (2815.730133 sec): 3 clusters Score: Raw -82049.033591 + Penalty 1591.946948 = -80457.086643 nChanged 12 SP:Iteration 18Q (2815.797492 sec): 3 clusters Score: Raw -82055.367254 + Penalty 1591.946948 = -80463.420306 nChanged 11 SP:Iteration 19Q (2815.905832 sec): 3 clusters Score: Raw -82060.074499 + Penalty 1591.946948 = -80468.127551 nChanged 6 SP:Iteration 20F (2815.990917 sec): 3 clusters Score: Raw -82064.787336 + Penalty 1591.946948 = -80472.840389 nChanged 7 SP:Iteration 21Q (2816.106314 sec): 3 clusters Score: Raw -82069.121790 + Penalty 1591.946948 = -80477.174842 nChanged 6 SP:Iteration 22Q (2816.198262 sec): 3 clusters Score: Raw -82072.370823 + Penalty 1591.946948 = -80480.423875 nChanged 8 SP:Iteration 23Q (2816.266981 sec): 3 clusters Score: Raw -82076.833116 + Penalty 1591.946948 = -80484.886168 nChanged 5 SP:Iteration 24Q (2816.371575 sec): 3 clusters Score: Raw -82079.369204 + Penalty 1591.946948 = -80487.422256 nChanged 7 SP:Iteration 25Q (2816.456566 sec): 3 clusters Score: Raw -82082.692400 + Penalty 1591.946948 = -80490.745452 nChanged 5 SP:Iteration 26Q (2816.581114 sec): 3 clusters Score: Raw -82085.142552 + Penalty 1591.946948 = -80493.195604 nChanged 1 SP:Iteration 27Q (2816.688591 sec): 3 clusters Score: Raw -82085.522567 + Penalty 1591.946948 = -80493.575619 nChanged 0 SP:Iteration 28F (2816.801418 sec): 3 clusters Score: Raw -82085.522567 + Penalty 1591.946948 = -80493.575619 nChanged 0 Trying to split cluster 10 (2696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2816.835620 sec): 2 clusters Score: Raw -135680.818326 + Penalty 829.450070 = -134851.368256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2816.939621 sec): 3 clusters Score: Raw -134249.363285 + Penalty 1658.900139 = -132590.463145 nChanged 1137 SP:Iteration 1F (2817.040823 sec): 3 clusters Score: Raw -135001.668719 + Penalty 1658.900139 = -133342.768580 nChanged 266 SP:Iteration 2F (2817.149123 sec): 3 clusters Score: Raw -135258.967844 + Penalty 1658.900139 = -133600.067705 nChanged 216 SP:Iteration 3F (2817.263133 sec): 3 clusters Score: Raw -135491.172289 + Penalty 1658.900139 = -133832.272150 nChanged 172 SP:Iteration 4F (2817.384784 sec): 3 clusters Score: Raw -135667.653659 + Penalty 1658.900139 = -134008.753520 nChanged 155 SP:Iteration 5F (2817.496803 sec): 3 clusters Score: Raw -135811.880264 + Penalty 1658.900139 = -134152.980125 nChanged 132 SP:Iteration 6Q (2817.611989 sec): 3 clusters Score: Raw -135932.632212 + Penalty 1658.900139 = -134273.732072 nChanged 117 SP:Iteration 7Q (2817.720554 sec): 3 clusters Score: Raw -136027.504393 + Penalty 1658.900139 = -134368.604254 nChanged 94 SP:Iteration 8Q (2817.824883 sec): 3 clusters Score: Raw -136103.586895 + Penalty 1658.900139 = -134444.686756 nChanged 89 SP:Iteration 9Q (2817.930776 sec): 3 clusters Score: Raw -136182.587117 + Penalty 1658.900139 = -134523.686978 nChanged 73 SP:Iteration 10Q (2818.040439 sec): 3 clusters Score: Raw -136253.922988 + Penalty 1658.900139 = -134595.022849 nChanged 69 SP:Iteration 11Q (2818.155749 sec): 3 clusters Score: Raw -136310.064682 + Penalty 1658.900139 = -134651.164543 nChanged 60 SP:Iteration 12Q (2818.273165 sec): 3 clusters Score: Raw -136354.941044 + Penalty 1658.900139 = -134696.040905 nChanged 53 SP:Iteration 13Q (2818.402355 sec): 3 clusters Score: Raw -136390.899546 + Penalty 1658.900139 = -134731.999407 nChanged 35 SP:Iteration 14Q (2818.468144 sec): 3 clusters Score: Raw -136413.666993 + Penalty 1658.900139 = -134754.766854 nChanged 30 SP:Iteration 15Q (2818.553448 sec): 3 clusters Score: Raw -136432.670575 + Penalty 1658.900139 = -134773.770436 nChanged 27 SP:Iteration 16Q (2818.654757 sec): 3 clusters Score: Raw -136446.371436 + Penalty 1658.900139 = -134787.471297 nChanged 20 SP:Iteration 17Q (2818.775991 sec): 3 clusters Score: Raw -136454.926449 + Penalty 1658.900139 = -134796.026309 nChanged 14 SP:Iteration 18Q (2818.865549 sec): 3 clusters Score: Raw -136460.279672 + Penalty 1658.900139 = -134801.379532 nChanged 15 SP:Iteration 19Q (2818.972999 sec): 3 clusters Score: Raw -136466.244442 + Penalty 1658.900139 = -134807.344302 nChanged 19 SP:Iteration 20F (2819.081140 sec): 3 clusters Score: Raw -136474.434360 + Penalty 1658.900139 = -134815.534221 nChanged 18 SP:Iteration 21Q (2819.185953 sec): 3 clusters Score: Raw -136480.568535 + Penalty 1658.900139 = -134821.668396 nChanged 14 SP:Iteration 22Q (2819.285742 sec): 3 clusters Score: Raw -136484.369602 + Penalty 1658.900139 = -134825.469463 nChanged 6 SP:Iteration 23Q (2819.385533 sec): 3 clusters Score: Raw -136486.288065 + Penalty 1658.900139 = -134827.387926 nChanged 6 SP:Iteration 24Q (2819.497577 sec): 3 clusters Score: Raw -136488.984702 + Penalty 1658.900139 = -134830.084563 nChanged 6 SP:Iteration 25Q (2819.594384 sec): 3 clusters Score: Raw -136492.449052 + Penalty 1658.900139 = -134833.548913 nChanged 8 SP:Iteration 26Q (2819.698182 sec): 3 clusters Score: Raw -136495.309954 + Penalty 1658.900139 = -134836.409815 nChanged 5 SP:Iteration 27Q (2819.808549 sec): 3 clusters Score: Raw -136495.972219 + Penalty 1658.900139 = -134837.072080 nChanged 1 SP:Iteration 28Q (2819.916759 sec): 3 clusters Score: Raw -136496.242103 + Penalty 1658.900139 = -134837.341964 nChanged 2 SP:Iteration 29Q (2820.024892 sec): 3 clusters Score: Raw -136496.583261 + Penalty 1658.900139 = -134837.683122 nChanged 2 SP:Iteration 30Q (2820.136353 sec): 3 clusters Score: Raw -136497.043134 + Penalty 1658.900139 = -134838.142995 nChanged 1 SP:Iteration 31Q (2820.242269 sec): 3 clusters Score: Raw -136497.198888 + Penalty 1658.900139 = -134838.298748 nChanged 0 SP:Iteration 32F (2820.310854 sec): 3 clusters Score: Raw -136497.198888 + Penalty 1658.900139 = -134838.298748 nChanged 0 Trying to split cluster 11 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2820.381049 sec): 2 clusters Score: Raw -29511.953403 + Penalty 713.900866 = -28798.052538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2820.472754 sec): 3 clusters Score: Raw -29243.763435 + Penalty 1427.801731 = -27815.961704 nChanged 292 SP:Iteration 1F (2820.554484 sec): 3 clusters Score: Raw -29563.314770 + Penalty 1427.801731 = -28135.513039 nChanged 82 SP:Iteration 2F (2820.671399 sec): 3 clusters Score: Raw -29657.425169 + Penalty 1427.801731 = -28229.623438 nChanged 49 SP:Iteration 3F (2820.807600 sec): 3 clusters Score: Raw -29713.829050 + Penalty 1427.801731 = -28286.027319 nChanged 37 SP:Iteration 4Q (2820.906586 sec): 3 clusters Score: Raw -29755.389444 + Penalty 1427.801731 = -28327.587713 nChanged 21 SP:Iteration 5Q (2820.985890 sec): 3 clusters Score: Raw -29773.708386 + Penalty 1427.801731 = -28345.906655 nChanged 13 SP:Iteration 6Q (2821.074384 sec): 3 clusters Score: Raw -29782.622020 + Penalty 1427.801731 = -28354.820289 nChanged 8 SP:Iteration 7Q (2821.165693 sec): 3 clusters Score: Raw -29789.556892 + Penalty 1427.801731 = -28361.755161 nChanged 6 SP:Iteration 8Q (2821.264036 sec): 3 clusters Score: Raw -29796.129933 + Penalty 1427.801731 = -28368.328202 nChanged 15 SP:Iteration 9Q (2821.360067 sec): 3 clusters Score: Raw -29804.789557 + Penalty 1427.801731 = -28376.987826 nChanged 8 SP:Iteration 10Q (2821.455235 sec): 3 clusters Score: Raw -29808.662530 + Penalty 1427.801731 = -28380.860798 nChanged 6 SP:Iteration 11Q (2821.556172 sec): 3 clusters Score: Raw -29812.847281 + Penalty 1427.801731 = -28385.045550 nChanged 4 SP:Iteration 12Q (2821.652815 sec): 3 clusters Score: Raw -29815.365232 + Penalty 1427.801731 = -28387.563501 nChanged 2 SP:Iteration 13Q (2821.783174 sec): 3 clusters Score: Raw -29816.178683 + Penalty 1427.801731 = -28388.376952 nChanged 2 SP:Iteration 14Q (2821.851779 sec): 3 clusters Score: Raw -29816.700861 + Penalty 1427.801731 = -28388.899130 nChanged 2 SP:Iteration 15Q (2821.971597 sec): 3 clusters Score: Raw -29817.293994 + Penalty 1427.801731 = -28389.492263 nChanged 1 SP:Iteration 16Q (2822.043031 sec): 3 clusters Score: Raw -29817.996962 + Penalty 1427.801731 = -28390.195231 nChanged 1 SP:Iteration 17Q (2822.151431 sec): 3 clusters Score: Raw -29818.200751 + Penalty 1427.801731 = -28390.399020 nChanged 0 SP:Iteration 18F (2822.240611 sec): 3 clusters Score: Raw -29818.200751 + Penalty 1427.801731 = -28390.399020 nChanged 0 Trying to split cluster 12 (1895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2822.276748 sec): 2 clusters Score: Raw -82919.784952 + Penalty 792.432282 = -82127.352670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2822.392278 sec): 3 clusters Score: Raw -82032.470018 + Penalty 1584.864565 = -80447.605453 nChanged 711 SP:Iteration 1F (2822.508903 sec): 3 clusters Score: Raw -82591.882642 + Penalty 1584.864565 = -81007.018077 nChanged 226 SP:Iteration 2F (2822.601350 sec): 3 clusters Score: Raw -82932.527187 + Penalty 1584.864565 = -81347.662623 nChanged 205 SP:Iteration 3F (2822.675086 sec): 3 clusters Score: Raw -83310.295665 + Penalty 1584.864565 = -81725.431100 nChanged 179 SP:Iteration 4F (2822.791415 sec): 3 clusters Score: Raw -83619.699440 + Penalty 1584.864565 = -82034.834876 nChanged 106 SP:Iteration 5F (2822.895205 sec): 3 clusters Score: Raw -83737.029811 + Penalty 1584.864565 = -82152.165246 nChanged 52 SP:Iteration 6Q (2822.967578 sec): 3 clusters Score: Raw -83782.676878 + Penalty 1584.864565 = -82197.812313 nChanged 23 SP:Iteration 7Q (2823.058175 sec): 3 clusters Score: Raw -83800.239121 + Penalty 1584.864565 = -82215.374556 nChanged 17 SP:Iteration 8Q (2823.158126 sec): 3 clusters Score: Raw -83815.584014 + Penalty 1584.864565 = -82230.719449 nChanged 18 SP:Iteration 9Q (2823.263835 sec): 3 clusters Score: Raw -83827.870155 + Penalty 1584.864565 = -82243.005590 nChanged 13 SP:Iteration 10Q (2823.349926 sec): 3 clusters Score: Raw -83835.917237 + Penalty 1584.864565 = -82251.052672 nChanged 7 SP:Iteration 11Q (2823.468736 sec): 3 clusters Score: Raw -83844.568992 + Penalty 1584.864565 = -82259.704428 nChanged 8 SP:Iteration 12Q (2823.549647 sec): 3 clusters Score: Raw -83846.832707 + Penalty 1584.864565 = -82261.968142 nChanged 5 SP:Iteration 13Q (2823.667470 sec): 3 clusters Score: Raw -83851.511433 + Penalty 1584.864565 = -82266.646868 nChanged 11 SP:Iteration 14Q (2823.794989 sec): 3 clusters Score: Raw -83860.858308 + Penalty 1584.864565 = -82275.993743 nChanged 9 SP:Iteration 15Q (2823.907009 sec): 3 clusters Score: Raw -83866.154958 + Penalty 1584.864565 = -82281.290393 nChanged 7 SP:Iteration 16Q (2824.040447 sec): 3 clusters Score: Raw -83870.152686 + Penalty 1584.864565 = -82285.288121 nChanged 7 SP:Iteration 17Q (2824.125917 sec): 3 clusters Score: Raw -83872.072357 + Penalty 1584.864565 = -82287.207792 nChanged 1 SP:Iteration 18Q (2824.237817 sec): 3 clusters Score: Raw -83872.404573 + Penalty 1584.864565 = -82287.540008 nChanged 1 SP:Iteration 19Q (2824.368415 sec): 3 clusters Score: Raw -83872.775057 + Penalty 1584.864565 = -82287.910492 nChanged 1 SP:Iteration 20F (2824.447185 sec): 3 clusters Score: Raw -83872.877998 + Penalty 1584.864565 = -82288.013433 nChanged 0 Score: Raw -2003889.158237 + Penalty 15614.569717 = -1988274.588519 Splitting cluster 12 changes total score from -1988436.821882 to -1988274.588519 So it's not getting split. Trying to split cluster 13 (1300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2825.880676 sec): 2 clusters Score: Raw -60918.432667 + Penalty 752.862552 = -60165.570115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2825.958168 sec): 3 clusters Score: Raw -60391.460818 + Penalty 1505.725104 = -58885.735714 nChanged 439 SP:Iteration 1F (2826.059966 sec): 3 clusters Score: Raw -60721.515361 + Penalty 1505.725104 = -59215.790257 nChanged 114 SP:Iteration 2F (2826.184620 sec): 3 clusters Score: Raw -60818.979997 + Penalty 1505.725104 = -59313.254893 nChanged 80 SP:Iteration 3F (2826.250915 sec): 3 clusters Score: Raw -60875.929735 + Penalty 1505.725104 = -59370.204631 nChanged 52 SP:Iteration 4Q (2826.368338 sec): 3 clusters Score: Raw -60917.520278 + Penalty 1505.725104 = -59411.795174 nChanged 40 SP:Iteration 5Q (2826.497018 sec): 3 clusters Score: Raw -60948.906801 + Penalty 1505.725104 = -59443.181697 nChanged 43 SP:Iteration 6Q (2826.605367 sec): 3 clusters Score: Raw -60978.239181 + Penalty 1505.725104 = -59472.514076 nChanged 31 SP:Iteration 7Q (2826.732982 sec): 3 clusters Score: Raw -60996.308631 + Penalty 1505.725104 = -59490.583526 nChanged 24 SP:Iteration 8Q (2826.822219 sec): 3 clusters Score: Raw -61012.887612 + Penalty 1505.725104 = -59507.162507 nChanged 17 SP:Iteration 9Q (2826.910298 sec): 3 clusters Score: Raw -61027.245225 + Penalty 1505.725104 = -59521.520121 nChanged 16 SP:Iteration 10Q (2827.002538 sec): 3 clusters Score: Raw -61037.059981 + Penalty 1505.725104 = -59531.334877 nChanged 10 SP:Iteration 11Q (2827.097454 sec): 3 clusters Score: Raw -61043.246013 + Penalty 1505.725104 = -59537.520909 nChanged 12 SP:Iteration 12Q (2827.199500 sec): 3 clusters Score: Raw -61053.195868 + Penalty 1505.725104 = -59547.470764 nChanged 10 SP:Iteration 13Q (2827.298926 sec): 3 clusters Score: Raw -61056.951304 + Penalty 1505.725104 = -59551.226200 nChanged 1 SP:Iteration 14Q (2827.406770 sec): 3 clusters Score: Raw -61057.210309 + Penalty 1505.725104 = -59551.485205 nChanged 3 SP:Iteration 15Q (2827.505536 sec): 3 clusters Score: Raw -61059.827352 + Penalty 1505.725104 = -59554.102248 nChanged 3 SP:Iteration 16Q (2827.596798 sec): 3 clusters Score: Raw -61062.648482 + Penalty 1505.725104 = -59556.923378 nChanged 3 SP:Iteration 17Q (2827.702397 sec): 3 clusters Score: Raw -61064.069491 + Penalty 1505.725104 = -59558.344386 nChanged 4 SP:Iteration 18Q (2827.787822 sec): 3 clusters Score: Raw -61065.374336 + Penalty 1505.725104 = -59559.649231 nChanged 2 SP:Iteration 19Q (2827.902937 sec): 3 clusters Score: Raw -61066.794713 + Penalty 1505.725104 = -59561.069609 nChanged 1 SP:Iteration 20F (2828.009969 sec): 3 clusters Score: Raw -61067.508677 + Penalty 1505.725104 = -59561.783573 nChanged 2 SP:Iteration 21Q (2828.085229 sec): 3 clusters Score: Raw -61068.615630 + Penalty 1505.725104 = -59562.890526 nChanged 3 SP:Iteration 22Q (2828.198376 sec): 3 clusters Score: Raw -61069.925533 + Penalty 1505.725104 = -59564.200429 nChanged 1 SP:Iteration 23Q (2828.283124 sec): 3 clusters Score: Raw -61070.318112 + Penalty 1505.725104 = -59564.593008 nChanged 1 SP:Iteration 24Q (2828.372515 sec): 3 clusters Score: Raw -61070.500610 + Penalty 1505.725104 = -59564.775506 nChanged 0 SP:Iteration 25F (2828.478309 sec): 3 clusters Score: Raw -61070.500610 + Penalty 1505.725104 = -59564.775506 nChanged 0 Time taken for this iteration:360.867919 seconds. 10->14 Clusters: Score -1988436.821882, best is -1992393.325019 Starting from 11 clusters... ------ Clustering full data set of 41034 points ------ SP: Assigned 11 initial classes randomly. Deleting Class 4 (1029 points): Lose 338.362955 but Gain 1115.326408 Iteration 0F (2829.322983 sec): 10 clusters Score: Raw -1778046.771500 + Penalty 10037.937675 = -1768008.833824 nChanged 36365 Iteration 1F (2830.039846 sec): 10 clusters Score: Raw -1918042.723070 + Penalty 10037.937675 = -1908004.785395 nChanged 14867 Iteration 2F (2830.788231 sec): 10 clusters Score: Raw -1955939.282265 + Penalty 10037.937675 = -1945901.344590 nChanged 9204 Iteration 3F (2831.500941 sec): 10 clusters Score: Raw -1969486.880172 + Penalty 10037.937675 = -1959448.942496 nChanged 6281 Iteration 4F (2832.236144 sec): 10 clusters Score: Raw -1976911.682476 + Penalty 10037.937675 = -1966873.744800 nChanged 4188 Iteration 5F (2833.010797 sec): 10 clusters Score: Raw -1981247.494923 + Penalty 10037.937675 = -1971209.557247 nChanged 2978 Iteration 6F (2833.744657 sec): 10 clusters Score: Raw -1983974.383818 + Penalty 10037.937675 = -1973936.446143 nChanged 2280 Iteration 7F (2834.456291 sec): 10 clusters Score: Raw -1985617.323846 + Penalty 10037.937675 = -1975579.386171 nChanged 1711 Iteration 8Q (2835.179009 sec): 10 clusters Score: Raw -1986678.038086 + Penalty 10037.937675 = -1976640.100411 nChanged 1327 Iteration 9Q (2835.870086 sec): 10 clusters Score: Raw -1987484.945211 + Penalty 10037.937675 = -1977447.007535 nChanged 1121 Iteration 10Q (2836.507536 sec): 10 clusters Score: Raw -1988195.742147 + Penalty 10037.937675 = -1978157.804472 nChanged 1003 Iteration 11Q (2837.204903 sec): 10 clusters Score: Raw -1988814.465916 + Penalty 10037.937675 = -1978776.528240 nChanged 904 Iteration 12Q (2837.892122 sec): 10 clusters Score: Raw -1989306.797466 + Penalty 10037.937675 = -1979268.859790 nChanged 834 Iteration 13Q (2838.581662 sec): 10 clusters Score: Raw -1989654.857886 + Penalty 10037.937675 = -1979616.920211 nChanged 696 Iteration 14Q (2839.207844 sec): 10 clusters Score: Raw -1989930.698413 + Penalty 10037.937675 = -1979892.760737 nChanged 588 Iteration 15Q (2839.886515 sec): 10 clusters Score: Raw -1990149.089654 + Penalty 10037.937675 = -1980111.151979 nChanged 536 Iteration 16Q (2840.526826 sec): 10 clusters Score: Raw -1990336.698884 + Penalty 10037.937675 = -1980298.761208 nChanged 470 Iteration 17Q (2841.220444 sec): 10 clusters Score: Raw -1990505.951830 + Penalty 10037.937675 = -1980468.014155 nChanged 442 Iteration 18Q (2841.892589 sec): 10 clusters Score: Raw -1990671.873963 + Penalty 10037.937675 = -1980633.936288 nChanged 412 Iteration 19Q (2842.520167 sec): 10 clusters Score: Raw -1990825.175055 + Penalty 10037.937675 = -1980787.237379 nChanged 395 Writing temp clu file Because OldScore, -1980633.936288, is greater than current (better) Score,-1980787.237379 Compute initial score before splitting: Score: Raw -1990825.175055 + Penalty 10037.937675 = -1980787.237379 Trying to split cluster 1 (1757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2842.587189 sec): 2 clusters Score: Raw -61401.132770 + Penalty 784.493124 = -60616.639646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2842.691468 sec): 3 clusters Score: Raw -60714.561999 + Penalty 1568.986249 = -59145.575751 nChanged 691 SP:Iteration 1F (2842.814465 sec): 3 clusters Score: Raw -61890.965156 + Penalty 1568.986249 = -60321.978907 nChanged 250 SP:Iteration 2F (2842.897977 sec): 3 clusters Score: Raw -62317.623080 + Penalty 1568.986249 = -60748.636832 nChanged 126 SP:Iteration 3F (2842.997588 sec): 3 clusters Score: Raw -62502.696344 + Penalty 1568.986249 = -60933.710095 nChanged 88 SP:Iteration 4F (2843.094643 sec): 3 clusters Score: Raw -62621.911761 + Penalty 1568.986249 = -61052.925513 nChanged 58 SP:Iteration 5Q (2843.179321 sec): 3 clusters Score: Raw -62697.574729 + Penalty 1568.986249 = -61128.588480 nChanged 44 SP:Iteration 6Q (2843.278045 sec): 3 clusters Score: Raw -62755.258938 + Penalty 1568.986249 = -61186.272689 nChanged 42 SP:Iteration 7Q (2843.395009 sec): 3 clusters Score: Raw -62798.250637 + Penalty 1568.986249 = -61229.264388 nChanged 35 SP:Iteration 8Q (2843.472968 sec): 3 clusters Score: Raw -62832.810787 + Penalty 1568.986249 = -61263.824539 nChanged 29 SP:Iteration 9Q (2843.575209 sec): 3 clusters Score: Raw -62857.882606 + Penalty 1568.986249 = -61288.896357 nChanged 21 SP:Iteration 10Q (2843.690364 sec): 3 clusters Score: Raw -62884.786174 + Penalty 1568.986249 = -61315.799926 nChanged 21 SP:Iteration 11Q (2843.773576 sec): 3 clusters Score: Raw -62901.799910 + Penalty 1568.986249 = -61332.813661 nChanged 12 SP:Iteration 12Q (2843.862406 sec): 3 clusters Score: Raw -62907.387510 + Penalty 1568.986249 = -61338.401261 nChanged 8 SP:Iteration 13Q (2843.974023 sec): 3 clusters Score: Raw -62911.617870 + Penalty 1568.986249 = -61342.631622 nChanged 5 SP:Iteration 14Q (2844.055230 sec): 3 clusters Score: Raw -62913.612407 + Penalty 1568.986249 = -61344.626158 nChanged 5 SP:Iteration 15Q (2844.143531 sec): 3 clusters Score: Raw -62916.671153 + Penalty 1568.986249 = -61347.684904 nChanged 7 SP:Iteration 16Q (2844.224409 sec): 3 clusters Score: Raw -62921.750723 + Penalty 1568.986249 = -61352.764474 nChanged 5 SP:Iteration 17Q (2844.322139 sec): 3 clusters Score: Raw -62924.199859 + Penalty 1568.986249 = -61355.213610 nChanged 3 SP:Iteration 18Q (2844.426611 sec): 3 clusters Score: Raw -62925.695405 + Penalty 1568.986249 = -61356.709157 nChanged 4 SP:Iteration 19Q (2844.548335 sec): 3 clusters Score: Raw -62928.883005 + Penalty 1568.986249 = -61359.896756 nChanged 7 SP:Iteration 20F (2844.651906 sec): 3 clusters Score: Raw -62935.848136 + Penalty 1568.986249 = -61366.861888 nChanged 12 SP:Iteration 21Q (2844.753442 sec): 3 clusters Score: Raw -62949.494374 + Penalty 1568.986249 = -61380.508125 nChanged 10 SP:Iteration 22Q (2844.847215 sec): 3 clusters Score: Raw -62953.901863 + Penalty 1568.986249 = -61384.915615 nChanged 1 SP:Iteration 23Q (2844.937649 sec): 3 clusters Score: Raw -62954.248547 + Penalty 1568.986249 = -61385.262298 nChanged 1 SP:Iteration 24Q (2845.027356 sec): 3 clusters Score: Raw -62954.556132 + Penalty 1568.986249 = -61385.569884 nChanged 2 SP:Iteration 25Q (2845.133165 sec): 3 clusters Score: Raw -62955.195536 + Penalty 1568.986249 = -61386.209288 nChanged 1 SP:Iteration 26Q (2845.237937 sec): 3 clusters Score: Raw -62955.399596 + Penalty 1568.986249 = -61386.413348 nChanged 0 SP:Iteration 27F (2845.319318 sec): 3 clusters Score: Raw -62955.399596 + Penalty 1568.986249 = -61386.413348 nChanged 0 Score: Raw -1992460.660448 + Penalty 11153.264084 = -1981307.396364 Splitting cluster 1 changes total score from -1980787.237379 to -1981307.396364 So it's getting split into cluster 4. Trying to split cluster 2 (3704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2846.208430 sec): 2 clusters Score: Raw -175571.332974 + Penalty 862.802703 = -174708.530271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2846.316877 sec): 3 clusters Score: Raw -173662.677351 + Penalty 1725.605405 = -171937.071946 nChanged 1501 SP:Iteration 1F (2846.406999 sec): 3 clusters Score: Raw -174805.907924 + Penalty 1725.605405 = -173080.302519 nChanged 358 SP:Iteration 2F (2846.536615 sec): 3 clusters Score: Raw -175094.987089 + Penalty 1725.605405 = -173369.381684 nChanged 246 SP:Iteration 3F (2846.657106 sec): 3 clusters Score: Raw -175265.783899 + Penalty 1725.605405 = -173540.178494 nChanged 179 SP:Iteration 4Q (2846.766789 sec): 3 clusters Score: Raw -175384.887211 + Penalty 1725.605405 = -173659.281806 nChanged 152 SP:Iteration 5Q (2846.870753 sec): 3 clusters Score: Raw -175498.353743 + Penalty 1725.605405 = -173772.748338 nChanged 147 SP:Iteration 6Q (2846.972037 sec): 3 clusters Score: Raw -175613.376755 + Penalty 1725.605405 = -173887.771349 nChanged 127 SP:Iteration 7Q (2847.073384 sec): 3 clusters Score: Raw -175721.591893 + Penalty 1725.605405 = -173995.986488 nChanged 121 SP:Iteration 8Q (2847.172342 sec): 3 clusters Score: Raw -175811.160881 + Penalty 1725.605405 = -174085.555476 nChanged 89 SP:Iteration 9Q (2847.287504 sec): 3 clusters Score: Raw -175872.576271 + Penalty 1725.605405 = -174146.970865 nChanged 62 SP:Iteration 10Q (2847.362787 sec): 3 clusters Score: Raw -175917.411206 + Penalty 1725.605405 = -174191.805801 nChanged 59 SP:Iteration 11Q (2847.457504 sec): 3 clusters Score: Raw -175957.128062 + Penalty 1725.605405 = -174231.522657 nChanged 65 SP:Iteration 12Q (2847.563666 sec): 3 clusters Score: Raw -175996.963787 + Penalty 1725.605405 = -174271.358382 nChanged 40 SP:Iteration 13Q (2847.671944 sec): 3 clusters Score: Raw -176017.956603 + Penalty 1725.605405 = -174292.351198 nChanged 27 SP:Iteration 14Q (2847.776031 sec): 3 clusters Score: Raw -176031.806281 + Penalty 1725.605405 = -174306.200876 nChanged 34 SP:Iteration 15Q (2847.896699 sec): 3 clusters Score: Raw -176050.498354 + Penalty 1725.605405 = -174324.892949 nChanged 24 SP:Iteration 16Q (2847.999179 sec): 3 clusters Score: Raw -176059.653690 + Penalty 1725.605405 = -174334.048285 nChanged 23 SP:Iteration 17Q (2848.135248 sec): 3 clusters Score: Raw -176073.297769 + Penalty 1725.605405 = -174347.692364 nChanged 25 SP:Iteration 18Q (2848.224287 sec): 3 clusters Score: Raw -176083.122135 + Penalty 1725.605405 = -174357.516730 nChanged 19 SP:Iteration 19Q (2848.332123 sec): 3 clusters Score: Raw -176090.625055 + Penalty 1725.605405 = -174365.019650 nChanged 17 SP:Iteration 20F (2848.434942 sec): 3 clusters Score: Raw -176099.745080 + Penalty 1725.605405 = -174374.139675 nChanged 20 SP:Iteration 21Q (2848.557871 sec): 3 clusters Score: Raw -176107.894610 + Penalty 1725.605405 = -174382.289205 nChanged 16 SP:Iteration 22Q (2848.673441 sec): 3 clusters Score: Raw -176115.136342 + Penalty 1725.605405 = -174389.530937 nChanged 16 SP:Iteration 23Q (2848.779877 sec): 3 clusters Score: Raw -176123.200542 + Penalty 1725.605405 = -174397.595137 nChanged 14 SP:Iteration 24Q (2848.866020 sec): 3 clusters Score: Raw -176127.828885 + Penalty 1725.605405 = -174402.223480 nChanged 12 SP:Iteration 25Q (2848.960633 sec): 3 clusters Score: Raw -176130.746735 + Penalty 1725.605405 = -174405.141330 nChanged 4 SP:Iteration 26Q (2849.065497 sec): 3 clusters Score: Raw -176131.972237 + Penalty 1725.605405 = -174406.366832 nChanged 3 SP:Iteration 27Q (2849.192309 sec): 3 clusters Score: Raw -176132.434397 + Penalty 1725.605405 = -174406.828992 nChanged 3 SP:Iteration 28Q (2849.286466 sec): 3 clusters Score: Raw -176133.854996 + Penalty 1725.605405 = -174408.249591 nChanged 4 SP:Iteration 29Q (2849.398139 sec): 3 clusters Score: Raw -176135.446008 + Penalty 1725.605405 = -174409.840602 nChanged 5 SP:Iteration 30Q (2849.503338 sec): 3 clusters Score: Raw -176137.136614 + Penalty 1725.605405 = -174411.531208 nChanged 3 SP:Iteration 31Q (2849.584730 sec): 3 clusters Score: Raw -176137.821171 + Penalty 1725.605405 = -174412.215766 nChanged 3 SP:Iteration 32Q (2849.694672 sec): 3 clusters Score: Raw -176138.074202 + Penalty 1725.605405 = -174412.468797 nChanged 0 SP:Iteration 33F (2849.803550 sec): 3 clusters Score: Raw -176138.074202 + Penalty 1725.605405 = -174412.468797 nChanged 0 Trying to split cluster 3 (15871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2849.921901 sec): 2 clusters Score: Raw -882158.320815 + Penalty 1015.586126 = -881142.734688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2850.085056 sec): 3 clusters Score: Raw -872496.166721 + Penalty 2031.172253 = -870464.994468 nChanged 7364 SP:Iteration 1F (2850.228216 sec): 3 clusters Score: Raw -877050.653850 + Penalty 2031.172253 = -875019.481598 nChanged 1226 SP:Iteration 2F (2850.365605 sec): 3 clusters Score: Raw -877927.472225 + Penalty 2031.172253 = -875896.299972 nChanged 1236 SP:Iteration 3F (2850.539631 sec): 3 clusters Score: Raw -878914.829885 + Penalty 2031.172253 = -876883.657632 nChanged 1247 SP:Iteration 4F (2850.698670 sec): 3 clusters Score: Raw -879843.697108 + Penalty 2031.172253 = -877812.524855 nChanged 1030 SP:Iteration 5F (2850.839473 sec): 3 clusters Score: Raw -880428.083233 + Penalty 2031.172253 = -878396.910980 nChanged 744 SP:Iteration 6Q (2850.983863 sec): 3 clusters Score: Raw -880761.597741 + Penalty 2031.172253 = -878730.425488 nChanged 489 SP:Iteration 7Q (2851.157194 sec): 3 clusters Score: Raw -880936.535659 + Penalty 2031.172253 = -878905.363406 nChanged 379 SP:Iteration 8Q (2851.325472 sec): 3 clusters Score: Raw -881056.309798 + Penalty 2031.172253 = -879025.137545 nChanged 299 SP:Iteration 9Q (2851.456421 sec): 3 clusters Score: Raw -881151.259544 + Penalty 2031.172253 = -879120.087291 nChanged 273 SP:Iteration 10Q (2851.587336 sec): 3 clusters Score: Raw -881237.993611 + Penalty 2031.172253 = -879206.821358 nChanged 247 SP:Iteration 11Q (2851.729013 sec): 3 clusters Score: Raw -881309.872798 + Penalty 2031.172253 = -879278.700545 nChanged 243 SP:Iteration 12Q (2851.873889 sec): 3 clusters Score: Raw -881388.073842 + Penalty 2031.172253 = -879356.901589 nChanged 262 SP:Iteration 13Q (2851.984716 sec): 3 clusters Score: Raw -881465.339238 + Penalty 2031.172253 = -879434.166985 nChanged 256 SP:Iteration 14Q (2852.139912 sec): 3 clusters Score: Raw -881549.159520 + Penalty 2031.172253 = -879517.987267 nChanged 264 SP:Iteration 15Q (2852.286228 sec): 3 clusters Score: Raw -881631.916448 + Penalty 2031.172253 = -879600.744195 nChanged 253 SP:Iteration 16Q (2852.481952 sec): 3 clusters Score: Raw -881718.649464 + Penalty 2031.172253 = -879687.477211 nChanged 251 SP:Iteration 17Q (2852.589869 sec): 3 clusters Score: Raw -881812.059836 + Penalty 2031.172253 = -879780.887583 nChanged 268 SP:Iteration 18Q (2852.724720 sec): 3 clusters Score: Raw -881912.983035 + Penalty 2031.172253 = -879881.810782 nChanged 263 SP:Iteration 19Q (2852.858476 sec): 3 clusters Score: Raw -881993.440487 + Penalty 2031.172253 = -879962.268234 nChanged 196 SP:Iteration 20F (2852.996754 sec): 3 clusters Score: Raw -882045.156655 + Penalty 2031.172253 = -880013.984402 nChanged 187 SP:Iteration 21Q (2853.125609 sec): 3 clusters Score: Raw -882093.760958 + Penalty 2031.172253 = -880062.588705 nChanged 180 SP:Iteration 22Q (2853.258956 sec): 3 clusters Score: Raw -882138.190151 + Penalty 2031.172253 = -880107.017898 nChanged 166 SP:Iteration 23Q (2853.374763 sec): 3 clusters Score: Raw -882180.863122 + Penalty 2031.172253 = -880149.690869 nChanged 145 SP:Iteration 24Q (2853.518100 sec): 3 clusters Score: Raw -882220.929407 + Penalty 2031.172253 = -880189.757154 nChanged 154 SP:Iteration 25Q (2853.631927 sec): 3 clusters Score: Raw -882259.403104 + Penalty 2031.172253 = -880228.230851 nChanged 146 SP:Iteration 26Q (2853.793923 sec): 3 clusters Score: Raw -882298.186999 + Penalty 2031.172253 = -880267.014746 nChanged 134 SP:Iteration 27Q (2853.928497 sec): 3 clusters Score: Raw -882332.409510 + Penalty 2031.172253 = -880301.237257 nChanged 127 SP:Iteration 28Q (2854.038420 sec): 3 clusters Score: Raw -882368.391968 + Penalty 2031.172253 = -880337.219715 nChanged 118 SP:Iteration 29Q (2854.171387 sec): 3 clusters Score: Raw -882407.844926 + Penalty 2031.172253 = -880376.672673 nChanged 125 SP:Iteration 30Q (2854.326538 sec): 3 clusters Score: Raw -882451.988424 + Penalty 2031.172253 = -880420.816171 nChanged 146 SP:Iteration 31Q (2854.483770 sec): 3 clusters Score: Raw -882506.494960 + Penalty 2031.172253 = -880475.322707 nChanged 153 SP:Iteration 32Q (2854.619950 sec): 3 clusters Score: Raw -882574.567923 + Penalty 2031.172253 = -880543.395671 nChanged 167 SP:Iteration 33Q (2854.745575 sec): 3 clusters Score: Raw -882650.479143 + Penalty 2031.172253 = -880619.306890 nChanged 158 SP:Iteration 34Q (2854.874355 sec): 3 clusters Score: Raw -882724.190850 + Penalty 2031.172253 = -880693.018597 nChanged 175 SP:Iteration 35Q (2854.991171 sec): 3 clusters Score: Raw -882798.791259 + Penalty 2031.172253 = -880767.619006 nChanged 160 SP:Iteration 36Q (2855.117346 sec): 3 clusters Score: Raw -882882.945911 + Penalty 2031.172253 = -880851.773658 nChanged 156 SP:Iteration 37Q (2855.251834 sec): 3 clusters Score: Raw -882974.446194 + Penalty 2031.172253 = -880943.273941 nChanged 150 SP:Iteration 38Q (2855.377262 sec): 3 clusters Score: Raw -883054.340747 + Penalty 2031.172253 = -881023.168494 nChanged 142 SP:Iteration 39Q (2855.542728 sec): 3 clusters Score: Raw -883122.224342 + Penalty 2031.172253 = -881091.052089 nChanged 117 SP:Iteration 40F (2855.685296 sec): 3 clusters Score: Raw -883167.772696 + Penalty 2031.172253 = -881136.600443 nChanged 87 SP:Iteration 41Q (2855.800561 sec): 3 clusters Score: Raw -883193.774136 + Penalty 2031.172253 = -881162.601883 nChanged 66 SP:Iteration 42Q (2855.918143 sec): 3 clusters Score: Raw -883210.660066 + Penalty 2031.172253 = -881179.487813 nChanged 52 SP:Iteration 43Q (2856.085677 sec): 3 clusters Score: Raw -883221.914418 + Penalty 2031.172253 = -881190.742165 nChanged 46 SP:Iteration 44Q (2856.221404 sec): 3 clusters Score: Raw -883232.030562 + Penalty 2031.172253 = -881200.858309 nChanged 35 SP:Iteration 45Q (2856.342961 sec): 3 clusters Score: Raw -883240.012782 + Penalty 2031.172253 = -881208.840529 nChanged 39 SP:Iteration 46Q (2856.515319 sec): 3 clusters Score: Raw -883248.245100 + Penalty 2031.172253 = -881217.072847 nChanged 35 SP:Iteration 47Q (2856.649581 sec): 3 clusters Score: Raw -883254.292266 + Penalty 2031.172253 = -881223.120013 nChanged 27 SP:Iteration 48Q (2856.799241 sec): 3 clusters Score: Raw -883257.870728 + Penalty 2031.172253 = -881226.698475 nChanged 18 SP:Iteration 49Q (2856.940124 sec): 3 clusters Score: Raw -883260.651112 + Penalty 2031.172253 = -881229.478859 nChanged 20 SP:Iteration 50Q (2857.095681 sec): 3 clusters Score: Raw -883265.062059 + Penalty 2031.172253 = -881233.889806 nChanged 24 SP:Iteration 51Q (2857.241182 sec): 3 clusters Score: Raw -883269.495376 + Penalty 2031.172253 = -881238.323123 nChanged 23 SP:Iteration 52Q (2857.347153 sec): 3 clusters Score: Raw -883273.451477 + Penalty 2031.172253 = -881242.279224 nChanged 20 SP:Iteration 53Q (2857.488385 sec): 3 clusters Score: Raw -883276.930812 + Penalty 2031.172253 = -881245.758559 nChanged 19 SP:Iteration 54Q (2857.628639 sec): 3 clusters Score: Raw -883279.907405 + Penalty 2031.172253 = -881248.735152 nChanged 14 SP:Iteration 55Q (2857.800810 sec): 3 clusters Score: Raw -883282.164062 + Penalty 2031.172253 = -881250.991809 nChanged 10 SP:Iteration 56Q (2857.879467 sec): 3 clusters Score: Raw -883283.746279 + Penalty 2031.172253 = -881252.574026 nChanged 8 SP:Iteration 57Q (2858.023591 sec): 3 clusters Score: Raw -883284.578416 + Penalty 2031.172253 = -881253.406163 nChanged 8 SP:Iteration 58Q (2858.168277 sec): 3 clusters Score: Raw -883285.622781 + Penalty 2031.172253 = -881254.450528 nChanged 7 SP:Iteration 59Q (2858.324101 sec): 3 clusters Score: Raw -883286.525778 + Penalty 2031.172253 = -881255.353525 nChanged 7 SP:Iteration 60F (2858.464520 sec): 3 clusters Score: Raw -883287.490127 + Penalty 2031.172253 = -881256.317874 nChanged 5 SP:Iteration 61Q (2858.610041 sec): 3 clusters Score: Raw -883287.893568 + Penalty 2031.172253 = -881256.721315 nChanged 3 SP:Iteration 62Q (2858.734553 sec): 3 clusters Score: Raw -883288.229902 + Penalty 2031.172253 = -881257.057649 nChanged 2 SP:Iteration 63Q (2858.828572 sec): 3 clusters Score: Raw -883288.384064 + Penalty 2031.172253 = -881257.211811 nChanged 1 SP:Iteration 64Q (2858.981040 sec): 3 clusters Score: Raw -883288.422471 + Penalty 2031.172253 = -881257.250218 nChanged 0 SP:Iteration 65F (2859.145355 sec): 3 clusters Score: Raw -883288.422471 + Penalty 2031.172253 = -881257.250218 nChanged 0 Score: Raw -1993590.762104 + Penalty 12268.590492 = -1981322.171612 Splitting cluster 3 changes total score from -1980787.237379 to -1981322.171612 So it's getting split into cluster 11. Trying to split cluster 5 (2147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2860.179099 sec): 2 clusters Score: Raw -83487.237857 + Penalty 805.541814 = -82681.696043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2860.304448 sec): 3 clusters Score: Raw -82510.392881 + Penalty 1611.083628 = -80899.309253 nChanged 833 SP:Iteration 1F (2860.415841 sec): 3 clusters Score: Raw -83106.825670 + Penalty 1611.083628 = -81495.742042 nChanged 229 SP:Iteration 2F (2860.522982 sec): 3 clusters Score: Raw -83375.050716 + Penalty 1611.083628 = -81763.967089 nChanged 176 SP:Iteration 3F (2860.601818 sec): 3 clusters Score: Raw -83576.520987 + Penalty 1611.083628 = -81965.437359 nChanged 128 SP:Iteration 4F (2860.693168 sec): 3 clusters Score: Raw -83726.485513 + Penalty 1611.083628 = -82115.401886 nChanged 102 SP:Iteration 5Q (2860.790881 sec): 3 clusters Score: Raw -83836.593082 + Penalty 1611.083628 = -82225.509455 nChanged 78 SP:Iteration 6Q (2860.888457 sec): 3 clusters Score: Raw -83907.904442 + Penalty 1611.083628 = -82296.820815 nChanged 60 SP:Iteration 7Q (2860.986258 sec): 3 clusters Score: Raw -83961.346516 + Penalty 1611.083628 = -82350.262888 nChanged 51 SP:Iteration 8Q (2861.091151 sec): 3 clusters Score: Raw -84001.442050 + Penalty 1611.083628 = -82390.358423 nChanged 44 SP:Iteration 9Q (2861.193169 sec): 3 clusters Score: Raw -84028.444060 + Penalty 1611.083628 = -82417.360433 nChanged 37 SP:Iteration 10Q (2861.315476 sec): 3 clusters Score: Raw -84048.549668 + Penalty 1611.083628 = -82437.466041 nChanged 26 SP:Iteration 11Q (2861.395384 sec): 3 clusters Score: Raw -84065.680533 + Penalty 1611.083628 = -82454.596906 nChanged 29 SP:Iteration 12Q (2861.520719 sec): 3 clusters Score: Raw -84078.221254 + Penalty 1611.083628 = -82467.137627 nChanged 21 SP:Iteration 13Q (2861.604699 sec): 3 clusters Score: Raw -84088.892842 + Penalty 1611.083628 = -82477.809214 nChanged 23 SP:Iteration 14Q (2861.707679 sec): 3 clusters Score: Raw -84100.259903 + Penalty 1611.083628 = -82489.176275 nChanged 14 SP:Iteration 15Q (2861.814096 sec): 3 clusters Score: Raw -84105.570475 + Penalty 1611.083628 = -82494.486848 nChanged 11 SP:Iteration 16Q (2861.913068 sec): 3 clusters Score: Raw -84110.841041 + Penalty 1611.083628 = -82499.757413 nChanged 8 SP:Iteration 17Q (2862.026397 sec): 3 clusters Score: Raw -84115.058984 + Penalty 1611.083628 = -82503.975356 nChanged 7 SP:Iteration 18Q (2862.129986 sec): 3 clusters Score: Raw -84116.895649 + Penalty 1611.083628 = -82505.812022 nChanged 6 SP:Iteration 19Q (2862.227798 sec): 3 clusters Score: Raw -84118.360793 + Penalty 1611.083628 = -82507.277166 nChanged 6 SP:Iteration 20F (2862.373424 sec): 3 clusters Score: Raw -84119.809798 + Penalty 1611.083628 = -82508.726171 nChanged 7 SP:Iteration 21Q (2862.520539 sec): 3 clusters Score: Raw -84121.491632 + Penalty 1611.083628 = -82510.408005 nChanged 5 SP:Iteration 22Q (2862.628162 sec): 3 clusters Score: Raw -84123.005854 + Penalty 1611.083628 = -82511.922226 nChanged 4 SP:Iteration 23Q (2862.755649 sec): 3 clusters Score: Raw -84124.191566 + Penalty 1611.083628 = -82513.107938 nChanged 5 SP:Iteration 24Q (2862.843024 sec): 3 clusters Score: Raw -84125.712528 + Penalty 1611.083628 = -82514.628900 nChanged 5 SP:Iteration 25Q (2862.935175 sec): 3 clusters Score: Raw -84126.738629 + Penalty 1611.083628 = -82515.655002 nChanged 5 SP:Iteration 26Q (2863.043999 sec): 3 clusters Score: Raw -84128.156774 + Penalty 1611.083628 = -82517.073147 nChanged 5 SP:Iteration 27Q (2863.179022 sec): 3 clusters Score: Raw -84130.082926 + Penalty 1611.083628 = -82518.999299 nChanged 7 SP:Iteration 28Q (2863.251221 sec): 3 clusters Score: Raw -84132.897016 + Penalty 1611.083628 = -82521.813389 nChanged 6 SP:Iteration 29Q (2863.350163 sec): 3 clusters Score: Raw -84134.336914 + Penalty 1611.083628 = -82523.253286 nChanged 5 SP:Iteration 30Q (2863.443664 sec): 3 clusters Score: Raw -84135.880981 + Penalty 1611.083628 = -82524.797354 nChanged 5 SP:Iteration 31Q (2863.540780 sec): 3 clusters Score: Raw -84137.559200 + Penalty 1611.083628 = -82526.475573 nChanged 5 SP:Iteration 32Q (2863.641952 sec): 3 clusters Score: Raw -84139.504204 + Penalty 1611.083628 = -82528.420576 nChanged 6 SP:Iteration 33Q (2863.751431 sec): 3 clusters Score: Raw -84142.698403 + Penalty 1611.083628 = -82531.614775 nChanged 6 SP:Iteration 34Q (2863.861495 sec): 3 clusters Score: Raw -84145.325387 + Penalty 1611.083628 = -82534.241760 nChanged 8 SP:Iteration 35Q (2863.951718 sec): 3 clusters Score: Raw -84147.980087 + Penalty 1611.083628 = -82536.896460 nChanged 9 SP:Iteration 36Q (2864.060782 sec): 3 clusters Score: Raw -84153.387598 + Penalty 1611.083628 = -82542.303970 nChanged 11 SP:Iteration 37Q (2864.171027 sec): 3 clusters Score: Raw -84157.313259 + Penalty 1611.083628 = -82546.229631 nChanged 10 SP:Iteration 38Q (2864.281663 sec): 3 clusters Score: Raw -84164.117209 + Penalty 1611.083628 = -82553.033581 nChanged 17 SP:Iteration 39Q (2864.365043 sec): 3 clusters Score: Raw -84176.885163 + Penalty 1611.083628 = -82565.801535 nChanged 22 SP:Iteration 40F (2864.503626 sec): 3 clusters Score: Raw -84189.454278 + Penalty 1611.083628 = -82578.370651 nChanged 22 SP:Iteration 41Q (2864.615671 sec): 3 clusters Score: Raw -84203.705409 + Penalty 1611.083628 = -82592.621782 nChanged 26 SP:Iteration 42Q (2864.727176 sec): 3 clusters Score: Raw -84217.332211 + Penalty 1611.083628 = -82606.248583 nChanged 23 SP:Iteration 43Q (2864.836260 sec): 3 clusters Score: Raw -84229.953507 + Penalty 1611.083628 = -82618.869880 nChanged 21 SP:Iteration 44Q (2864.942557 sec): 3 clusters Score: Raw -84240.535072 + Penalty 1611.083628 = -82629.451445 nChanged 24 SP:Iteration 45Q (2865.049082 sec): 3 clusters Score: Raw -84254.639494 + Penalty 1611.083628 = -82643.555866 nChanged 16 SP:Iteration 46Q (2865.155094 sec): 3 clusters Score: Raw -84260.908234 + Penalty 1611.083628 = -82649.824607 nChanged 13 SP:Iteration 47Q (2865.254520 sec): 3 clusters Score: Raw -84267.201478 + Penalty 1611.083628 = -82656.117851 nChanged 11 SP:Iteration 48Q (2865.378115 sec): 3 clusters Score: Raw -84271.144008 + Penalty 1611.083628 = -82660.060380 nChanged 9 SP:Iteration 49Q (2865.484501 sec): 3 clusters Score: Raw -84273.882891 + Penalty 1611.083628 = -82662.799263 nChanged 4 SP:Iteration 50Q (2865.595815 sec): 3 clusters Score: Raw -84281.343322 + Penalty 1611.083628 = -82670.259695 nChanged 12 SP:Iteration 51Q (2865.688772 sec): 3 clusters Score: Raw -84287.160058 + Penalty 1611.083628 = -82676.076431 nChanged 13 SP:Iteration 52Q (2865.792476 sec): 3 clusters Score: Raw -84293.210617 + Penalty 1611.083628 = -82682.126990 nChanged 14 SP:Iteration 53Q (2865.894675 sec): 3 clusters Score: Raw -84300.160798 + Penalty 1611.083628 = -82689.077170 nChanged 13 SP:Iteration 54Q (2865.995006 sec): 3 clusters Score: Raw -84308.927567 + Penalty 1611.083628 = -82697.843940 nChanged 13 SP:Iteration 55Q (2866.101384 sec): 3 clusters Score: Raw -84317.661001 + Penalty 1611.083628 = -82706.577373 nChanged 10 SP:Iteration 56Q (2866.197646 sec): 3 clusters Score: Raw -84323.413681 + Penalty 1611.083628 = -82712.330054 nChanged 6 SP:Iteration 57Q (2866.285006 sec): 3 clusters Score: Raw -84325.737229 + Penalty 1611.083628 = -82714.653602 nChanged 7 SP:Iteration 58Q (2866.394537 sec): 3 clusters Score: Raw -84327.775568 + Penalty 1611.083628 = -82716.691941 nChanged 3 SP:Iteration 59Q (2866.502423 sec): 3 clusters Score: Raw -84328.823771 + Penalty 1611.083628 = -82717.740144 nChanged 2 SP:Iteration 60F (2866.612212 sec): 3 clusters Score: Raw -84329.240965 + Penalty 1611.083628 = -82718.157337 nChanged 1 SP:Iteration 61Q (2866.709696 sec): 3 clusters Score: Raw -84329.664289 + Penalty 1611.083628 = -82718.580661 nChanged 2 SP:Iteration 62Q (2866.806567 sec): 3 clusters Score: Raw -84329.932397 + Penalty 1611.083628 = -82718.848769 nChanged 3 SP:Iteration 63Q (2866.909930 sec): 3 clusters Score: Raw -84332.895430 + Penalty 1611.083628 = -82721.811802 nChanged 0 SP:Iteration 64F (2867.026576 sec): 3 clusters Score: Raw -84332.895430 + Penalty 1611.083628 = -82721.811802 nChanged 0 Score: Raw -1994436.419678 + Penalty 13383.916901 = -1981052.502777 Splitting cluster 5 changes total score from -1980787.237379 to -1981052.502777 So it's getting split into cluster 12. Trying to split cluster 6 (2478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2868.129252 sec): 2 clusters Score: Raw -111163.764543 + Penalty 820.596742 = -110343.167802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2868.222570 sec): 3 clusters Score: Raw -109913.962593 + Penalty 1641.193483 = -108272.769110 nChanged 976 SP:Iteration 1F (2868.313676 sec): 3 clusters Score: Raw -110647.711907 + Penalty 1641.193483 = -109006.518424 nChanged 230 SP:Iteration 2F (2868.402459 sec): 3 clusters Score: Raw -110846.510360 + Penalty 1641.193483 = -109205.316877 nChanged 173 SP:Iteration 3F (2868.497281 sec): 3 clusters Score: Raw -110981.457536 + Penalty 1641.193483 = -109340.264053 nChanged 115 SP:Iteration 4Q (2868.593887 sec): 3 clusters Score: Raw -111078.114158 + Penalty 1641.193483 = -109436.920675 nChanged 112 SP:Iteration 5Q (2868.689313 sec): 3 clusters Score: Raw -111182.855582 + Penalty 1641.193483 = -109541.662099 nChanged 109 SP:Iteration 6Q (2868.781851 sec): 3 clusters Score: Raw -111268.385233 + Penalty 1641.193483 = -109627.191750 nChanged 78 SP:Iteration 7Q (2868.885393 sec): 3 clusters Score: Raw -111332.099575 + Penalty 1641.193483 = -109690.906092 nChanged 75 SP:Iteration 8Q (2868.993668 sec): 3 clusters Score: Raw -111396.295617 + Penalty 1641.193483 = -109755.102134 nChanged 67 SP:Iteration 9Q (2869.102697 sec): 3 clusters Score: Raw -111446.676528 + Penalty 1641.193483 = -109805.483045 nChanged 53 SP:Iteration 10Q (2869.203110 sec): 3 clusters Score: Raw -111485.207682 + Penalty 1641.193483 = -109844.014199 nChanged 41 SP:Iteration 11Q (2869.323502 sec): 3 clusters Score: Raw -111512.184849 + Penalty 1641.193483 = -109870.991366 nChanged 31 SP:Iteration 12Q (2869.403238 sec): 3 clusters Score: Raw -111531.040356 + Penalty 1641.193483 = -109889.846873 nChanged 37 SP:Iteration 13Q (2869.497871 sec): 3 clusters Score: Raw -111553.452649 + Penalty 1641.193483 = -109912.259166 nChanged 38 SP:Iteration 14Q (2869.608290 sec): 3 clusters Score: Raw -111573.483132 + Penalty 1641.193483 = -109932.289649 nChanged 28 SP:Iteration 15Q (2869.717820 sec): 3 clusters Score: Raw -111590.454768 + Penalty 1641.193483 = -109949.261285 nChanged 38 SP:Iteration 16Q (2869.823625 sec): 3 clusters Score: Raw -111613.518526 + Penalty 1641.193483 = -109972.325043 nChanged 37 SP:Iteration 17Q (2869.932132 sec): 3 clusters Score: Raw -111639.310811 + Penalty 1641.193483 = -109998.117328 nChanged 44 SP:Iteration 18Q (2870.039986 sec): 3 clusters Score: Raw -111671.163609 + Penalty 1641.193483 = -110029.970126 nChanged 39 SP:Iteration 19Q (2870.144083 sec): 3 clusters Score: Raw -111700.060316 + Penalty 1641.193483 = -110058.866833 nChanged 26 SP:Iteration 20F (2870.270019 sec): 3 clusters Score: Raw -111724.608846 + Penalty 1641.193483 = -110083.415363 nChanged 42 SP:Iteration 21Q (2870.356352 sec): 3 clusters Score: Raw -111761.863932 + Penalty 1641.193483 = -110120.670449 nChanged 52 SP:Iteration 22Q (2870.468244 sec): 3 clusters Score: Raw -111799.863409 + Penalty 1641.193483 = -110158.669926 nChanged 42 SP:Iteration 23Q (2870.552076 sec): 3 clusters Score: Raw -111839.650938 + Penalty 1641.193483 = -110198.457455 nChanged 57 SP:Iteration 24Q (2870.579297 sec): 3 clusters Score: Raw -111881.799560 + Penalty 1641.193483 = -110240.606077 nChanged 54 SP:Iteration 25Q (2870.606507 sec): 3 clusters Score: Raw -111914.962042 + Penalty 1641.193483 = -110273.768558 nChanged 41 SP:Iteration 26Q (2870.630822 sec): 3 clusters Score: Raw -111944.214233 + Penalty 1641.193483 = -110303.020750 nChanged 55 SP:Iteration 27Q (2870.654588 sec): 3 clusters Score: Raw -111978.974492 + Penalty 1641.193483 = -110337.781009 nChanged 46 SP:Iteration 28Q (2870.758971 sec): 3 clusters Score: Raw -112003.565166 + Penalty 1641.193483 = -110362.371683 nChanged 29 SP:Iteration 29Q (2870.889144 sec): 3 clusters Score: Raw -112018.192628 + Penalty 1641.193483 = -110376.999145 nChanged 34 SP:Iteration 30Q (2871.007273 sec): 3 clusters Score: Raw -112038.255055 + Penalty 1641.193483 = -110397.061572 nChanged 32 SP:Iteration 31Q (2871.100082 sec): 3 clusters Score: Raw -112051.744880 + Penalty 1641.193483 = -110410.551397 nChanged 33 SP:Iteration 32Q (2871.205701 sec): 3 clusters Score: Raw -112067.899361 + Penalty 1641.193483 = -110426.705878 nChanged 28 SP:Iteration 33Q (2871.320435 sec): 3 clusters Score: Raw -112084.979052 + Penalty 1641.193483 = -110443.785569 nChanged 30 SP:Iteration 34Q (2871.441901 sec): 3 clusters Score: Raw -112107.947683 + Penalty 1641.193483 = -110466.754200 nChanged 34 SP:Iteration 35Q (2871.533459 sec): 3 clusters Score: Raw -112137.159544 + Penalty 1641.193483 = -110495.966061 nChanged 22 SP:Iteration 36Q (2871.640303 sec): 3 clusters Score: Raw -112155.609231 + Penalty 1641.193483 = -110514.415748 nChanged 24 SP:Iteration 37Q (2871.746586 sec): 3 clusters Score: Raw -112179.662216 + Penalty 1641.193483 = -110538.468732 nChanged 20 SP:Iteration 38Q (2871.858924 sec): 3 clusters Score: Raw -112191.226702 + Penalty 1641.193483 = -110550.033219 nChanged 12 SP:Iteration 39Q (2871.965735 sec): 3 clusters Score: Raw -112195.353665 + Penalty 1641.193483 = -110554.160182 nChanged 4 SP:Iteration 40F (2872.101801 sec): 3 clusters Score: Raw -112197.282458 + Penalty 1641.193483 = -110556.088975 nChanged 4 SP:Iteration 41Q (2872.201097 sec): 3 clusters Score: Raw -112198.674795 + Penalty 1641.193483 = -110557.481312 nChanged 0 SP:Iteration 42F (2872.316592 sec): 3 clusters Score: Raw -112198.674795 + Penalty 1641.193483 = -110557.481312 nChanged 0 Score: Raw -1995471.329929 + Penalty 14499.243309 = -1980972.086620 Splitting cluster 6 changes total score from -1980787.237379 to -1980972.086620 So it's getting split into cluster 13. Trying to split cluster 7 (3823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2873.411013 sec): 2 clusters Score: Raw -199189.011872 + Penalty 866.123027 = -198322.888845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2873.539965 sec): 3 clusters Score: Raw -197140.615140 + Penalty 1732.246054 = -195408.369086 nChanged 1596 SP:Iteration 1F (2873.684918 sec): 3 clusters Score: Raw -198188.592493 + Penalty 1732.246054 = -196456.346439 nChanged 384 SP:Iteration 2F (2873.801948 sec): 3 clusters Score: Raw -198583.870976 + Penalty 1732.246054 = -196851.624922 nChanged 321 SP:Iteration 3F (2873.949221 sec): 3 clusters Score: Raw -198895.064221 + Penalty 1732.246054 = -197162.818167 nChanged 307 SP:Iteration 4F (2874.055825 sec): 3 clusters Score: Raw -199150.780579 + Penalty 1732.246054 = -197418.534525 nChanged 233 SP:Iteration 5F (2874.161346 sec): 3 clusters Score: Raw -199347.490911 + Penalty 1732.246054 = -197615.244857 nChanged 158 SP:Iteration 6Q (2874.288889 sec): 3 clusters Score: Raw -199458.523377 + Penalty 1732.246054 = -197726.277323 nChanged 99 SP:Iteration 7Q (2874.365842 sec): 3 clusters Score: Raw -199513.178257 + Penalty 1732.246054 = -197780.932203 nChanged 81 SP:Iteration 8Q (2874.489394 sec): 3 clusters Score: Raw -199546.935159 + Penalty 1732.246054 = -197814.689105 nChanged 50 SP:Iteration 9Q (2874.582747 sec): 3 clusters Score: Raw -199564.561789 + Penalty 1732.246054 = -197832.315735 nChanged 40 SP:Iteration 10Q (2874.704953 sec): 3 clusters Score: Raw -199577.030313 + Penalty 1732.246054 = -197844.784259 nChanged 24 SP:Iteration 11Q (2874.821290 sec): 3 clusters Score: Raw -199585.754594 + Penalty 1732.246054 = -197853.508540 nChanged 24 SP:Iteration 12Q (2874.939981 sec): 3 clusters Score: Raw -199594.077652 + Penalty 1732.246054 = -197861.831598 nChanged 21 SP:Iteration 13Q (2875.061264 sec): 3 clusters Score: Raw -199607.257290 + Penalty 1732.246054 = -197875.011236 nChanged 25 SP:Iteration 14Q (2875.179240 sec): 3 clusters Score: Raw -199622.073948 + Penalty 1732.246054 = -197889.827894 nChanged 30 SP:Iteration 15Q (2875.315477 sec): 3 clusters Score: Raw -199645.006105 + Penalty 1732.246054 = -197912.760051 nChanged 45 SP:Iteration 16Q (2875.409260 sec): 3 clusters Score: Raw -199681.667997 + Penalty 1732.246054 = -197949.421943 nChanged 69 SP:Iteration 17Q (2875.521171 sec): 3 clusters Score: Raw -199763.388840 + Penalty 1732.246054 = -198031.142786 nChanged 75 SP:Iteration 18Q (2875.638759 sec): 3 clusters Score: Raw -199879.196980 + Penalty 1732.246054 = -198146.950926 nChanged 98 SP:Iteration 19Q (2875.763042 sec): 3 clusters Score: Raw -199999.787656 + Penalty 1732.246054 = -198267.541602 nChanged 86 SP:Iteration 20F (2875.883751 sec): 3 clusters Score: Raw -200062.534814 + Penalty 1732.246054 = -198330.288760 nChanged 70 SP:Iteration 21Q (2876.000971 sec): 3 clusters Score: Raw -200092.420528 + Penalty 1732.246054 = -198360.174473 nChanged 38 SP:Iteration 22Q (2876.145955 sec): 3 clusters Score: Raw -200110.446318 + Penalty 1732.246054 = -198378.200264 nChanged 35 SP:Iteration 23Q (2876.224148 sec): 3 clusters Score: Raw -200133.369344 + Penalty 1732.246054 = -198401.123290 nChanged 34 SP:Iteration 24Q (2876.333976 sec): 3 clusters Score: Raw -200154.946456 + Penalty 1732.246054 = -198422.700402 nChanged 40 SP:Iteration 25Q (2876.479360 sec): 3 clusters Score: Raw -200178.278358 + Penalty 1732.246054 = -198446.032304 nChanged 40 SP:Iteration 26Q (2876.570902 sec): 3 clusters Score: Raw -200200.767285 + Penalty 1732.246054 = -198468.521231 nChanged 37 SP:Iteration 27Q (2876.685647 sec): 3 clusters Score: Raw -200217.843261 + Penalty 1732.246054 = -198485.597207 nChanged 31 SP:Iteration 28Q (2876.811719 sec): 3 clusters Score: Raw -200230.015294 + Penalty 1732.246054 = -198497.769240 nChanged 25 SP:Iteration 29Q (2876.907933 sec): 3 clusters Score: Raw -200239.290720 + Penalty 1732.246054 = -198507.044666 nChanged 22 SP:Iteration 30Q (2877.028460 sec): 3 clusters Score: Raw -200245.579530 + Penalty 1732.246054 = -198513.333475 nChanged 15 SP:Iteration 31Q (2877.150205 sec): 3 clusters Score: Raw -200250.906914 + Penalty 1732.246054 = -198518.660860 nChanged 19 SP:Iteration 32Q (2877.270417 sec): 3 clusters Score: Raw -200256.906871 + Penalty 1732.246054 = -198524.660817 nChanged 15 SP:Iteration 33Q (2877.390968 sec): 3 clusters Score: Raw -200260.571306 + Penalty 1732.246054 = -198528.325252 nChanged 11 SP:Iteration 34Q (2877.498657 sec): 3 clusters Score: Raw -200262.850824 + Penalty 1732.246054 = -198530.604770 nChanged 5 SP:Iteration 35Q (2877.603370 sec): 3 clusters Score: Raw -200263.710266 + Penalty 1732.246054 = -198531.464212 nChanged 4 SP:Iteration 36Q (2877.699305 sec): 3 clusters Score: Raw -200264.231680 + Penalty 1732.246054 = -198531.985626 nChanged 4 SP:Iteration 37Q (2877.803502 sec): 3 clusters Score: Raw -200264.941410 + Penalty 1732.246054 = -198532.695355 nChanged 7 SP:Iteration 38Q (2877.915430 sec): 3 clusters Score: Raw -200266.552288 + Penalty 1732.246054 = -198534.306234 nChanged 12 SP:Iteration 39Q (2878.043351 sec): 3 clusters Score: Raw -200269.553941 + Penalty 1732.246054 = -198537.307887 nChanged 15 SP:Iteration 40F (2878.126430 sec): 3 clusters Score: Raw -200274.008182 + Penalty 1732.246054 = -198541.762128 nChanged 9 SP:Iteration 41Q (2878.230790 sec): 3 clusters Score: Raw -200276.457502 + Penalty 1732.246054 = -198544.211448 nChanged 5 SP:Iteration 42Q (2878.339562 sec): 3 clusters Score: Raw -200277.555624 + Penalty 1732.246054 = -198545.309570 nChanged 4 SP:Iteration 43Q (2878.449051 sec): 3 clusters Score: Raw -200278.272302 + Penalty 1732.246054 = -198546.026248 nChanged 3 SP:Iteration 44Q (2878.563522 sec): 3 clusters Score: Raw -200278.871696 + Penalty 1732.246054 = -198546.625642 nChanged 4 SP:Iteration 45Q (2878.677071 sec): 3 clusters Score: Raw -200279.550778 + Penalty 1732.246054 = -198547.304724 nChanged 2 SP:Iteration 46Q (2878.795507 sec): 3 clusters Score: Raw -200279.787208 + Penalty 1732.246054 = -198547.541154 nChanged 1 SP:Iteration 47Q (2878.915850 sec): 3 clusters Score: Raw -200280.008503 + Penalty 1732.246054 = -198547.762449 nChanged 1 SP:Iteration 48Q (2879.027882 sec): 3 clusters Score: Raw -200280.427446 + Penalty 1732.246054 = -198548.181392 nChanged 2 SP:Iteration 49Q (2879.129360 sec): 3 clusters Score: Raw -200280.858519 + Penalty 1732.246054 = -198548.612465 nChanged 1 SP:Iteration 50Q (2879.254203 sec): 3 clusters Score: Raw -200281.099681 + Penalty 1732.246054 = -198548.853626 nChanged 3 SP:Iteration 51Q (2879.374044 sec): 3 clusters Score: Raw -200281.651780 + Penalty 1732.246054 = -198549.405725 nChanged 1 SP:Iteration 52Q (2879.488330 sec): 3 clusters Score: Raw -200281.722840 + Penalty 1732.246054 = -198549.476786 nChanged 1 SP:Iteration 53Q (2879.602461 sec): 3 clusters Score: Raw -200281.868984 + Penalty 1732.246054 = -198549.622929 nChanged 0 SP:Iteration 54F (2879.715842 sec): 3 clusters Score: Raw -200281.868984 + Penalty 1732.246054 = -198549.622929 nChanged 0 Score: Raw -1996564.187041 + Penalty 15614.569717 = -1980949.617323 Splitting cluster 7 changes total score from -1980787.237379 to -1980949.617323 So it's getting split into cluster 14. Trying to split cluster 8 (1613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.102860 sec): 2 clusters Score: Raw -68902.427865 + Penalty 775.514363 = -68126.913502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.214925 sec): 3 clusters Score: Raw -68172.271929 + Penalty 1551.028726 = -66621.243202 nChanged 610 SP:Iteration 1F (2881.343294 sec): 3 clusters Score: Raw -68634.235623 + Penalty 1551.028726 = -67083.206897 nChanged 149 SP:Iteration 2F (2881.458217 sec): 3 clusters Score: Raw -68775.473490 + Penalty 1551.028726 = -67224.444763 nChanged 106 SP:Iteration 3F (2881.547567 sec): 3 clusters Score: Raw -68912.906773 + Penalty 1551.028726 = -67361.878047 nChanged 94 SP:Iteration 4F (2881.661586 sec): 3 clusters Score: Raw -69000.117204 + Penalty 1551.028726 = -67449.088478 nChanged 72 SP:Iteration 5Q (2881.746778 sec): 3 clusters Score: Raw -69072.971714 + Penalty 1551.028726 = -67521.942988 nChanged 66 SP:Iteration 6Q (2881.838636 sec): 3 clusters Score: Raw -69135.141352 + Penalty 1551.028726 = -67584.112626 nChanged 55 SP:Iteration 7Q (2881.938098 sec): 3 clusters Score: Raw -69173.316613 + Penalty 1551.028726 = -67622.287887 nChanged 43 SP:Iteration 8Q (2882.038825 sec): 3 clusters Score: Raw -69212.030622 + Penalty 1551.028726 = -67661.001896 nChanged 37 SP:Iteration 9Q (2882.146654 sec): 3 clusters Score: Raw -69244.943749 + Penalty 1551.028726 = -67693.915022 nChanged 41 SP:Iteration 10Q (2882.250898 sec): 3 clusters Score: Raw -69297.689819 + Penalty 1551.028726 = -67746.661093 nChanged 35 SP:Iteration 11Q (2882.344384 sec): 3 clusters Score: Raw -69335.022531 + Penalty 1551.028726 = -67783.993805 nChanged 45 SP:Iteration 12Q (2882.450737 sec): 3 clusters Score: Raw -69375.711286 + Penalty 1551.028726 = -67824.682560 nChanged 48 SP:Iteration 13Q (2882.557163 sec): 3 clusters Score: Raw -69430.173986 + Penalty 1551.028726 = -67879.145260 nChanged 48 SP:Iteration 14Q (2882.673320 sec): 3 clusters Score: Raw -69470.671054 + Penalty 1551.028726 = -67919.642328 nChanged 47 SP:Iteration 15Q (2882.770563 sec): 3 clusters Score: Raw -69501.545599 + Penalty 1551.028726 = -67950.516872 nChanged 43 SP:Iteration 16Q (2882.867477 sec): 3 clusters Score: Raw -69527.736599 + Penalty 1551.028726 = -67976.707873 nChanged 36 SP:Iteration 17Q (2882.961681 sec): 3 clusters Score: Raw -69551.594905 + Penalty 1551.028726 = -68000.566179 nChanged 27 SP:Iteration 18Q (2883.069480 sec): 3 clusters Score: Raw -69568.847928 + Penalty 1551.028726 = -68017.819202 nChanged 24 SP:Iteration 19Q (2883.179036 sec): 3 clusters Score: Raw -69581.825529 + Penalty 1551.028726 = -68030.796803 nChanged 21 SP:Iteration 20F (2883.287557 sec): 3 clusters Score: Raw -69594.919228 + Penalty 1551.028726 = -68043.890502 nChanged 24 SP:Iteration 21Q (2883.394795 sec): 3 clusters Score: Raw -69616.232681 + Penalty 1551.028726 = -68065.203955 nChanged 27 SP:Iteration 22Q (2883.509136 sec): 3 clusters Score: Raw -69639.483847 + Penalty 1551.028726 = -68088.455121 nChanged 17 SP:Iteration 23Q (2883.591183 sec): 3 clusters Score: Raw -69654.050042 + Penalty 1551.028726 = -68103.021315 nChanged 26 SP:Iteration 24Q (2883.696466 sec): 3 clusters Score: Raw -69675.103283 + Penalty 1551.028726 = -68124.074557 nChanged 20 SP:Iteration 25Q (2883.803114 sec): 3 clusters Score: Raw -69688.566348 + Penalty 1551.028726 = -68137.537622 nChanged 21 SP:Iteration 26Q (2883.908533 sec): 3 clusters Score: Raw -69704.101863 + Penalty 1551.028726 = -68153.073137 nChanged 17 SP:Iteration 27Q (2884.014011 sec): 3 clusters Score: Raw -69719.823327 + Penalty 1551.028726 = -68168.794600 nChanged 18 SP:Iteration 28Q (2884.107590 sec): 3 clusters Score: Raw -69730.571231 + Penalty 1551.028726 = -68179.542505 nChanged 9 SP:Iteration 29Q (2884.196351 sec): 3 clusters Score: Raw -69734.661639 + Penalty 1551.028726 = -68183.632913 nChanged 6 SP:Iteration 30Q (2884.289464 sec): 3 clusters Score: Raw -69738.092675 + Penalty 1551.028726 = -68187.063949 nChanged 7 SP:Iteration 31Q (2884.381282 sec): 3 clusters Score: Raw -69740.501610 + Penalty 1551.028726 = -68189.472884 nChanged 2 SP:Iteration 32Q (2884.502938 sec): 3 clusters Score: Raw -69741.649096 + Penalty 1551.028726 = -68190.620370 nChanged 3 SP:Iteration 33Q (2884.580611 sec): 3 clusters Score: Raw -69742.926835 + Penalty 1551.028726 = -68191.898109 nChanged 2 SP:Iteration 34Q (2884.679244 sec): 3 clusters Score: Raw -69743.968685 + Penalty 1551.028726 = -68192.939958 nChanged 2 SP:Iteration 35Q (2884.775800 sec): 3 clusters Score: Raw -69744.742362 + Penalty 1551.028726 = -68193.713636 nChanged 3 SP:Iteration 36Q (2884.872455 sec): 3 clusters Score: Raw -69745.956950 + Penalty 1551.028726 = -68194.928223 nChanged 0 SP:Iteration 37F (2884.987357 sec): 3 clusters Score: Raw -69745.956950 + Penalty 1551.028726 = -68194.928223 nChanged 0 Score: Raw -1997407.716125 + Penalty 16729.896126 = -1980677.819999 Splitting cluster 8 changes total score from -1980787.237379 to -1980677.819999 So it's not getting split. Trying to split cluster 9 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2886.326157 sec): 2 clusters Score: Raw -161426.999353 + Penalty 850.930401 = -160576.068952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2886.414003 sec): 3 clusters Score: Raw -159732.985647 + Penalty 1701.860802 = -158031.124845 nChanged 1333 SP:Iteration 1F (2886.512762 sec): 3 clusters Score: Raw -160684.226930 + Penalty 1701.860802 = -158982.366128 nChanged 332 SP:Iteration 2F (2886.613083 sec): 3 clusters Score: Raw -161092.202868 + Penalty 1701.860802 = -159390.342067 nChanged 304 SP:Iteration 3F (2886.714301 sec): 3 clusters Score: Raw -161629.316446 + Penalty 1701.860802 = -159927.455645 nChanged 288 SP:Iteration 4F (2886.807598 sec): 3 clusters Score: Raw -162100.630835 + Penalty 1701.860802 = -160398.770034 nChanged 226 SP:Iteration 5F (2886.907915 sec): 3 clusters Score: Raw -162348.347085 + Penalty 1701.860802 = -160646.486283 nChanged 139 SP:Iteration 6Q (2887.008961 sec): 3 clusters Score: Raw -162462.092216 + Penalty 1701.860802 = -160760.231415 nChanged 91 SP:Iteration 7Q (2887.103359 sec): 3 clusters Score: Raw -162538.794101 + Penalty 1701.860802 = -160836.933299 nChanged 77 SP:Iteration 8Q (2887.223850 sec): 3 clusters Score: Raw -162604.407349 + Penalty 1701.860802 = -160902.546547 nChanged 69 SP:Iteration 9Q (2887.315061 sec): 3 clusters Score: Raw -162643.155070 + Penalty 1701.860802 = -160941.294268 nChanged 46 SP:Iteration 10Q (2887.423181 sec): 3 clusters Score: Raw -162660.572898 + Penalty 1701.860802 = -160958.712096 nChanged 24 SP:Iteration 11Q (2887.537294 sec): 3 clusters Score: Raw -162670.031459 + Penalty 1701.860802 = -160968.170657 nChanged 25 SP:Iteration 12Q (2887.647095 sec): 3 clusters Score: Raw -162679.018418 + Penalty 1701.860802 = -160977.157617 nChanged 11 SP:Iteration 13Q (2887.754929 sec): 3 clusters Score: Raw -162683.761394 + Penalty 1701.860802 = -160981.900592 nChanged 12 SP:Iteration 14Q (2887.862958 sec): 3 clusters Score: Raw -162687.313801 + Penalty 1701.860802 = -160985.452999 nChanged 8 SP:Iteration 15Q (2887.970857 sec): 3 clusters Score: Raw -162689.613241 + Penalty 1701.860802 = -160987.752439 nChanged 4 SP:Iteration 16Q (2888.068595 sec): 3 clusters Score: Raw -162690.440540 + Penalty 1701.860802 = -160988.579738 nChanged 2 SP:Iteration 17Q (2888.191242 sec): 3 clusters Score: Raw -162690.741701 + Penalty 1701.860802 = -160988.880899 nChanged 1 SP:Iteration 18Q (2888.262072 sec): 3 clusters Score: Raw -162690.842442 + Penalty 1701.860802 = -160988.981641 nChanged 0 SP:Iteration 19F (2888.365689 sec): 3 clusters Score: Raw -162690.842442 + Penalty 1701.860802 = -160988.981641 nChanged 0 Score: Raw -1997828.030130 + Penalty 16729.896126 = -1981098.134004 Splitting cluster 9 changes total score from -1980787.237379 to -1981098.134004 So it's getting split into cluster 15. Trying to split cluster 10 (6264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2889.537877 sec): 2 clusters Score: Raw -325244.898135 + Penalty 917.970295 = -324326.927840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2889.676087 sec): 3 clusters Score: Raw -321795.247083 + Penalty 1835.940590 = -319959.306493 nChanged 2700 SP:Iteration 1F (2889.767238 sec): 3 clusters Score: Raw -323634.473144 + Penalty 1835.940590 = -321798.532555 nChanged 595 SP:Iteration 2F (2889.868591 sec): 3 clusters Score: Raw -324139.301709 + Penalty 1835.940590 = -322303.361119 nChanged 545 SP:Iteration 3F (2889.979442 sec): 3 clusters Score: Raw -324589.521628 + Penalty 1835.940590 = -322753.581038 nChanged 446 SP:Iteration 4F (2890.077969 sec): 3 clusters Score: Raw -324987.879590 + Penalty 1835.940590 = -323151.939000 nChanged 366 SP:Iteration 5F (2890.189776 sec): 3 clusters Score: Raw -325328.542768 + Penalty 1835.940590 = -323492.602178 nChanged 264 SP:Iteration 6Q (2890.289570 sec): 3 clusters Score: Raw -325524.221805 + Penalty 1835.940590 = -323688.281215 nChanged 173 SP:Iteration 7Q (2890.409807 sec): 3 clusters Score: Raw -325640.747730 + Penalty 1835.940590 = -323804.807140 nChanged 114 SP:Iteration 8Q (2890.514278 sec): 3 clusters Score: Raw -325685.381485 + Penalty 1835.940590 = -323849.440895 nChanged 63 SP:Iteration 9Q (2890.638609 sec): 3 clusters Score: Raw -325706.662970 + Penalty 1835.940590 = -323870.722380 nChanged 46 SP:Iteration 10Q (2890.761677 sec): 3 clusters Score: Raw -325717.459634 + Penalty 1835.940590 = -323881.519044 nChanged 35 SP:Iteration 11Q (2890.882815 sec): 3 clusters Score: Raw -325724.526795 + Penalty 1835.940590 = -323888.586205 nChanged 13 SP:Iteration 12Q (2890.988256 sec): 3 clusters Score: Raw -325727.069443 + Penalty 1835.940590 = -323891.128853 nChanged 15 SP:Iteration 13Q (2891.081693 sec): 3 clusters Score: Raw -325729.555327 + Penalty 1835.940590 = -323893.614737 nChanged 7 SP:Iteration 14Q (2891.189283 sec): 3 clusters Score: Raw -325730.806914 + Penalty 1835.940590 = -323894.866324 nChanged 7 SP:Iteration 15Q (2891.304437 sec): 3 clusters Score: Raw -325731.827977 + Penalty 1835.940590 = -323895.887387 nChanged 4 SP:Iteration 16Q (2891.408984 sec): 3 clusters Score: Raw -325732.722638 + Penalty 1835.940590 = -323896.782048 nChanged 4 SP:Iteration 17Q (2891.512148 sec): 3 clusters Score: Raw -325733.126412 + Penalty 1835.940590 = -323897.185823 nChanged 2 SP:Iteration 18Q (2891.617567 sec): 3 clusters Score: Raw -325733.346666 + Penalty 1835.940590 = -323897.406077 nChanged 2 SP:Iteration 19Q (2891.720466 sec): 3 clusters Score: Raw -325733.554675 + Penalty 1835.940590 = -323897.614085 nChanged 2 SP:Iteration 20F (2891.842004 sec): 3 clusters Score: Raw -325733.881793 + Penalty 1835.940590 = -323897.941203 nChanged 3 SP:Iteration 21Q (2891.935948 sec): 3 clusters Score: Raw -325734.180610 + Penalty 1835.940590 = -323898.240020 nChanged 3 SP:Iteration 22Q (2892.040603 sec): 3 clusters Score: Raw -325734.572735 + Penalty 1835.940590 = -323898.632145 nChanged 1 SP:Iteration 23Q (2892.165583 sec): 3 clusters Score: Raw -325734.679995 + Penalty 1835.940590 = -323898.739405 nChanged 1 SP:Iteration 24Q (2892.267523 sec): 3 clusters Score: Raw -325734.971274 + Penalty 1835.940590 = -323899.030684 nChanged 2 SP:Iteration 25Q (2892.386280 sec): 3 clusters Score: Raw -325735.237977 + Penalty 1835.940590 = -323899.297387 nChanged 1 SP:Iteration 26Q (2892.497172 sec): 3 clusters Score: Raw -325735.299506 + Penalty 1835.940590 = -323899.358916 nChanged 0 SP:Iteration 27F (2892.598305 sec): 3 clusters Score: Raw -325735.299506 + Penalty 1835.940590 = -323899.358916 nChanged 0 Iteration 20F (2893.841777 sec): 16 clusters Score: Raw -1999892.907193 + Penalty 16729.896126 = -1983163.011067 nChanged 2403 Iteration 21F (2895.104500 sec): 16 clusters Score: Raw -2001296.346880 + Penalty 16729.896126 = -1984566.450754 nChanged 1103 Iteration 22Q (2896.206879 sec): 16 clusters Score: Raw -2001919.220904 + Penalty 16729.896126 = -1985189.324778 nChanged 784 Iteration 23Q (2897.346845 sec): 16 clusters Score: Raw -2002322.053780 + Penalty 16729.896126 = -1985592.157655 nChanged 602 Iteration 24Q (2898.485453 sec): 16 clusters Score: Raw -2002597.412566 + Penalty 16729.896126 = -1985867.516440 nChanged 506 Iteration 25Q (2899.576834 sec): 16 clusters Score: Raw -2002798.698313 + Penalty 16729.896126 = -1986068.802187 nChanged 446 Iteration 26Q (2900.666599 sec): 16 clusters Score: Raw -2002963.737259 + Penalty 16729.896126 = -1986233.841133 nChanged 419 Iteration 27Q (2901.821855 sec): 16 clusters Score: Raw -2003111.307332 + Penalty 16729.896126 = -1986381.411206 nChanged 340 Iteration 28Q (2902.941420 sec): 16 clusters Score: Raw -2003222.285775 + Penalty 16729.896126 = -1986492.389649 nChanged 322 Iteration 29Q (2904.068316 sec): 16 clusters Score: Raw -2003324.903839 + Penalty 16729.896126 = -1986595.007713 nChanged 304 Iteration 30Q (2905.181840 sec): 16 clusters Score: Raw -2003413.161959 + Penalty 16729.896126 = -1986683.265833 nChanged 277 Iteration 31Q (2906.213547 sec): 16 clusters Score: Raw -2003500.791935 + Penalty 16729.896126 = -1986770.895809 nChanged 255 Iteration 32Q (2907.313677 sec): 16 clusters Score: Raw -2003584.457032 + Penalty 16729.896126 = -1986854.560907 nChanged 240 Iteration 33Q (2908.346779 sec): 16 clusters Score: Raw -2003663.463380 + Penalty 16729.896126 = -1986933.567254 nChanged 223 Iteration 34Q (2909.451967 sec): 16 clusters Score: Raw -2003737.406052 + Penalty 16729.896126 = -1987007.509926 nChanged 217 Iteration 35Q (2910.550158 sec): 16 clusters Score: Raw -2003808.122356 + Penalty 16729.896126 = -1987078.226230 nChanged 176 Iteration 36Q (2911.632533 sec): 16 clusters Score: Raw -2003857.311163 + Penalty 16729.896126 = -1987127.415037 nChanged 159 Iteration 37Q (2912.729018 sec): 16 clusters Score: Raw -2003898.795355 + Penalty 16729.896126 = -1987168.899229 nChanged 167 Iteration 38Q (2913.803230 sec): 16 clusters Score: Raw -2003939.009729 + Penalty 16729.896126 = -1987209.113603 nChanged 156 Iteration 39Q (2914.873339 sec): 16 clusters Score: Raw -2003977.390823 + Penalty 16729.896126 = -1987247.494697 nChanged 137 Iteration 40F (2916.067075 sec): 16 clusters Score: Raw -2004049.410186 + Penalty 16729.896126 = -1987319.514060 nChanged 141 Iteration 41Q (2917.117187 sec): 16 clusters Score: Raw -2004100.425971 + Penalty 16729.896126 = -1987370.529845 nChanged 139 Iteration 42Q (2918.150781 sec): 16 clusters Score: Raw -2004146.069925 + Penalty 16729.896126 = -1987416.173799 nChanged 118 Iteration 43Q (2919.203620 sec): 16 clusters Score: Raw -2004183.330496 + Penalty 16729.896126 = -1987453.434370 nChanged 124 Iteration 44Q (2920.275726 sec): 16 clusters Score: Raw -2004207.801918 + Penalty 16729.896126 = -1987477.905792 nChanged 105 Iteration 45Q (2921.386137 sec): 16 clusters Score: Raw -2004230.175303 + Penalty 16729.896126 = -1987500.279177 nChanged 98 Iteration 46Q (2922.473660 sec): 16 clusters Score: Raw -2004250.016133 + Penalty 16729.896126 = -1987520.120007 nChanged 87 Iteration 47Q (2923.574891 sec): 16 clusters Score: Raw -2004268.274331 + Penalty 16729.896126 = -1987538.378206 nChanged 78 Iteration 48Q (2924.762922 sec): 16 clusters Score: Raw -2004283.331034 + Penalty 16729.896126 = -1987553.434909 nChanged 65 Iteration 49Q (2925.931954 sec): 16 clusters Score: Raw -2004298.060970 + Penalty 16729.896126 = -1987568.164844 nChanged 74 Iteration 50Q (2927.036005 sec): 16 clusters Score: Raw -2004314.579801 + Penalty 16729.896126 = -1987584.683675 nChanged 80 Iteration 51Q (2928.164862 sec): 16 clusters Score: Raw -2004334.446517 + Penalty 16729.896126 = -1987604.550391 nChanged 82 Iteration 52Q (2929.301233 sec): 16 clusters Score: Raw -2004352.649762 + Penalty 16729.896126 = -1987622.753636 nChanged 91 Iteration 53Q (2930.408909 sec): 16 clusters Score: Raw -2004372.748329 + Penalty 16729.896126 = -1987642.852203 nChanged 79 Iteration 54Q (2931.431825 sec): 16 clusters Score: Raw -2004386.291741 + Penalty 16729.896126 = -1987656.395616 nChanged 73 Iteration 55Q (2932.542822 sec): 16 clusters Score: Raw -2004398.740969 + Penalty 16729.896126 = -1987668.844843 nChanged 75 Iteration 56Q (2933.659824 sec): 16 clusters Score: Raw -2004411.278206 + Penalty 16729.896126 = -1987681.382081 nChanged 57 Iteration 57Q (2934.749643 sec): 16 clusters Score: Raw -2004419.149428 + Penalty 16729.896126 = -1987689.253303 nChanged 51 Iteration 58Q (2935.830574 sec): 16 clusters Score: Raw -2004426.827696 + Penalty 16729.896126 = -1987696.931570 nChanged 54 Writing temp clu file Because OldScore, -1987689.253303, is greater than current (better) Score,-1987696.931570 Compute initial score before splitting: Score: Raw -2004426.827696 + Penalty 16729.896126 = -1987696.931570 Trying to split cluster 1 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2935.953571 sec): 2 clusters Score: Raw -18099.555930 + Penalty 669.556330 = -17429.999601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2936.028167 sec): 3 clusters Score: Raw -18086.917743 + Penalty 1339.112659 = -16747.805084 nChanged 177 SP:Iteration 1F (2936.124907 sec): 3 clusters Score: Raw -18424.051125 + Penalty 1339.112659 = -17084.938466 nChanged 45 SP:Iteration 2F (2936.221882 sec): 3 clusters Score: Raw -18521.174161 + Penalty 1339.112659 = -17182.061502 nChanged 26 SP:Iteration 3Q (2936.332021 sec): 3 clusters Score: Raw -18589.201481 + Penalty 1339.112659 = -17250.088822 nChanged 21 SP:Iteration 4Q (2936.412213 sec): 3 clusters Score: Raw -18643.569195 + Penalty 1339.112659 = -17304.456536 nChanged 14 SP:Iteration 5Q (2936.497713 sec): 3 clusters Score: Raw -18673.954976 + Penalty 1339.112659 = -17334.842317 nChanged 11 SP:Iteration 6Q (2936.579541 sec): 3 clusters Score: Raw -18692.434447 + Penalty 1339.112659 = -17353.321788 nChanged 7 SP:Iteration 7Q (2936.674682 sec): 3 clusters Score: Raw -18710.040732 + Penalty 1339.112659 = -17370.928073 nChanged 8 SP:Iteration 8Q (2936.781307 sec): 3 clusters Score: Raw -18727.704438 + Penalty 1339.112659 = -17388.591779 nChanged 7 SP:Iteration 9Q (2936.903155 sec): 3 clusters Score: Raw -18737.621659 + Penalty 1339.112659 = -17398.509000 nChanged 4 SP:Iteration 10Q (2937.000551 sec): 3 clusters Score: Raw -18745.526379 + Penalty 1339.112659 = -17406.413720 nChanged 3 SP:Iteration 11Q (2937.078355 sec): 3 clusters Score: Raw -18754.274578 + Penalty 1339.112659 = -17415.161919 nChanged 6 SP:Iteration 12Q (2937.173057 sec): 3 clusters Score: Raw -18767.484288 + Penalty 1339.112659 = -17428.371629 nChanged 3 SP:Iteration 13Q (2937.272530 sec): 3 clusters Score: Raw -18770.359711 + Penalty 1339.112659 = -17431.247052 nChanged 3 SP:Iteration 14Q (2937.367883 sec): 3 clusters Score: Raw -18776.953394 + Penalty 1339.112659 = -17437.840735 nChanged 1 SP:Iteration 15Q (2937.437268 sec): 3 clusters Score: Raw -18778.278933 + Penalty 1339.112659 = -17439.166274 nChanged 3 SP:Iteration 16Q (2937.537528 sec): 3 clusters Score: Raw -18783.227608 + Penalty 1339.112659 = -17444.114949 nChanged 0 SP:Iteration 17F (2937.637007 sec): 3 clusters Score: Raw -18783.589121 + Penalty 1339.112659 = -17444.476462 nChanged 1 SP:Iteration 18Q (2937.729050 sec): 3 clusters Score: Raw -18797.868192 + Penalty 1339.112659 = -17458.755533 nChanged 2 SP:Iteration 19Q (2937.809912 sec): 3 clusters Score: Raw -18802.298037 + Penalty 1339.112659 = -17463.185378 nChanged 1 SP:Iteration 20F (2937.917261 sec): 3 clusters Score: Raw -18806.655741 + Penalty 1339.112659 = -17467.543082 nChanged 0 Score: Raw -2005140.770530 + Penalty 17845.222534 = -1987295.547996 Splitting cluster 1 changes total score from -1987696.931570 to -1987295.547996 So it's not getting split. Trying to split cluster 2 (2633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2939.260774 sec): 2 clusters Score: Raw -129549.891612 + Penalty 826.967312 = -128722.924300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2939.360213 sec): 3 clusters Score: Raw -128219.251848 + Penalty 1653.934623 = -126565.317224 nChanged 1044 SP:Iteration 1F (2939.460950 sec): 3 clusters Score: Raw -128901.238839 + Penalty 1653.934623 = -127247.304216 nChanged 213 SP:Iteration 2F (2939.571411 sec): 3 clusters Score: Raw -129067.624483 + Penalty 1653.934623 = -127413.689860 nChanged 161 SP:Iteration 3F (2939.655275 sec): 3 clusters Score: Raw -129173.856342 + Penalty 1653.934623 = -127519.921719 nChanged 122 SP:Iteration 4Q (2939.743133 sec): 3 clusters Score: Raw -129248.297471 + Penalty 1653.934623 = -127594.362847 nChanged 100 SP:Iteration 5Q (2939.849940 sec): 3 clusters Score: Raw -129307.490190 + Penalty 1653.934623 = -127653.555567 nChanged 91 SP:Iteration 6Q (2939.957521 sec): 3 clusters Score: Raw -129372.829632 + Penalty 1653.934623 = -127718.895009 nChanged 100 SP:Iteration 7Q (2940.041309 sec): 3 clusters Score: Raw -129454.226124 + Penalty 1653.934623 = -127800.291500 nChanged 105 SP:Iteration 8Q (2940.144132 sec): 3 clusters Score: Raw -129532.315998 + Penalty 1653.934623 = -127878.381375 nChanged 104 SP:Iteration 9Q (2940.256193 sec): 3 clusters Score: Raw -129610.147254 + Penalty 1653.934623 = -127956.212630 nChanged 91 SP:Iteration 10Q (2940.335669 sec): 3 clusters Score: Raw -129690.150650 + Penalty 1653.934623 = -128036.216027 nChanged 83 SP:Iteration 11Q (2940.458401 sec): 3 clusters Score: Raw -129761.211704 + Penalty 1653.934623 = -128107.277080 nChanged 76 SP:Iteration 12Q (2940.544263 sec): 3 clusters Score: Raw -129819.367887 + Penalty 1653.934623 = -128165.433263 nChanged 62 SP:Iteration 13Q (2940.642925 sec): 3 clusters Score: Raw -129856.662082 + Penalty 1653.934623 = -128202.727458 nChanged 48 SP:Iteration 14Q (2940.746174 sec): 3 clusters Score: Raw -129886.859275 + Penalty 1653.934623 = -128232.924651 nChanged 48 SP:Iteration 15Q (2940.814521 sec): 3 clusters Score: Raw -129915.360593 + Penalty 1653.934623 = -128261.425969 nChanged 39 SP:Iteration 16Q (2940.912164 sec): 3 clusters Score: Raw -129938.439944 + Penalty 1653.934623 = -128284.505321 nChanged 35 SP:Iteration 17Q (2941.004307 sec): 3 clusters Score: Raw -129951.383885 + Penalty 1653.934623 = -128297.449261 nChanged 19 SP:Iteration 18Q (2941.104319 sec): 3 clusters Score: Raw -129961.661382 + Penalty 1653.934623 = -128307.726759 nChanged 19 SP:Iteration 19Q (2941.202643 sec): 3 clusters Score: Raw -129973.134648 + Penalty 1653.934623 = -128319.200025 nChanged 16 SP:Iteration 20F (2941.291323 sec): 3 clusters Score: Raw -129981.057835 + Penalty 1653.934623 = -128327.123212 nChanged 10 SP:Iteration 21Q (2941.394303 sec): 3 clusters Score: Raw -129984.462394 + Penalty 1653.934623 = -128330.527771 nChanged 8 SP:Iteration 22Q (2941.478147 sec): 3 clusters Score: Raw -129986.589124 + Penalty 1653.934623 = -128332.654501 nChanged 4 SP:Iteration 23Q (2941.589506 sec): 3 clusters Score: Raw -129989.112953 + Penalty 1653.934623 = -128335.178330 nChanged 6 SP:Iteration 24Q (2941.668145 sec): 3 clusters Score: Raw -129991.819625 + Penalty 1653.934623 = -128337.885001 nChanged 5 SP:Iteration 25Q (2941.783854 sec): 3 clusters Score: Raw -129993.167927 + Penalty 1653.934623 = -128339.233304 nChanged 4 SP:Iteration 26Q (2941.875800 sec): 3 clusters Score: Raw -129994.201666 + Penalty 1653.934623 = -128340.267042 nChanged 4 SP:Iteration 27Q (2941.965576 sec): 3 clusters Score: Raw -129995.630873 + Penalty 1653.934623 = -128341.696249 nChanged 4 SP:Iteration 28Q (2942.062229 sec): 3 clusters Score: Raw -129997.246209 + Penalty 1653.934623 = -128343.311586 nChanged 6 SP:Iteration 29Q (2942.157320 sec): 3 clusters Score: Raw -129999.314525 + Penalty 1653.934623 = -128345.379902 nChanged 3 SP:Iteration 30Q (2942.264293 sec): 3 clusters Score: Raw -130000.478817 + Penalty 1653.934623 = -128346.544194 nChanged 3 SP:Iteration 31Q (2942.389211 sec): 3 clusters Score: Raw -130001.758613 + Penalty 1653.934623 = -128347.823990 nChanged 4 SP:Iteration 32Q (2942.479462 sec): 3 clusters Score: Raw -130003.163274 + Penalty 1653.934623 = -128349.228651 nChanged 5 SP:Iteration 33Q (2942.582361 sec): 3 clusters Score: Raw -130004.446307 + Penalty 1653.934623 = -128350.511683 nChanged 4 SP:Iteration 34Q (2942.700849 sec): 3 clusters Score: Raw -130005.989902 + Penalty 1653.934623 = -128352.055278 nChanged 4 SP:Iteration 35Q (2942.795809 sec): 3 clusters Score: Raw -130006.917874 + Penalty 1653.934623 = -128352.983251 nChanged 1 SP:Iteration 36Q (2942.890401 sec): 3 clusters Score: Raw -130007.240304 + Penalty 1653.934623 = -128353.305681 nChanged 0 SP:Iteration 37F (2942.983713 sec): 3 clusters Score: Raw -130007.240304 + Penalty 1653.934623 = -128353.305681 nChanged 0 Trying to split cluster 3 (2464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2943.042303 sec): 2 clusters Score: Raw -137122.704568 + Penalty 820.001839 = -136302.702729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2943.158746 sec): 3 clusters Score: Raw -135916.241228 + Penalty 1640.003678 = -134276.237550 nChanged 944 SP:Iteration 1F (2943.239690 sec): 3 clusters Score: Raw -136449.160378 + Penalty 1640.003678 = -134809.156700 nChanged 212 SP:Iteration 2F (2943.337218 sec): 3 clusters Score: Raw -136595.610908 + Penalty 1640.003678 = -134955.607230 nChanged 146 SP:Iteration 3F (2943.457077 sec): 3 clusters Score: Raw -136678.555238 + Penalty 1640.003678 = -135038.551560 nChanged 123 SP:Iteration 4Q (2943.532058 sec): 3 clusters Score: Raw -136771.274044 + Penalty 1640.003678 = -135131.270366 nChanged 126 SP:Iteration 5F (2943.645172 sec): 3 clusters Score: Raw -136874.237876 + Penalty 1640.003678 = -135234.234198 nChanged 123 SP:Iteration 6Q (2943.722280 sec): 3 clusters Score: Raw -136964.386972 + Penalty 1640.003678 = -135324.383294 nChanged 123 SP:Iteration 7Q (2943.799191 sec): 3 clusters Score: Raw -137055.364289 + Penalty 1640.003678 = -135415.360611 nChanged 93 SP:Iteration 8Q (2943.916013 sec): 3 clusters Score: Raw -137129.754545 + Penalty 1640.003678 = -135489.750866 nChanged 80 SP:Iteration 9Q (2943.993009 sec): 3 clusters Score: Raw -137186.959643 + Penalty 1640.003678 = -135546.955965 nChanged 61 SP:Iteration 10Q (2944.099137 sec): 3 clusters Score: Raw -137237.143160 + Penalty 1640.003678 = -135597.139482 nChanged 54 SP:Iteration 11Q (2944.198763 sec): 3 clusters Score: Raw -137271.770268 + Penalty 1640.003678 = -135631.766589 nChanged 52 SP:Iteration 12Q (2944.287626 sec): 3 clusters Score: Raw -137308.847507 + Penalty 1640.003678 = -135668.843829 nChanged 50 SP:Iteration 13Q (2944.390045 sec): 3 clusters Score: Raw -137342.952193 + Penalty 1640.003678 = -135702.948515 nChanged 40 SP:Iteration 14Q (2944.498361 sec): 3 clusters Score: Raw -137375.537949 + Penalty 1640.003678 = -135735.534271 nChanged 50 SP:Iteration 15Q (2944.574962 sec): 3 clusters Score: Raw -137409.028196 + Penalty 1640.003678 = -135769.024518 nChanged 49 SP:Iteration 16Q (2944.669587 sec): 3 clusters Score: Raw -137439.006165 + Penalty 1640.003678 = -135799.002486 nChanged 45 SP:Iteration 17Q (2944.749681 sec): 3 clusters Score: Raw -137469.095384 + Penalty 1640.003678 = -135829.091706 nChanged 32 SP:Iteration 18Q (2944.871584 sec): 3 clusters Score: Raw -137490.065968 + Penalty 1640.003678 = -135850.062290 nChanged 36 SP:Iteration 19Q (2944.957592 sec): 3 clusters Score: Raw -137521.019428 + Penalty 1640.003678 = -135881.015750 nChanged 47 SP:Iteration 20F (2945.057368 sec): 3 clusters Score: Raw -137556.858079 + Penalty 1640.003678 = -135916.854401 nChanged 38 SP:Iteration 21Q (2945.144242 sec): 3 clusters Score: Raw -137586.661421 + Penalty 1640.003678 = -135946.657743 nChanged 40 SP:Iteration 22Q (2945.269530 sec): 3 clusters Score: Raw -137622.735750 + Penalty 1640.003678 = -135982.732071 nChanged 36 SP:Iteration 23Q (2945.357171 sec): 3 clusters Score: Raw -137650.581345 + Penalty 1640.003678 = -136010.577667 nChanged 28 SP:Iteration 24Q (2945.455673 sec): 3 clusters Score: Raw -137667.328168 + Penalty 1640.003678 = -136027.324490 nChanged 18 SP:Iteration 25Q (2945.562272 sec): 3 clusters Score: Raw -137675.420635 + Penalty 1640.003678 = -136035.416957 nChanged 16 SP:Iteration 26Q (2945.662899 sec): 3 clusters Score: Raw -137683.043877 + Penalty 1640.003678 = -136043.040199 nChanged 12 SP:Iteration 27Q (2945.753691 sec): 3 clusters Score: Raw -137687.649584 + Penalty 1640.003678 = -136047.645905 nChanged 7 SP:Iteration 28Q (2945.856062 sec): 3 clusters Score: Raw -137691.674646 + Penalty 1640.003678 = -136051.670968 nChanged 8 SP:Iteration 29Q (2945.959773 sec): 3 clusters Score: Raw -137695.092070 + Penalty 1640.003678 = -136055.088392 nChanged 3 SP:Iteration 30Q (2946.071575 sec): 3 clusters Score: Raw -137696.042091 + Penalty 1640.003678 = -136056.038412 nChanged 2 SP:Iteration 31Q (2946.169271 sec): 3 clusters Score: Raw -137696.563595 + Penalty 1640.003678 = -136056.559917 nChanged 1 SP:Iteration 32Q (2946.264305 sec): 3 clusters Score: Raw -137696.890396 + Penalty 1640.003678 = -136056.886718 nChanged 2 SP:Iteration 33Q (2946.374757 sec): 3 clusters Score: Raw -137697.525508 + Penalty 1640.003678 = -136057.521830 nChanged 4 SP:Iteration 34Q (2946.465008 sec): 3 clusters Score: Raw -137698.714358 + Penalty 1640.003678 = -136058.710680 nChanged 3 SP:Iteration 35Q (2946.547229 sec): 3 clusters Score: Raw -137699.867960 + Penalty 1640.003678 = -136059.864282 nChanged 2 SP:Iteration 36Q (2946.640810 sec): 3 clusters Score: Raw -137700.196018 + Penalty 1640.003678 = -136060.192340 nChanged 0 SP:Iteration 37F (2946.761504 sec): 3 clusters Score: Raw -137700.196018 + Penalty 1640.003678 = -136060.192340 nChanged 0 Trying to split cluster 4 (967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2946.799100 sec): 2 clusters Score: Raw -37469.683489 + Penalty 721.790842 = -36747.892647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2946.903006 sec): 3 clusters Score: Raw -37119.535417 + Penalty 1443.581684 = -35675.953733 nChanged 324 SP:Iteration 1F (2946.981392 sec): 3 clusters Score: Raw -37416.570761 + Penalty 1443.581684 = -35972.989077 nChanged 78 SP:Iteration 2F (2947.073658 sec): 3 clusters Score: Raw -37520.966230 + Penalty 1443.581684 = -36077.384546 nChanged 49 SP:Iteration 3F (2947.178486 sec): 3 clusters Score: Raw -37590.524092 + Penalty 1443.581684 = -36146.942408 nChanged 42 SP:Iteration 4Q (2947.308783 sec): 3 clusters Score: Raw -37652.410971 + Penalty 1443.581684 = -36208.829287 nChanged 43 SP:Iteration 5Q (2947.399066 sec): 3 clusters Score: Raw -37698.484104 + Penalty 1443.581684 = -36254.902420 nChanged 23 SP:Iteration 6Q (2947.500929 sec): 3 clusters Score: Raw -37735.192994 + Penalty 1443.581684 = -36291.611310 nChanged 28 SP:Iteration 7Q (2947.595789 sec): 3 clusters Score: Raw -37769.175197 + Penalty 1443.581684 = -36325.593513 nChanged 20 SP:Iteration 8Q (2947.717535 sec): 3 clusters Score: Raw -37790.260073 + Penalty 1443.581684 = -36346.678389 nChanged 18 SP:Iteration 9Q (2947.789504 sec): 3 clusters Score: Raw -37807.692773 + Penalty 1443.581684 = -36364.111089 nChanged 14 SP:Iteration 10Q (2947.878850 sec): 3 clusters Score: Raw -37819.156893 + Penalty 1443.581684 = -36375.575209 nChanged 5 SP:Iteration 11Q (2948.002555 sec): 3 clusters Score: Raw -37826.777434 + Penalty 1443.581684 = -36383.195750 nChanged 11 SP:Iteration 12Q (2948.081265 sec): 3 clusters Score: Raw -37845.688705 + Penalty 1443.581684 = -36402.107021 nChanged 11 SP:Iteration 13Q (2948.187703 sec): 3 clusters Score: Raw -37863.580120 + Penalty 1443.581684 = -36419.998436 nChanged 9 SP:Iteration 14Q (2948.276762 sec): 3 clusters Score: Raw -37881.006397 + Penalty 1443.581684 = -36437.424713 nChanged 13 SP:Iteration 15Q (2948.389170 sec): 3 clusters Score: Raw -37894.612852 + Penalty 1443.581684 = -36451.031168 nChanged 9 SP:Iteration 16Q (2948.478399 sec): 3 clusters Score: Raw -37905.900137 + Penalty 1443.581684 = -36462.318453 nChanged 7 SP:Iteration 17Q (2948.590241 sec): 3 clusters Score: Raw -37913.718581 + Penalty 1443.581684 = -36470.136897 nChanged 7 SP:Iteration 18Q (2948.691161 sec): 3 clusters Score: Raw -37920.768872 + Penalty 1443.581684 = -36477.187188 nChanged 5 SP:Iteration 19Q (2948.773855 sec): 3 clusters Score: Raw -37927.278801 + Penalty 1443.581684 = -36483.697117 nChanged 6 SP:Iteration 20F (2948.859115 sec): 3 clusters Score: Raw -37931.970686 + Penalty 1443.581684 = -36488.389002 nChanged 3 SP:Iteration 21Q (2948.980817 sec): 3 clusters Score: Raw -37934.174631 + Penalty 1443.581684 = -36490.592947 nChanged 4 SP:Iteration 22Q (2949.083980 sec): 3 clusters Score: Raw -37940.378393 + Penalty 1443.581684 = -36496.796708 nChanged 3 SP:Iteration 23Q (2949.155686 sec): 3 clusters Score: Raw -37942.398938 + Penalty 1443.581684 = -36498.817254 nChanged 3 SP:Iteration 24Q (2949.258535 sec): 3 clusters Score: Raw -37943.507178 + Penalty 1443.581684 = -36499.925494 nChanged 0 SP:Iteration 25F (2949.352305 sec): 3 clusters Score: Raw -37943.507178 + Penalty 1443.581684 = -36499.925494 nChanged 0 Trying to split cluster 5 (1296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2949.409041 sec): 2 clusters Score: Raw -51350.425651 + Penalty 752.538977 = -50597.886674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2949.518851 sec): 3 clusters Score: Raw -50810.666119 + Penalty 1505.077954 = -49305.588165 nChanged 450 SP:Iteration 1F (2949.608454 sec): 3 clusters Score: Raw -51230.789068 + Penalty 1505.077954 = -49725.711114 nChanged 147 SP:Iteration 2F (2949.727944 sec): 3 clusters Score: Raw -51385.136355 + Penalty 1505.077954 = -49880.058401 nChanged 83 SP:Iteration 3F (2949.796315 sec): 3 clusters Score: Raw -51478.001478 + Penalty 1505.077954 = -49972.923524 nChanged 54 SP:Iteration 4Q (2949.907227 sec): 3 clusters Score: Raw -51519.002106 + Penalty 1505.077954 = -50013.924152 nChanged 40 SP:Iteration 5Q (2950.011543 sec): 3 clusters Score: Raw -51553.613605 + Penalty 1505.077954 = -50048.535651 nChanged 36 SP:Iteration 6Q (2950.093861 sec): 3 clusters Score: Raw -51589.525617 + Penalty 1505.077954 = -50084.447663 nChanged 31 SP:Iteration 7Q (2950.198892 sec): 3 clusters Score: Raw -51614.042322 + Penalty 1505.077954 = -50108.964368 nChanged 26 SP:Iteration 8Q (2950.292611 sec): 3 clusters Score: Raw -51642.489631 + Penalty 1505.077954 = -50137.411677 nChanged 35 SP:Iteration 9Q (2950.386819 sec): 3 clusters Score: Raw -51693.332282 + Penalty 1505.077954 = -50188.254328 nChanged 37 SP:Iteration 10Q (2950.487979 sec): 3 clusters Score: Raw -51732.205868 + Penalty 1505.077954 = -50227.127914 nChanged 30 SP:Iteration 11Q (2950.557678 sec): 3 clusters Score: Raw -51762.311712 + Penalty 1505.077954 = -50257.233757 nChanged 23 SP:Iteration 12Q (2950.651527 sec): 3 clusters Score: Raw -51783.074429 + Penalty 1505.077954 = -50277.996475 nChanged 19 SP:Iteration 13Q (2950.770493 sec): 3 clusters Score: Raw -51798.939250 + Penalty 1505.077954 = -50293.861296 nChanged 15 SP:Iteration 14Q (2950.882444 sec): 3 clusters Score: Raw -51816.838947 + Penalty 1505.077954 = -50311.760993 nChanged 19 SP:Iteration 15Q (2950.956585 sec): 3 clusters Score: Raw -51850.758746 + Penalty 1505.077954 = -50345.680792 nChanged 31 SP:Iteration 16Q (2951.052863 sec): 3 clusters Score: Raw -51897.117556 + Penalty 1505.077954 = -50392.039601 nChanged 32 SP:Iteration 17Q (2951.138500 sec): 3 clusters Score: Raw -51920.089644 + Penalty 1505.077954 = -50415.011690 nChanged 15 SP:Iteration 18Q (2951.213656 sec): 3 clusters Score: Raw -51932.535409 + Penalty 1505.077954 = -50427.457455 nChanged 11 SP:Iteration 19Q (2951.306470 sec): 3 clusters Score: Raw -51944.480185 + Penalty 1505.077954 = -50439.402231 nChanged 16 SP:Iteration 20F (2951.410050 sec): 3 clusters Score: Raw -51960.095205 + Penalty 1505.077954 = -50455.017251 nChanged 17 SP:Iteration 21Q (2951.492783 sec): 3 clusters Score: Raw -51972.620441 + Penalty 1505.077954 = -50467.542487 nChanged 15 SP:Iteration 22Q (2951.567485 sec): 3 clusters Score: Raw -51991.818216 + Penalty 1505.077954 = -50486.740262 nChanged 22 SP:Iteration 23Q (2951.670354 sec): 3 clusters Score: Raw -52008.203355 + Penalty 1505.077954 = -50503.125400 nChanged 10 SP:Iteration 24Q (2951.766212 sec): 3 clusters Score: Raw -52015.196431 + Penalty 1505.077954 = -50510.118477 nChanged 8 SP:Iteration 25Q (2951.839520 sec): 3 clusters Score: Raw -52018.397958 + Penalty 1505.077954 = -50513.320004 nChanged 5 SP:Iteration 26Q (2951.925070 sec): 3 clusters Score: Raw -52020.670772 + Penalty 1505.077954 = -50515.592818 nChanged 4 SP:Iteration 27Q (2952.015947 sec): 3 clusters Score: Raw -52022.496442 + Penalty 1505.077954 = -50517.418488 nChanged 2 SP:Iteration 28Q (2952.130790 sec): 3 clusters Score: Raw -52023.787241 + Penalty 1505.077954 = -50518.709287 nChanged 3 SP:Iteration 29Q (2952.224826 sec): 3 clusters Score: Raw -52025.575154 + Penalty 1505.077954 = -50520.497200 nChanged 1 SP:Iteration 30Q (2952.310146 sec): 3 clusters Score: Raw -52025.833101 + Penalty 1505.077954 = -50520.755147 nChanged 0 SP:Iteration 31F (2952.413093 sec): 3 clusters Score: Raw -52025.833101 + Penalty 1505.077954 = -50520.755147 nChanged 0 Trying to split cluster 6 (1445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2952.488236 sec): 2 clusters Score: Raw -67441.835476 + Penalty 763.965783 = -66677.869693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2952.566999 sec): 3 clusters Score: Raw -66793.836576 + Penalty 1527.931566 = -65265.905010 nChanged 533 SP:Iteration 1F (2952.680876 sec): 3 clusters Score: Raw -67183.676006 + Penalty 1527.931566 = -65655.744440 nChanged 133 SP:Iteration 2F (2952.758570 sec): 3 clusters Score: Raw -67287.446325 + Penalty 1527.931566 = -65759.514759 nChanged 99 SP:Iteration 3F (2952.839130 sec): 3 clusters Score: Raw -67372.493862 + Penalty 1527.931566 = -65844.562295 nChanged 69 SP:Iteration 4Q (2952.942791 sec): 3 clusters Score: Raw -67467.830700 + Penalty 1527.931566 = -65939.899134 nChanged 68 SP:Iteration 5Q (2953.009641 sec): 3 clusters Score: Raw -67535.443758 + Penalty 1527.931566 = -66007.512192 nChanged 48 SP:Iteration 6Q (2953.108604 sec): 3 clusters Score: Raw -67570.381618 + Penalty 1527.931566 = -66042.450052 nChanged 35 SP:Iteration 7Q (2953.207417 sec): 3 clusters Score: Raw -67592.912768 + Penalty 1527.931566 = -66064.981202 nChanged 31 SP:Iteration 8Q (2953.300743 sec): 3 clusters Score: Raw -67611.387377 + Penalty 1527.931566 = -66083.455811 nChanged 21 SP:Iteration 9Q (2953.376484 sec): 3 clusters Score: Raw -67628.178060 + Penalty 1527.931566 = -66100.246494 nChanged 23 SP:Iteration 10Q (2953.475714 sec): 3 clusters Score: Raw -67640.021184 + Penalty 1527.931566 = -66112.089618 nChanged 20 SP:Iteration 11Q (2953.557778 sec): 3 clusters Score: Raw -67652.006458 + Penalty 1527.931566 = -66124.074891 nChanged 19 SP:Iteration 12Q (2953.633628 sec): 3 clusters Score: Raw -67659.867375 + Penalty 1527.931566 = -66131.935809 nChanged 12 SP:Iteration 13Q (2953.751576 sec): 3 clusters Score: Raw -67665.260184 + Penalty 1527.931566 = -66137.328618 nChanged 5 SP:Iteration 14Q (2953.827484 sec): 3 clusters Score: Raw -67667.935956 + Penalty 1527.931566 = -66140.004390 nChanged 13 SP:Iteration 15Q (2953.924832 sec): 3 clusters Score: Raw -67671.839189 + Penalty 1527.931566 = -66143.907623 nChanged 5 SP:Iteration 16Q (2954.037436 sec): 3 clusters Score: Raw -67673.293923 + Penalty 1527.931566 = -66145.362356 nChanged 2 SP:Iteration 17Q (2954.113878 sec): 3 clusters Score: Raw -67674.417018 + Penalty 1527.931566 = -66146.485452 nChanged 3 SP:Iteration 18Q (2954.216352 sec): 3 clusters Score: Raw -67676.068208 + Penalty 1527.931566 = -66148.136642 nChanged 4 SP:Iteration 19Q (2954.319136 sec): 3 clusters Score: Raw -67676.792065 + Penalty 1527.931566 = -66148.860499 nChanged 3 SP:Iteration 20F (2954.447804 sec): 3 clusters Score: Raw -67678.309427 + Penalty 1527.931566 = -66150.377861 nChanged 1 SP:Iteration 21Q (2954.525249 sec): 3 clusters Score: Raw -67678.414956 + Penalty 1527.931566 = -66150.483390 nChanged 1 SP:Iteration 22Q (2954.614312 sec): 3 clusters Score: Raw -67679.065347 + Penalty 1527.931566 = -66151.133781 nChanged 2 SP:Iteration 23Q (2954.752462 sec): 3 clusters Score: Raw -67679.809568 + Penalty 1527.931566 = -66151.878002 nChanged 1 SP:Iteration 24Q (2954.868870 sec): 3 clusters Score: Raw -67680.030778 + Penalty 1527.931566 = -66152.099211 nChanged 1 SP:Iteration 25Q (2954.941269 sec): 3 clusters Score: Raw -67680.178004 + Penalty 1527.931566 = -66152.246438 nChanged 0 SP:Iteration 26F (2955.047361 sec): 3 clusters Score: Raw -67680.178004 + Penalty 1527.931566 = -66152.246438 nChanged 0 Trying to split cluster 7 (2586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2955.105719 sec): 2 clusters Score: Raw -141977.569654 + Penalty 825.076094 = -141152.493560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2955.230373 sec): 3 clusters Score: Raw -140698.993777 + Penalty 1650.152187 = -139048.841589 nChanged 994 SP:Iteration 1F (2955.313462 sec): 3 clusters Score: Raw -141356.629556 + Penalty 1650.152187 = -139706.477369 nChanged 207 SP:Iteration 2F (2955.402682 sec): 3 clusters Score: Raw -141480.752850 + Penalty 1650.152187 = -139830.600663 nChanged 139 SP:Iteration 3F (2955.508486 sec): 3 clusters Score: Raw -141572.958038 + Penalty 1650.152187 = -139922.805851 nChanged 120 SP:Iteration 4Q (2955.620298 sec): 3 clusters Score: Raw -141667.481070 + Penalty 1650.152187 = -140017.328882 nChanged 116 SP:Iteration 5Q (2955.714833 sec): 3 clusters Score: Raw -141793.896091 + Penalty 1650.152187 = -140143.743903 nChanged 135 SP:Iteration 6F (2955.804912 sec): 3 clusters Score: Raw -141933.895111 + Penalty 1650.152187 = -140283.742924 nChanged 126 SP:Iteration 7Q (2955.906481 sec): 3 clusters Score: Raw -142040.751344 + Penalty 1650.152187 = -140390.599156 nChanged 86 SP:Iteration 8Q (2956.009971 sec): 3 clusters Score: Raw -142099.207557 + Penalty 1650.152187 = -140449.055370 nChanged 52 SP:Iteration 9Q (2956.116031 sec): 3 clusters Score: Raw -142129.633535 + Penalty 1650.152187 = -140479.481347 nChanged 41 SP:Iteration 10Q (2956.213228 sec): 3 clusters Score: Raw -142151.428563 + Penalty 1650.152187 = -140501.276375 nChanged 23 SP:Iteration 11Q (2956.309010 sec): 3 clusters Score: Raw -142160.408421 + Penalty 1650.152187 = -140510.256233 nChanged 14 SP:Iteration 12Q (2956.428737 sec): 3 clusters Score: Raw -142164.072353 + Penalty 1650.152187 = -140513.920166 nChanged 10 SP:Iteration 13Q (2956.508070 sec): 3 clusters Score: Raw -142167.832686 + Penalty 1650.152187 = -140517.680499 nChanged 10 SP:Iteration 14Q (2956.627185 sec): 3 clusters Score: Raw -142169.641287 + Penalty 1650.152187 = -140519.489099 nChanged 5 SP:Iteration 15Q (2956.737576 sec): 3 clusters Score: Raw -142171.332161 + Penalty 1650.152187 = -140521.179973 nChanged 5 SP:Iteration 16Q (2956.844900 sec): 3 clusters Score: Raw -142173.012003 + Penalty 1650.152187 = -140522.859815 nChanged 3 SP:Iteration 17Q (2956.923502 sec): 3 clusters Score: Raw -142173.837109 + Penalty 1650.152187 = -140523.684921 nChanged 2 SP:Iteration 18Q (2957.025871 sec): 3 clusters Score: Raw -142174.189006 + Penalty 1650.152187 = -140524.036819 nChanged 1 SP:Iteration 19Q (2957.124424 sec): 3 clusters Score: Raw -142174.346222 + Penalty 1650.152187 = -140524.194035 nChanged 3 SP:Iteration 20F (2957.224482 sec): 3 clusters Score: Raw -142175.047122 + Penalty 1650.152187 = -140524.894934 nChanged 2 SP:Iteration 21Q (2957.323878 sec): 3 clusters Score: Raw -142175.636287 + Penalty 1650.152187 = -140525.484100 nChanged 1 SP:Iteration 22Q (2957.436888 sec): 3 clusters Score: Raw -142175.807532 + Penalty 1650.152187 = -140525.655344 nChanged 1 SP:Iteration 23Q (2957.534776 sec): 3 clusters Score: Raw -142176.062233 + Penalty 1650.152187 = -140525.910045 nChanged 1 SP:Iteration 24Q (2957.651050 sec): 3 clusters Score: Raw -142176.140989 + Penalty 1650.152187 = -140525.988801 nChanged 0 SP:Iteration 25F (2957.746160 sec): 3 clusters Score: Raw -142176.140989 + Penalty 1650.152187 = -140525.988801 nChanged 0 Trying to split cluster 8 (1875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2957.802364 sec): 2 clusters Score: Raw -80832.832945 + Penalty 791.318214 = -80041.514732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2957.908771 sec): 3 clusters Score: Raw -79993.679134 + Penalty 1582.636427 = -78411.042707 nChanged 712 SP:Iteration 1F (2958.037114 sec): 3 clusters Score: Raw -80566.636425 + Penalty 1582.636427 = -78983.999998 nChanged 185 SP:Iteration 2F (2958.118432 sec): 3 clusters Score: Raw -80792.609373 + Penalty 1582.636427 = -79209.972946 nChanged 156 SP:Iteration 3F (2958.203015 sec): 3 clusters Score: Raw -81037.776619 + Penalty 1582.636427 = -79455.140192 nChanged 127 SP:Iteration 4F (2958.302934 sec): 3 clusters Score: Raw -81246.043966 + Penalty 1582.636427 = -79663.407539 nChanged 97 SP:Iteration 5F (2958.396500 sec): 3 clusters Score: Raw -81417.033742 + Penalty 1582.636427 = -79834.397315 nChanged 79 SP:Iteration 6Q (2958.515417 sec): 3 clusters Score: Raw -81552.345112 + Penalty 1582.636427 = -79969.708685 nChanged 61 SP:Iteration 7Q (2958.611429 sec): 3 clusters Score: Raw -81633.612541 + Penalty 1582.636427 = -80050.976114 nChanged 50 SP:Iteration 8Q (2958.708246 sec): 3 clusters Score: Raw -81690.028547 + Penalty 1582.636427 = -80107.392120 nChanged 32 SP:Iteration 9Q (2958.778822 sec): 3 clusters Score: Raw -81727.257649 + Penalty 1582.636427 = -80144.621222 nChanged 27 SP:Iteration 10Q (2958.885616 sec): 3 clusters Score: Raw -81747.538176 + Penalty 1582.636427 = -80164.901749 nChanged 16 SP:Iteration 11Q (2958.969088 sec): 3 clusters Score: Raw -81757.101802 + Penalty 1582.636427 = -80174.465375 nChanged 9 SP:Iteration 12Q (2959.077244 sec): 3 clusters Score: Raw -81763.650403 + Penalty 1582.636427 = -80181.013976 nChanged 6 SP:Iteration 13Q (2959.170285 sec): 3 clusters Score: Raw -81768.504485 + Penalty 1582.636427 = -80185.868057 nChanged 8 SP:Iteration 14Q (2959.250331 sec): 3 clusters Score: Raw -81774.500800 + Penalty 1582.636427 = -80191.864373 nChanged 7 SP:Iteration 15Q (2959.352209 sec): 3 clusters Score: Raw -81779.532543 + Penalty 1582.636427 = -80196.896116 nChanged 7 SP:Iteration 16Q (2959.444184 sec): 3 clusters Score: Raw -81783.879299 + Penalty 1582.636427 = -80201.242872 nChanged 6 SP:Iteration 17Q (2959.560811 sec): 3 clusters Score: Raw -81789.029643 + Penalty 1582.636427 = -80206.393216 nChanged 7 SP:Iteration 18Q (2959.652771 sec): 3 clusters Score: Raw -81793.678425 + Penalty 1582.636427 = -80211.041998 nChanged 6 SP:Iteration 19Q (2959.740407 sec): 3 clusters Score: Raw -81797.076246 + Penalty 1582.636427 = -80214.439819 nChanged 6 SP:Iteration 20F (2959.850310 sec): 3 clusters Score: Raw -81799.748308 + Penalty 1582.636427 = -80217.111881 nChanged 5 SP:Iteration 21Q (2959.980930 sec): 3 clusters Score: Raw -81801.582050 + Penalty 1582.636427 = -80218.945622 nChanged 2 SP:Iteration 22Q (2960.061216 sec): 3 clusters Score: Raw -81802.242136 + Penalty 1582.636427 = -80219.605709 nChanged 1 SP:Iteration 23Q (2960.178332 sec): 3 clusters Score: Raw -81802.374769 + Penalty 1582.636427 = -80219.738341 nChanged 0 SP:Iteration 24F (2960.261628 sec): 3 clusters Score: Raw -81802.374769 + Penalty 1582.636427 = -80219.738341 nChanged 0 Score: Raw -2005403.212543 + Penalty 17845.222534 = -1987557.990008 Splitting cluster 8 changes total score from -1987696.931570 to -1987557.990008 So it's not getting split. Trying to split cluster 9 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2961.606421 sec): 2 clusters Score: Raw -60271.705036 + Penalty 747.136123 = -59524.568913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2961.693479 sec): 3 clusters Score: Raw -59753.126861 + Penalty 1494.272246 = -58258.854614 nChanged 448 SP:Iteration 1F (2961.815150 sec): 3 clusters Score: Raw -60071.175379 + Penalty 1494.272246 = -58576.903133 nChanged 100 SP:Iteration 2F (2961.877181 sec): 3 clusters Score: Raw -60162.039779 + Penalty 1494.272246 = -58667.767533 nChanged 71 SP:Iteration 3F (2961.976261 sec): 3 clusters Score: Raw -60218.878416 + Penalty 1494.272246 = -58724.606169 nChanged 41 SP:Iteration 4Q (2962.101855 sec): 3 clusters Score: Raw -60250.358892 + Penalty 1494.272246 = -58756.086646 nChanged 29 SP:Iteration 5Q (2962.185470 sec): 3 clusters Score: Raw -60275.180054 + Penalty 1494.272246 = -58780.907807 nChanged 37 SP:Iteration 6Q (2962.278995 sec): 3 clusters Score: Raw -60302.297154 + Penalty 1494.272246 = -58808.024908 nChanged 26 SP:Iteration 7Q (2962.377186 sec): 3 clusters Score: Raw -60317.076798 + Penalty 1494.272246 = -58822.804551 nChanged 16 SP:Iteration 8Q (2962.479504 sec): 3 clusters Score: Raw -60327.054992 + Penalty 1494.272246 = -58832.782745 nChanged 11 SP:Iteration 9Q (2962.584057 sec): 3 clusters Score: Raw -60334.487119 + Penalty 1494.272246 = -58840.214873 nChanged 15 SP:Iteration 10Q (2962.672995 sec): 3 clusters Score: Raw -60344.305537 + Penalty 1494.272246 = -58850.033290 nChanged 11 SP:Iteration 11Q (2962.771232 sec): 3 clusters Score: Raw -60350.178192 + Penalty 1494.272246 = -58855.905946 nChanged 12 SP:Iteration 12Q (2962.876843 sec): 3 clusters Score: Raw -60356.922958 + Penalty 1494.272246 = -58862.650711 nChanged 10 SP:Iteration 13Q (2962.958366 sec): 3 clusters Score: Raw -60365.132697 + Penalty 1494.272246 = -58870.860450 nChanged 13 SP:Iteration 14Q (2963.040242 sec): 3 clusters Score: Raw -60379.079463 + Penalty 1494.272246 = -58884.807216 nChanged 16 SP:Iteration 15Q (2963.143079 sec): 3 clusters Score: Raw -60394.433731 + Penalty 1494.272246 = -58900.161485 nChanged 17 SP:Iteration 16Q (2963.237184 sec): 3 clusters Score: Raw -60407.360655 + Penalty 1494.272246 = -58913.088409 nChanged 15 SP:Iteration 17Q (2963.320984 sec): 3 clusters Score: Raw -60417.706478 + Penalty 1494.272246 = -58923.434231 nChanged 12 SP:Iteration 18Q (2963.420491 sec): 3 clusters Score: Raw -60424.107485 + Penalty 1494.272246 = -58929.835238 nChanged 7 SP:Iteration 19Q (2963.489350 sec): 3 clusters Score: Raw -60427.846267 + Penalty 1494.272246 = -58933.574021 nChanged 7 SP:Iteration 20F (2963.576240 sec): 3 clusters Score: Raw -60432.663815 + Penalty 1494.272246 = -58938.391568 nChanged 5 SP:Iteration 21Q (2963.664046 sec): 3 clusters Score: Raw -60435.419407 + Penalty 1494.272246 = -58941.147161 nChanged 7 SP:Iteration 22Q (2963.767693 sec): 3 clusters Score: Raw -60438.865507 + Penalty 1494.272246 = -58944.593261 nChanged 9 SP:Iteration 23Q (2963.864331 sec): 3 clusters Score: Raw -60445.779202 + Penalty 1494.272246 = -58951.506955 nChanged 8 SP:Iteration 24Q (2963.976241 sec): 3 clusters Score: Raw -60449.757473 + Penalty 1494.272246 = -58955.485227 nChanged 7 SP:Iteration 25Q (2964.080636 sec): 3 clusters Score: Raw -60453.506644 + Penalty 1494.272246 = -58959.234397 nChanged 7 SP:Iteration 26Q (2964.164115 sec): 3 clusters Score: Raw -60459.041103 + Penalty 1494.272246 = -58964.768856 nChanged 12 SP:Iteration 27Q (2964.265941 sec): 3 clusters Score: Raw -60466.267441 + Penalty 1494.272246 = -58971.995194 nChanged 6 SP:Iteration 28Q (2964.370276 sec): 3 clusters Score: Raw -60473.004449 + Penalty 1494.272246 = -58978.732202 nChanged 12 SP:Iteration 29Q (2964.472829 sec): 3 clusters Score: Raw -60484.706652 + Penalty 1494.272246 = -58990.434405 nChanged 11 SP:Iteration 30Q (2964.558037 sec): 3 clusters Score: Raw -60495.312341 + Penalty 1494.272246 = -59001.040094 nChanged 18 SP:Iteration 31Q (2964.661052 sec): 3 clusters Score: Raw -60512.312368 + Penalty 1494.272246 = -59018.040122 nChanged 16 SP:Iteration 32Q (2964.744654 sec): 3 clusters Score: Raw -60522.945492 + Penalty 1494.272246 = -59028.673245 nChanged 9 SP:Iteration 33Q (2964.840291 sec): 3 clusters Score: Raw -60527.863677 + Penalty 1494.272246 = -59033.591431 nChanged 9 SP:Iteration 34Q (2964.948712 sec): 3 clusters Score: Raw -60533.754863 + Penalty 1494.272246 = -59039.482617 nChanged 11 SP:Iteration 35Q (2965.037706 sec): 3 clusters Score: Raw -60541.686718 + Penalty 1494.272246 = -59047.414471 nChanged 5 SP:Iteration 36Q (2965.140389 sec): 3 clusters Score: Raw -60544.461539 + Penalty 1494.272246 = -59050.189292 nChanged 3 SP:Iteration 37Q (2965.234098 sec): 3 clusters Score: Raw -60545.532807 + Penalty 1494.272246 = -59051.260560 nChanged 1 SP:Iteration 38Q (2965.337425 sec): 3 clusters Score: Raw -60545.963242 + Penalty 1494.272246 = -59051.690996 nChanged 2 SP:Iteration 39Q (2965.414324 sec): 3 clusters Score: Raw -60546.762346 + Penalty 1494.272246 = -59052.490100 nChanged 0 SP:Iteration 40F (2965.513785 sec): 3 clusters Score: Raw -60546.762346 + Penalty 1494.272246 = -59052.490100 nChanged 0 Trying to split cluster 10 (5294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2965.586214 sec): 2 clusters Score: Raw -278977.292120 + Penalty 900.304585 = -278076.987535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2965.682173 sec): 3 clusters Score: Raw -276140.180897 + Penalty 1800.609170 = -274339.571726 nChanged 2262 SP:Iteration 1F (2965.796387 sec): 3 clusters Score: Raw -277746.524788 + Penalty 1800.609170 = -275945.915617 nChanged 509 SP:Iteration 2F (2965.917227 sec): 3 clusters Score: Raw -278210.702561 + Penalty 1800.609170 = -276410.093390 nChanged 439 SP:Iteration 3F (2966.012933 sec): 3 clusters Score: Raw -278568.914262 + Penalty 1800.609170 = -276768.305091 nChanged 321 SP:Iteration 4F (2966.126117 sec): 3 clusters Score: Raw -278790.948122 + Penalty 1800.609170 = -276990.338952 nChanged 234 SP:Iteration 5Q (2966.215260 sec): 3 clusters Score: Raw -278922.288260 + Penalty 1800.609170 = -277121.679090 nChanged 158 SP:Iteration 6Q (2966.325476 sec): 3 clusters Score: Raw -279002.808826 + Penalty 1800.609170 = -277202.199655 nChanged 110 SP:Iteration 7Q (2966.433405 sec): 3 clusters Score: Raw -279056.252257 + Penalty 1800.609170 = -277255.643087 nChanged 109 SP:Iteration 8Q (2966.551070 sec): 3 clusters Score: Raw -279101.985521 + Penalty 1800.609170 = -277301.376351 nChanged 86 SP:Iteration 9Q (2966.660976 sec): 3 clusters Score: Raw -279127.643993 + Penalty 1800.609170 = -277327.034823 nChanged 50 SP:Iteration 10Q (2966.758216 sec): 3 clusters Score: Raw -279143.353453 + Penalty 1800.609170 = -277342.744283 nChanged 49 SP:Iteration 11Q (2966.868384 sec): 3 clusters Score: Raw -279157.673207 + Penalty 1800.609170 = -277357.064036 nChanged 39 SP:Iteration 12Q (2966.944949 sec): 3 clusters Score: Raw -279169.294705 + Penalty 1800.609170 = -277368.685535 nChanged 28 SP:Iteration 13Q (2967.103886 sec): 3 clusters Score: Raw -279178.893146 + Penalty 1800.609170 = -277378.283976 nChanged 28 SP:Iteration 14Q (2967.191115 sec): 3 clusters Score: Raw -279186.492225 + Penalty 1800.609170 = -277385.883055 nChanged 24 SP:Iteration 15Q (2967.287378 sec): 3 clusters Score: Raw -279194.458135 + Penalty 1800.609170 = -277393.848965 nChanged 30 SP:Iteration 16Q (2967.414579 sec): 3 clusters Score: Raw -279208.057030 + Penalty 1800.609170 = -277407.447860 nChanged 28 SP:Iteration 17Q (2967.499324 sec): 3 clusters Score: Raw -279218.806950 + Penalty 1800.609170 = -277418.197779 nChanged 19 SP:Iteration 18Q (2967.606411 sec): 3 clusters Score: Raw -279225.200956 + Penalty 1800.609170 = -277424.591785 nChanged 13 SP:Iteration 19Q (2967.716962 sec): 3 clusters Score: Raw -279228.183325 + Penalty 1800.609170 = -277427.574155 nChanged 13 SP:Iteration 20F (2967.824877 sec): 3 clusters Score: Raw -279232.545053 + Penalty 1800.609170 = -277431.935883 nChanged 16 SP:Iteration 21Q (2967.937202 sec): 3 clusters Score: Raw -279237.635848 + Penalty 1800.609170 = -277437.026678 nChanged 17 SP:Iteration 22Q (2968.059417 sec): 3 clusters Score: Raw -279243.511350 + Penalty 1800.609170 = -277442.902180 nChanged 20 SP:Iteration 23Q (2968.163512 sec): 3 clusters Score: Raw -279250.638154 + Penalty 1800.609170 = -277450.028983 nChanged 18 SP:Iteration 24Q (2968.301567 sec): 3 clusters Score: Raw -279255.145988 + Penalty 1800.609170 = -277454.536817 nChanged 14 SP:Iteration 25Q (2968.401151 sec): 3 clusters Score: Raw -279258.319737 + Penalty 1800.609170 = -277457.710566 nChanged 13 SP:Iteration 26Q (2968.491205 sec): 3 clusters Score: Raw -279260.820092 + Penalty 1800.609170 = -277460.210922 nChanged 16 SP:Iteration 27Q (2968.586396 sec): 3 clusters Score: Raw -279264.028029 + Penalty 1800.609170 = -277463.418859 nChanged 13 SP:Iteration 28Q (2968.715606 sec): 3 clusters Score: Raw -279266.457068 + Penalty 1800.609170 = -277465.847898 nChanged 12 SP:Iteration 29Q (2968.810610 sec): 3 clusters Score: Raw -279268.600456 + Penalty 1800.609170 = -277467.991285 nChanged 9 SP:Iteration 30Q (2968.932285 sec): 3 clusters Score: Raw -279271.308058 + Penalty 1800.609170 = -277470.698888 nChanged 14 SP:Iteration 31Q (2969.069197 sec): 3 clusters Score: Raw -279274.772752 + Penalty 1800.609170 = -277474.163582 nChanged 9 SP:Iteration 32Q (2969.146039 sec): 3 clusters Score: Raw -279277.205197 + Penalty 1800.609170 = -277476.596027 nChanged 6 SP:Iteration 33Q (2969.254948 sec): 3 clusters Score: Raw -279278.652294 + Penalty 1800.609170 = -277478.043124 nChanged 9 SP:Iteration 34Q (2969.362929 sec): 3 clusters Score: Raw -279280.364793 + Penalty 1800.609170 = -277479.755623 nChanged 4 SP:Iteration 35Q (2969.485902 sec): 3 clusters Score: Raw -279281.465409 + Penalty 1800.609170 = -277480.856238 nChanged 4 SP:Iteration 36Q (2969.571194 sec): 3 clusters Score: Raw -279282.619257 + Penalty 1800.609170 = -277482.010086 nChanged 5 SP:Iteration 37Q (2969.684424 sec): 3 clusters Score: Raw -279283.724514 + Penalty 1800.609170 = -277483.115343 nChanged 6 SP:Iteration 38Q (2969.797633 sec): 3 clusters Score: Raw -279285.696320 + Penalty 1800.609170 = -277485.087150 nChanged 4 SP:Iteration 39Q (2969.904394 sec): 3 clusters Score: Raw -279286.604433 + Penalty 1800.609170 = -277485.995263 nChanged 5 SP:Iteration 40F (2970.018487 sec): 3 clusters Score: Raw -279287.472192 + Penalty 1800.609170 = -277486.863022 nChanged 5 SP:Iteration 41Q (2970.126872 sec): 3 clusters Score: Raw -279288.138530 + Penalty 1800.609170 = -277487.529360 nChanged 0 SP:Iteration 42F (2970.228461 sec): 3 clusters Score: Raw -279288.138530 + Penalty 1800.609170 = -277487.529360 nChanged 0 Trying to split cluster 11 (13417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2970.361279 sec): 2 clusters Score: Raw -752116.283482 + Penalty 997.949173 = -751118.334309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2970.492129 sec): 3 clusters Score: Raw -744018.610230 + Penalty 1995.898346 = -742022.711884 nChanged 6091 SP:Iteration 1F (2970.596651 sec): 3 clusters Score: Raw -747379.551730 + Penalty 1995.898346 = -745383.653384 nChanged 823 SP:Iteration 2F (2970.735728 sec): 3 clusters Score: Raw -747808.549954 + Penalty 1995.898346 = -745812.651608 nChanged 847 SP:Iteration 3F (2970.856415 sec): 3 clusters Score: Raw -748372.539610 + Penalty 1995.898346 = -746376.641263 nChanged 1008 SP:Iteration 4F (2970.992385 sec): 3 clusters Score: Raw -749162.409712 + Penalty 1995.898346 = -747166.511366 nChanged 1047 SP:Iteration 5F (2971.100112 sec): 3 clusters Score: Raw -750079.616052 + Penalty 1995.898346 = -748083.717706 nChanged 922 SP:Iteration 6F (2971.238262 sec): 3 clusters Score: Raw -750930.930760 + Penalty 1995.898346 = -748935.032414 nChanged 638 SP:Iteration 7Q (2971.343701 sec): 3 clusters Score: Raw -751549.294145 + Penalty 1995.898346 = -749553.395799 nChanged 365 SP:Iteration 8Q (2971.480820 sec): 3 clusters Score: Raw -751911.619136 + Penalty 1995.898346 = -749915.720790 nChanged 182 SP:Iteration 9Q (2971.595105 sec): 3 clusters Score: Raw -752104.415836 + Penalty 1995.898346 = -750108.517490 nChanged 108 SP:Iteration 10Q (2971.745275 sec): 3 clusters Score: Raw -752224.749712 + Penalty 1995.898346 = -750228.851366 nChanged 84 SP:Iteration 11Q (2971.862335 sec): 3 clusters Score: Raw -752293.502092 + Penalty 1995.898346 = -750297.603745 nChanged 54 SP:Iteration 12Q (2971.981786 sec): 3 clusters Score: Raw -752340.000310 + Penalty 1995.898346 = -750344.101964 nChanged 37 SP:Iteration 13Q (2972.135697 sec): 3 clusters Score: Raw -752367.126874 + Penalty 1995.898346 = -750371.228528 nChanged 32 SP:Iteration 14Q (2972.253218 sec): 3 clusters Score: Raw -752391.515915 + Penalty 1995.898346 = -750395.617569 nChanged 24 SP:Iteration 15Q (2972.389951 sec): 3 clusters Score: Raw -752414.988224 + Penalty 1995.898346 = -750419.089878 nChanged 29 SP:Iteration 16Q (2972.520444 sec): 3 clusters Score: Raw -752435.664974 + Penalty 1995.898346 = -750439.766628 nChanged 22 SP:Iteration 17Q (2972.625323 sec): 3 clusters Score: Raw -752450.775935 + Penalty 1995.898346 = -750454.877589 nChanged 28 SP:Iteration 18Q (2972.760230 sec): 3 clusters Score: Raw -752477.358665 + Penalty 1995.898346 = -750481.460319 nChanged 19 SP:Iteration 19Q (2972.871700 sec): 3 clusters Score: Raw -752490.855994 + Penalty 1995.898346 = -750494.957647 nChanged 18 SP:Iteration 20F (2973.006732 sec): 3 clusters Score: Raw -752505.309150 + Penalty 1995.898346 = -750509.410804 nChanged 11 SP:Iteration 21Q (2973.126373 sec): 3 clusters Score: Raw -752512.372309 + Penalty 1995.898346 = -750516.473963 nChanged 13 SP:Iteration 22Q (2973.241601 sec): 3 clusters Score: Raw -752522.232455 + Penalty 1995.898346 = -750526.334109 nChanged 15 SP:Iteration 23Q (2973.358285 sec): 3 clusters Score: Raw -752533.717845 + Penalty 1995.898346 = -750537.819499 nChanged 15 SP:Iteration 24Q (2973.502580 sec): 3 clusters Score: Raw -752546.095579 + Penalty 1995.898346 = -750550.197233 nChanged 13 SP:Iteration 25Q (2973.635550 sec): 3 clusters Score: Raw -752554.071493 + Penalty 1995.898346 = -750558.173146 nChanged 7 SP:Iteration 26Q (2973.754529 sec): 3 clusters Score: Raw -752556.649783 + Penalty 1995.898346 = -750560.751437 nChanged 1 SP:Iteration 27Q (2973.885662 sec): 3 clusters Score: Raw -752557.416433 + Penalty 1995.898346 = -750561.518087 nChanged 0 SP:Iteration 28F (2974.012100 sec): 3 clusters Score: Raw -752557.416433 + Penalty 1995.898346 = -750561.518087 nChanged 0 Trying to split cluster 12 (1418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2974.098567 sec): 2 clusters Score: Raw -58409.168032 + Penalty 761.985284 = -57647.182748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2974.178365 sec): 3 clusters Score: Raw -57764.844650 + Penalty 1523.970568 = -56240.874082 nChanged 518 SP:Iteration 1F (2974.290316 sec): 3 clusters Score: Raw -58118.594803 + Penalty 1523.970568 = -56594.624234 nChanged 135 SP:Iteration 2F (2974.377824 sec): 3 clusters Score: Raw -58261.728558 + Penalty 1523.970568 = -56737.757989 nChanged 105 SP:Iteration 3F (2974.473289 sec): 3 clusters Score: Raw -58381.584081 + Penalty 1523.970568 = -56857.613513 nChanged 85 SP:Iteration 4F (2974.568163 sec): 3 clusters Score: Raw -58452.268820 + Penalty 1523.970568 = -56928.298251 nChanged 45 SP:Iteration 5Q (2974.676688 sec): 3 clusters Score: Raw -58494.162145 + Penalty 1523.970568 = -56970.191577 nChanged 48 SP:Iteration 6Q (2974.773069 sec): 3 clusters Score: Raw -58527.243789 + Penalty 1523.970568 = -57003.273220 nChanged 31 SP:Iteration 7Q (2974.877579 sec): 3 clusters Score: Raw -58545.875591 + Penalty 1523.970568 = -57021.905022 nChanged 28 SP:Iteration 8Q (2974.998728 sec): 3 clusters Score: Raw -58562.687041 + Penalty 1523.970568 = -57038.716472 nChanged 26 SP:Iteration 9Q (2975.067644 sec): 3 clusters Score: Raw -58586.512439 + Penalty 1523.970568 = -57062.541871 nChanged 27 SP:Iteration 10Q (2975.169801 sec): 3 clusters Score: Raw -58612.622922 + Penalty 1523.970568 = -57088.652353 nChanged 20 SP:Iteration 11Q (2975.264845 sec): 3 clusters Score: Raw -58626.459386 + Penalty 1523.970568 = -57102.488818 nChanged 11 SP:Iteration 12Q (2975.362955 sec): 3 clusters Score: Raw -58635.281598 + Penalty 1523.970568 = -57111.311029 nChanged 14 SP:Iteration 13Q (2975.487610 sec): 3 clusters Score: Raw -58644.469574 + Penalty 1523.970568 = -57120.499005 nChanged 16 SP:Iteration 14Q (2975.569682 sec): 3 clusters Score: Raw -58652.913772 + Penalty 1523.970568 = -57128.943203 nChanged 10 SP:Iteration 15Q (2975.666749 sec): 3 clusters Score: Raw -58657.160886 + Penalty 1523.970568 = -57133.190317 nChanged 9 SP:Iteration 16Q (2975.771203 sec): 3 clusters Score: Raw -58665.028818 + Penalty 1523.970568 = -57141.058250 nChanged 11 SP:Iteration 17Q (2975.866172 sec): 3 clusters Score: Raw -58671.700033 + Penalty 1523.970568 = -57147.729465 nChanged 10 SP:Iteration 18Q (2975.945778 sec): 3 clusters Score: Raw -58678.367231 + Penalty 1523.970568 = -57154.396662 nChanged 10 SP:Iteration 19Q (2976.033541 sec): 3 clusters Score: Raw -58683.530093 + Penalty 1523.970568 = -57159.559524 nChanged 10 SP:Iteration 20F (2976.132646 sec): 3 clusters Score: Raw -58688.804645 + Penalty 1523.970568 = -57164.834077 nChanged 7 SP:Iteration 21Q (2976.217274 sec): 3 clusters Score: Raw -58690.318412 + Penalty 1523.970568 = -57166.347844 nChanged 2 SP:Iteration 22Q (2976.329543 sec): 3 clusters Score: Raw -58690.863655 + Penalty 1523.970568 = -57166.893086 nChanged 2 SP:Iteration 23Q (2976.424548 sec): 3 clusters Score: Raw -58691.990745 + Penalty 1523.970568 = -57168.020177 nChanged 3 SP:Iteration 24Q (2976.509934 sec): 3 clusters Score: Raw -58693.238238 + Penalty 1523.970568 = -57169.267670 nChanged 1 SP:Iteration 25Q (2976.604786 sec): 3 clusters Score: Raw -58693.744471 + Penalty 1523.970568 = -57169.773903 nChanged 1 SP:Iteration 26Q (2976.705067 sec): 3 clusters Score: Raw -58694.051376 + Penalty 1523.970568 = -57170.080807 nChanged 1 SP:Iteration 27Q (2976.807917 sec): 3 clusters Score: Raw -58694.370293 + Penalty 1523.970568 = -57170.399724 nChanged 1 SP:Iteration 28Q (2976.915416 sec): 3 clusters Score: Raw -58694.711818 + Penalty 1523.970568 = -57170.741250 nChanged 0 SP:Iteration 29F (2977.029215 sec): 3 clusters Score: Raw -58694.711818 + Penalty 1523.970568 = -57170.741250 nChanged 0 Trying to split cluster 13 (986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2977.091751 sec): 2 clusters Score: Raw -45809.264934 + Penalty 723.833917 = -45085.431017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2977.161328 sec): 3 clusters Score: Raw -45425.334747 + Penalty 1447.667834 = -43977.666912 nChanged 293 SP:Iteration 1F (2977.271950 sec): 3 clusters Score: Raw -45633.046474 + Penalty 1447.667834 = -44185.378640 nChanged 84 SP:Iteration 2F (2977.353232 sec): 3 clusters Score: Raw -45703.945759 + Penalty 1447.667834 = -44256.277925 nChanged 51 SP:Iteration 3F (2977.442538 sec): 3 clusters Score: Raw -45743.105346 + Penalty 1447.667834 = -44295.437512 nChanged 39 SP:Iteration 4Q (2977.573281 sec): 3 clusters Score: Raw -45774.459380 + Penalty 1447.667834 = -44326.791545 nChanged 23 SP:Iteration 5Q (2977.664423 sec): 3 clusters Score: Raw -45789.862133 + Penalty 1447.667834 = -44342.194299 nChanged 12 SP:Iteration 6Q (2977.775337 sec): 3 clusters Score: Raw -45797.014268 + Penalty 1447.667834 = -44349.346434 nChanged 6 SP:Iteration 7Q (2977.912676 sec): 3 clusters Score: Raw -45799.989835 + Penalty 1447.667834 = -44352.322001 nChanged 6 SP:Iteration 8Q (2978.007850 sec): 3 clusters Score: Raw -45803.055084 + Penalty 1447.667834 = -44355.387250 nChanged 6 SP:Iteration 9Q (2978.101652 sec): 3 clusters Score: Raw -45807.460068 + Penalty 1447.667834 = -44359.792234 nChanged 8 SP:Iteration 10Q (2978.208231 sec): 3 clusters Score: Raw -45813.687415 + Penalty 1447.667834 = -44366.019580 nChanged 4 SP:Iteration 11Q (2978.303150 sec): 3 clusters Score: Raw -45815.693396 + Penalty 1447.667834 = -44368.025561 nChanged 2 SP:Iteration 12Q (2978.378664 sec): 3 clusters Score: Raw -45817.280621 + Penalty 1447.667834 = -44369.612787 nChanged 1 SP:Iteration 13Q (2978.476812 sec): 3 clusters Score: Raw -45817.804627 + Penalty 1447.667834 = -44370.136793 nChanged 1 SP:Iteration 14Q (2978.587296 sec): 3 clusters Score: Raw -45819.032979 + Penalty 1447.667834 = -44371.365144 nChanged 4 SP:Iteration 15Q (2978.697429 sec): 3 clusters Score: Raw -45822.203908 + Penalty 1447.667834 = -44374.536073 nChanged 9 SP:Iteration 16Q (2978.786841 sec): 3 clusters Score: Raw -45826.925362 + Penalty 1447.667834 = -44379.257527 nChanged 4 SP:Iteration 17Q (2978.888607 sec): 3 clusters Score: Raw -45829.445897 + Penalty 1447.667834 = -44381.778062 nChanged 5 SP:Iteration 18Q (2978.973604 sec): 3 clusters Score: Raw -45832.952584 + Penalty 1447.667834 = -44385.284749 nChanged 2 SP:Iteration 19Q (2979.080238 sec): 3 clusters Score: Raw -45833.847671 + Penalty 1447.667834 = -44386.179837 nChanged 1 SP:Iteration 20F (2979.180208 sec): 3 clusters Score: Raw -45834.287910 + Penalty 1447.667834 = -44386.620076 nChanged 0 Trying to split cluster 14 (2267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2979.248242 sec): 2 clusters Score: Raw -115310.287141 + Penalty 811.252328 = -114499.034813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2979.340567 sec): 3 clusters Score: Raw -114229.790527 + Penalty 1622.504657 = -112607.285870 nChanged 883 SP:Iteration 1F (2979.469632 sec): 3 clusters Score: Raw -114835.212865 + Penalty 1622.504657 = -113212.708208 nChanged 216 SP:Iteration 2F (2979.537176 sec): 3 clusters Score: Raw -115026.914377 + Penalty 1622.504657 = -113404.409721 nChanged 181 SP:Iteration 3F (2979.656213 sec): 3 clusters Score: Raw -115194.048373 + Penalty 1622.504657 = -113571.543716 nChanged 151 SP:Iteration 4F (2979.755272 sec): 3 clusters Score: Raw -115330.182977 + Penalty 1622.504657 = -113707.678320 nChanged 105 SP:Iteration 5Q (2979.830866 sec): 3 clusters Score: Raw -115409.426458 + Penalty 1622.504657 = -113786.921802 nChanged 78 SP:Iteration 6Q (2979.947641 sec): 3 clusters Score: Raw -115471.165713 + Penalty 1622.504657 = -113848.661056 nChanged 76 SP:Iteration 7Q (2980.070344 sec): 3 clusters Score: Raw -115539.196490 + Penalty 1622.504657 = -113916.691834 nChanged 69 SP:Iteration 8Q (2980.157554 sec): 3 clusters Score: Raw -115604.447896 + Penalty 1622.504657 = -113981.943239 nChanged 66 SP:Iteration 9Q (2980.273109 sec): 3 clusters Score: Raw -115660.385949 + Penalty 1622.504657 = -114037.881292 nChanged 53 SP:Iteration 10Q (2980.383676 sec): 3 clusters Score: Raw -115702.725669 + Penalty 1622.504657 = -114080.221013 nChanged 44 SP:Iteration 11Q (2980.481595 sec): 3 clusters Score: Raw -115730.939367 + Penalty 1622.504657 = -114108.434711 nChanged 29 SP:Iteration 12Q (2980.589031 sec): 3 clusters Score: Raw -115742.997684 + Penalty 1622.504657 = -114120.493028 nChanged 20 SP:Iteration 13Q (2980.700030 sec): 3 clusters Score: Raw -115753.786180 + Penalty 1622.504657 = -114131.281523 nChanged 25 SP:Iteration 14Q (2980.816358 sec): 3 clusters Score: Raw -115769.689711 + Penalty 1622.504657 = -114147.185054 nChanged 28 SP:Iteration 15Q (2980.891621 sec): 3 clusters Score: Raw -115790.367617 + Penalty 1622.504657 = -114167.862960 nChanged 30 SP:Iteration 16Q (2981.002563 sec): 3 clusters Score: Raw -115815.849222 + Penalty 1622.504657 = -114193.344566 nChanged 33 SP:Iteration 17Q (2981.096813 sec): 3 clusters Score: Raw -115844.735496 + Penalty 1622.504657 = -114222.230839 nChanged 29 SP:Iteration 18Q (2981.193415 sec): 3 clusters Score: Raw -115873.173742 + Penalty 1622.504657 = -114250.669085 nChanged 44 SP:Iteration 19Q (2981.299237 sec): 3 clusters Score: Raw -115925.264031 + Penalty 1622.504657 = -114302.759375 nChanged 52 SP:Iteration 20F (2981.383541 sec): 3 clusters Score: Raw -115999.167931 + Penalty 1622.504657 = -114376.663275 nChanged 54 SP:Iteration 21Q (2981.458774 sec): 3 clusters Score: Raw -116094.355665 + Penalty 1622.504657 = -114471.851008 nChanged 55 SP:Iteration 22Q (2981.563461 sec): 3 clusters Score: Raw -116203.205617 + Penalty 1622.504657 = -114580.700961 nChanged 54 SP:Iteration 23Q (2981.670890 sec): 3 clusters Score: Raw -116283.430083 + Penalty 1622.504657 = -114660.925426 nChanged 32 SP:Iteration 24Q (2981.779247 sec): 3 clusters Score: Raw -116316.794047 + Penalty 1622.504657 = -114694.289390 nChanged 29 SP:Iteration 25Q (2981.871707 sec): 3 clusters Score: Raw -116342.855494 + Penalty 1622.504657 = -114720.350838 nChanged 27 SP:Iteration 26Q (2981.979817 sec): 3 clusters Score: Raw -116372.716703 + Penalty 1622.504657 = -114750.212046 nChanged 21 SP:Iteration 27Q (2982.074778 sec): 3 clusters Score: Raw -116391.036756 + Penalty 1622.504657 = -114768.532100 nChanged 20 SP:Iteration 28Q (2982.162766 sec): 3 clusters Score: Raw -116408.533467 + Penalty 1622.504657 = -114786.028811 nChanged 18 SP:Iteration 29Q (2982.260978 sec): 3 clusters Score: Raw -116422.582359 + Penalty 1622.504657 = -114800.077702 nChanged 17 SP:Iteration 30Q (2982.373714 sec): 3 clusters Score: Raw -116434.741001 + Penalty 1622.504657 = -114812.236344 nChanged 12 SP:Iteration 31Q (2982.465068 sec): 3 clusters Score: Raw -116444.353741 + Penalty 1622.504657 = -114821.849085 nChanged 17 SP:Iteration 32Q (2982.566839 sec): 3 clusters Score: Raw -116459.124441 + Penalty 1622.504657 = -114836.619784 nChanged 11 SP:Iteration 33Q (2982.664130 sec): 3 clusters Score: Raw -116464.860108 + Penalty 1622.504657 = -114842.355451 nChanged 7 SP:Iteration 34Q (2982.777011 sec): 3 clusters Score: Raw -116467.336384 + Penalty 1622.504657 = -114844.831728 nChanged 6 SP:Iteration 35Q (2982.853223 sec): 3 clusters Score: Raw -116469.831461 + Penalty 1622.504657 = -114847.326804 nChanged 4 SP:Iteration 36Q (2982.950754 sec): 3 clusters Score: Raw -116471.254618 + Penalty 1622.504657 = -114848.749962 nChanged 4 SP:Iteration 37Q (2983.065115 sec): 3 clusters Score: Raw -116473.064500 + Penalty 1622.504657 = -114850.559843 nChanged 3 SP:Iteration 38Q (2983.148106 sec): 3 clusters Score: Raw -116474.093645 + Penalty 1622.504657 = -114851.588989 nChanged 3 SP:Iteration 39Q (2983.261692 sec): 3 clusters Score: Raw -116475.581133 + Penalty 1622.504657 = -114853.076476 nChanged 5 SP:Iteration 40F (2983.344373 sec): 3 clusters Score: Raw -116478.485129 + Penalty 1622.504657 = -114855.980473 nChanged 6 SP:Iteration 41Q (2983.454442 sec): 3 clusters Score: Raw -116480.970501 + Penalty 1622.504657 = -114858.465844 nChanged 4 SP:Iteration 42Q (2983.542386 sec): 3 clusters Score: Raw -116483.280267 + Penalty 1622.504657 = -114860.775611 nChanged 1 SP:Iteration 43Q (2983.665774 sec): 3 clusters Score: Raw -116483.511790 + Penalty 1622.504657 = -114861.007134 nChanged 1 SP:Iteration 44Q (2983.760356 sec): 3 clusters Score: Raw -116483.954297 + Penalty 1622.504657 = -114861.449640 nChanged 0 SP:Iteration 45F (2983.849186 sec): 3 clusters Score: Raw -116483.954297 + Penalty 1622.504657 = -114861.449640 nChanged 0 Score: Raw -2005607.337875 + Penalty 17845.222534 = -1987762.115341 Splitting cluster 14 changes total score from -1987696.931570 to -1987762.115341 So it's getting split into cluster 16. Trying to split cluster 15 (2520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2985.261030 sec): 2 clusters Score: Raw -124728.539043 + Penalty 822.361489 = -123906.177554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2985.390847 sec): 3 clusters Score: Raw -123457.663183 + Penalty 1644.722978 = -121812.940205 nChanged 1023 SP:Iteration 1F (2985.466636 sec): 3 clusters Score: Raw -124140.587786 + Penalty 1644.722978 = -122495.864808 nChanged 232 SP:Iteration 2F (2985.567389 sec): 3 clusters Score: Raw -124336.846665 + Penalty 1644.722978 = -122692.123687 nChanged 185 SP:Iteration 3F (2985.686052 sec): 3 clusters Score: Raw -124495.330677 + Penalty 1644.722978 = -122850.607699 nChanged 149 SP:Iteration 4F (2985.790342 sec): 3 clusters Score: Raw -124630.253999 + Penalty 1644.722978 = -122985.531021 nChanged 137 SP:Iteration 5F (2985.897208 sec): 3 clusters Score: Raw -124743.927662 + Penalty 1644.722978 = -123099.204684 nChanged 120 SP:Iteration 6Q (2985.986673 sec): 3 clusters Score: Raw -124827.695842 + Penalty 1644.722978 = -123182.972864 nChanged 90 SP:Iteration 7Q (2986.085788 sec): 3 clusters Score: Raw -124893.674192 + Penalty 1644.722978 = -123248.951214 nChanged 66 SP:Iteration 8Q (2986.185175 sec): 3 clusters Score: Raw -124947.092099 + Penalty 1644.722978 = -123302.369121 nChanged 56 SP:Iteration 9Q (2986.316834 sec): 3 clusters Score: Raw -124987.497131 + Penalty 1644.722978 = -123342.774153 nChanged 38 SP:Iteration 10Q (2986.400185 sec): 3 clusters Score: Raw -125013.302954 + Penalty 1644.722978 = -123368.579976 nChanged 43 SP:Iteration 11Q (2986.529453 sec): 3 clusters Score: Raw -125041.908868 + Penalty 1644.722978 = -123397.185890 nChanged 44 SP:Iteration 12Q (2986.604338 sec): 3 clusters Score: Raw -125066.889177 + Penalty 1644.722978 = -123422.166199 nChanged 25 SP:Iteration 13Q (2986.723709 sec): 3 clusters Score: Raw -125079.711131 + Penalty 1644.722978 = -123434.988154 nChanged 25 SP:Iteration 14Q (2986.799163 sec): 3 clusters Score: Raw -125089.897832 + Penalty 1644.722978 = -123445.174854 nChanged 18 SP:Iteration 15Q (2986.920161 sec): 3 clusters Score: Raw -125097.157452 + Penalty 1644.722978 = -123452.434474 nChanged 15 SP:Iteration 16Q (2987.006763 sec): 3 clusters Score: Raw -125101.386001 + Penalty 1644.722978 = -123456.663023 nChanged 9 SP:Iteration 17Q (2987.113278 sec): 3 clusters Score: Raw -125103.530336 + Penalty 1644.722978 = -123458.807359 nChanged 6 SP:Iteration 18Q (2987.226527 sec): 3 clusters Score: Raw -125104.612784 + Penalty 1644.722978 = -123459.889807 nChanged 7 SP:Iteration 19Q (2987.319074 sec): 3 clusters Score: Raw -125106.790202 + Penalty 1644.722978 = -123462.067224 nChanged 7 SP:Iteration 20F (2987.419436 sec): 3 clusters Score: Raw -125110.526031 + Penalty 1644.722978 = -123465.803053 nChanged 4 SP:Iteration 21Q (2987.562306 sec): 3 clusters Score: Raw -125112.297065 + Penalty 1644.722978 = -123467.574087 nChanged 1 SP:Iteration 22Q (2987.645015 sec): 3 clusters Score: Raw -125112.846636 + Penalty 1644.722978 = -123468.123658 nChanged 3 SP:Iteration 23Q (2987.765404 sec): 3 clusters Score: Raw -125114.117550 + Penalty 1644.722978 = -123469.394573 nChanged 3 SP:Iteration 24Q (2987.846562 sec): 3 clusters Score: Raw -125114.720045 + Penalty 1644.722978 = -123469.997067 nChanged 3 SP:Iteration 25Q (2987.943062 sec): 3 clusters Score: Raw -125115.788475 + Penalty 1644.722978 = -123471.065497 nChanged 1 SP:Iteration 26Q (2988.040000 sec): 3 clusters Score: Raw -125115.930353 + Penalty 1644.722978 = -123471.207375 nChanged 1 SP:Iteration 27Q (2988.145120 sec): 3 clusters Score: Raw -125116.496333 + Penalty 1644.722978 = -123471.773355 nChanged 2 SP:Iteration 28Q (2988.239077 sec): 3 clusters Score: Raw -125117.018553 + Penalty 1644.722978 = -123472.295576 nChanged 0 SP:Iteration 29F (2988.331246 sec): 3 clusters Score: Raw -125117.018553 + Penalty 1644.722978 = -123472.295576 nChanged 0 Iteration 59Q (2989.497872 sec): 17 clusters Score: Raw -2005892.298234 + Penalty 17845.222534 = -1988047.075699 nChanged 426 Iteration 60F (2990.852576 sec): 17 clusters Score: Raw -2006238.139376 + Penalty 17845.222534 = -1988392.916842 nChanged 396 Iteration 61Q (2992.059537 sec): 17 clusters Score: Raw -2006519.342195 + Penalty 17845.222534 = -1988674.119661 nChanged 361 Iteration 62Q (2993.249468 sec): 17 clusters Score: Raw -2006732.578297 + Penalty 17845.222534 = -1988887.355763 nChanged 364 Iteration 63Q (2994.430395 sec): 17 clusters Score: Raw -2006930.221881 + Penalty 17845.222534 = -1989084.999347 nChanged 339 Iteration 64Q (2995.591644 sec): 17 clusters Score: Raw -2007102.124676 + Penalty 17845.222534 = -1989256.902142 nChanged 334 Iteration 65Q (2996.778384 sec): 17 clusters Score: Raw -2007275.238918 + Penalty 17845.222534 = -1989430.016384 nChanged 359 Iteration 66Q (2997.994169 sec): 17 clusters Score: Raw -2007449.967523 + Penalty 17845.222534 = -1989604.744989 nChanged 348 Iteration 67Q (2999.179844 sec): 17 clusters Score: Raw -2007609.341378 + Penalty 17845.222534 = -1989764.118844 nChanged 356 Iteration 68Q (3000.309850 sec): 17 clusters Score: Raw -2007749.938335 + Penalty 17845.222534 = -1989904.715801 nChanged 338 Iteration 69Q (3001.463515 sec): 17 clusters Score: Raw -2007874.210377 + Penalty 17845.222534 = -1990028.987843 nChanged 326 Iteration 70Q (3002.542018 sec): 17 clusters Score: Raw -2007982.616771 + Penalty 17845.222534 = -1990137.394237 nChanged 301 Iteration 71Q (3003.613028 sec): 17 clusters Score: Raw -2008091.260382 + Penalty 17845.222534 = -1990246.037848 nChanged 301 Iteration 72Q (3004.750475 sec): 17 clusters Score: Raw -2008189.668914 + Penalty 17845.222534 = -1990344.446380 nChanged 280 Iteration 73Q (3005.801272 sec): 17 clusters Score: Raw -2008284.663715 + Penalty 17845.222534 = -1990439.441181 nChanged 276 Iteration 74Q (3007.108126 sec): 17 clusters Score: Raw -2008378.980617 + Penalty 17845.222534 = -1990533.758083 nChanged 207 Iteration 75Q (3008.324024 sec): 17 clusters Score: Raw -2008442.868881 + Penalty 17845.222534 = -1990597.646347 nChanged 178 Iteration 76Q (3009.448684 sec): 17 clusters Score: Raw -2008490.892260 + Penalty 17845.222534 = -1990645.669726 nChanged 150 Iteration 77Q (3010.627970 sec): 17 clusters Score: Raw -2008532.327830 + Penalty 17845.222534 = -1990687.105296 nChanged 141 Iteration 78Q (3011.844728 sec): 17 clusters Score: Raw -2008563.068244 + Penalty 17845.222534 = -1990717.845710 nChanged 124 Iteration 79Q (3013.051950 sec): 17 clusters Score: Raw -2008586.964662 + Penalty 17845.222534 = -1990741.742128 nChanged 98 Iteration 80F (3014.492659 sec): 17 clusters Score: Raw -2008827.665393 + Penalty 17845.222534 = -1990982.442859 nChanged 231 Iteration 81Q (3015.717441 sec): 17 clusters Score: Raw -2008952.571600 + Penalty 17845.222534 = -1991107.349066 nChanged 216 Iteration 82Q (3016.881954 sec): 17 clusters Score: Raw -2009011.743478 + Penalty 17845.222534 = -1991166.520944 nChanged 170 Iteration 83Q (3018.027476 sec): 17 clusters Score: Raw -2009051.240253 + Penalty 17845.222534 = -1991206.017719 nChanged 151 Iteration 84Q (3019.233448 sec): 17 clusters Score: Raw -2009080.332728 + Penalty 17845.222534 = -1991235.110194 nChanged 109 Iteration 85Q (3020.489368 sec): 17 clusters Score: Raw -2009099.415570 + Penalty 17845.222534 = -1991254.193036 nChanged 97 Iteration 86Q (3021.696831 sec): 17 clusters Score: Raw -2009112.699883 + Penalty 17845.222534 = -1991267.477349 nChanged 64 Iteration 87Q (3022.916154 sec): 17 clusters Score: Raw -2009122.089632 + Penalty 17845.222534 = -1991276.867098 nChanged 65 Iteration 88Q (3024.057540 sec): 17 clusters Score: Raw -2009132.970703 + Penalty 17845.222534 = -1991287.748169 nChanged 59 Iteration 89Q (3025.266052 sec): 17 clusters Score: Raw -2009142.920173 + Penalty 17845.222534 = -1991297.697639 nChanged 63 Iteration 90Q (3026.307128 sec): 17 clusters Score: Raw -2009152.959546 + Penalty 17845.222534 = -1991307.737012 nChanged 46 Iteration 91Q (3027.438113 sec): 17 clusters Score: Raw -2009158.294355 + Penalty 17845.222534 = -1991313.071821 nChanged 37 Iteration 92Q (3028.475008 sec): 17 clusters Score: Raw -2009163.277391 + Penalty 17845.222534 = -1991318.054857 nChanged 30 Iteration 93Q (3029.638657 sec): 17 clusters Score: Raw -2009168.138805 + Penalty 17845.222534 = -1991322.916271 nChanged 32 Iteration 94Q (3030.721923 sec): 17 clusters Score: Raw -2009173.615454 + Penalty 17845.222534 = -1991328.392920 nChanged 29 Iteration 95Q (3031.861056 sec): 17 clusters Score: Raw -2009177.840058 + Penalty 17845.222534 = -1991332.617524 nChanged 21 Iteration 96Q (3032.923922 sec): 17 clusters Score: Raw -2009181.380953 + Penalty 17845.222534 = -1991336.158419 nChanged 23 Iteration 97Q (3034.100112 sec): 17 clusters Score: Raw -2009184.683580 + Penalty 17845.222534 = -1991339.461045 nChanged 26 Iteration 98Q (3035.236314 sec): 17 clusters Score: Raw -2009188.518507 + Penalty 17845.222534 = -1991343.295972 nChanged 29 Writing temp clu file Because OldScore, -1991339.461045, is greater than current (better) Score,-1991343.295972 Compute initial score before splitting: Score: Raw -2009188.518507 + Penalty 17845.222534 = -1991343.295972 Trying to split cluster 1 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3035.304470 sec): 2 clusters Score: Raw -16817.705070 + Penalty 662.732155 = -16154.972915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3035.402521 sec): 3 clusters Score: Raw -16726.345749 + Penalty 1325.464310 = -15400.881439 nChanged 183 SP:Iteration 1F (3035.490357 sec): 3 clusters Score: Raw -17097.575339 + Penalty 1325.464310 = -15772.111029 nChanged 47 SP:Iteration 2F (3035.585341 sec): 3 clusters Score: Raw -17222.018374 + Penalty 1325.464310 = -15896.554064 nChanged 31 SP:Iteration 3F (3035.697812 sec): 3 clusters Score: Raw -17286.324233 + Penalty 1325.464310 = -15960.859923 nChanged 19 SP:Iteration 4Q (3035.780759 sec): 3 clusters Score: Raw -17318.114451 + Penalty 1325.464310 = -15992.650141 nChanged 13 SP:Iteration 5Q (3035.884905 sec): 3 clusters Score: Raw -17336.361762 + Penalty 1325.464310 = -16010.897452 nChanged 5 SP:Iteration 6Q (3035.978414 sec): 3 clusters Score: Raw -17342.020895 + Penalty 1325.464310 = -16016.556585 nChanged 2 SP:Iteration 7Q (3036.076117 sec): 3 clusters Score: Raw -17344.752277 + Penalty 1325.464310 = -16019.287967 nChanged 2 SP:Iteration 8Q (3036.145130 sec): 3 clusters Score: Raw -17346.762259 + Penalty 1325.464310 = -16021.297949 nChanged 1 SP:Iteration 9Q (3036.244602 sec): 3 clusters Score: Raw -17348.149518 + Penalty 1325.464310 = -16022.685208 nChanged 1 SP:Iteration 10Q (3036.345099 sec): 3 clusters Score: Raw -17356.192703 + Penalty 1325.464310 = -16030.728393 nChanged 2 SP:Iteration 11Q (3036.474959 sec): 3 clusters Score: Raw -17359.150807 + Penalty 1325.464310 = -16033.686497 nChanged 0 SP:Iteration 12F (3036.547871 sec): 3 clusters Score: Raw -17359.150807 + Penalty 1325.464310 = -16033.686497 nChanged 0 Trying to split cluster 2 (2350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3036.602528 sec): 2 clusters Score: Raw -116773.168526 + Penalty 815.027914 = -115958.140612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3036.695878 sec): 3 clusters Score: Raw -115587.658643 + Penalty 1630.055827 = -113957.602815 nChanged 916 SP:Iteration 1F (3036.805700 sec): 3 clusters Score: Raw -116221.407051 + Penalty 1630.055827 = -114591.351223 nChanged 215 SP:Iteration 2F (3036.904047 sec): 3 clusters Score: Raw -116409.454985 + Penalty 1630.055827 = -114779.399157 nChanged 156 SP:Iteration 3F (3036.992597 sec): 3 clusters Score: Raw -116546.248033 + Penalty 1630.055827 = -114916.192206 nChanged 121 SP:Iteration 4F (3037.098276 sec): 3 clusters Score: Raw -116653.443639 + Penalty 1630.055827 = -115023.387811 nChanged 101 SP:Iteration 5Q (3037.187928 sec): 3 clusters Score: Raw -116725.266018 + Penalty 1630.055827 = -115095.210191 nChanged 72 SP:Iteration 6Q (3037.297712 sec): 3 clusters Score: Raw -116764.712724 + Penalty 1630.055827 = -115134.656897 nChanged 69 SP:Iteration 7Q (3037.407000 sec): 3 clusters Score: Raw -116792.555414 + Penalty 1630.055827 = -115162.499586 nChanged 32 SP:Iteration 8Q (3037.473546 sec): 3 clusters Score: Raw -116806.821596 + Penalty 1630.055827 = -115176.765768 nChanged 26 SP:Iteration 9Q (3037.586182 sec): 3 clusters Score: Raw -116816.678171 + Penalty 1630.055827 = -115186.622343 nChanged 21 SP:Iteration 10Q (3037.682659 sec): 3 clusters Score: Raw -116823.441032 + Penalty 1630.055827 = -115193.385204 nChanged 14 SP:Iteration 11Q (3037.790598 sec): 3 clusters Score: Raw -116827.113726 + Penalty 1630.055827 = -115197.057899 nChanged 13 SP:Iteration 12Q (3037.874154 sec): 3 clusters Score: Raw -116832.315196 + Penalty 1630.055827 = -115202.259369 nChanged 16 SP:Iteration 13Q (3037.982509 sec): 3 clusters Score: Raw -116837.342037 + Penalty 1630.055827 = -115207.286209 nChanged 8 SP:Iteration 14Q (3038.056803 sec): 3 clusters Score: Raw -116841.095662 + Penalty 1630.055827 = -115211.039835 nChanged 11 SP:Iteration 15Q (3038.159192 sec): 3 clusters Score: Raw -116844.527489 + Penalty 1630.055827 = -115214.471661 nChanged 11 SP:Iteration 16Q (3038.254390 sec): 3 clusters Score: Raw -116849.011878 + Penalty 1630.055827 = -115218.956051 nChanged 11 SP:Iteration 17Q (3038.337465 sec): 3 clusters Score: Raw -116852.777356 + Penalty 1630.055827 = -115222.721529 nChanged 7 SP:Iteration 18Q (3038.429875 sec): 3 clusters Score: Raw -116854.884909 + Penalty 1630.055827 = -115224.829082 nChanged 4 SP:Iteration 19Q (3038.537139 sec): 3 clusters Score: Raw -116856.455111 + Penalty 1630.055827 = -115226.399283 nChanged 2 SP:Iteration 20F (3038.618563 sec): 3 clusters Score: Raw -116856.756738 + Penalty 1630.055827 = -115226.700911 nChanged 0 Trying to split cluster 3 (2556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3038.677693 sec): 2 clusters Score: Raw -141519.590972 + Penalty 823.850876 = -140695.740096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3038.781672 sec): 3 clusters Score: Raw -140249.088245 + Penalty 1647.701751 = -138601.386494 nChanged 1002 SP:Iteration 1F (3038.886771 sec): 3 clusters Score: Raw -140820.304891 + Penalty 1647.701751 = -139172.603140 nChanged 195 SP:Iteration 2F (3038.998426 sec): 3 clusters Score: Raw -140939.129769 + Penalty 1647.701751 = -139291.428018 nChanged 158 SP:Iteration 3F (3039.098424 sec): 3 clusters Score: Raw -141043.875322 + Penalty 1647.701751 = -139396.173571 nChanged 127 SP:Iteration 4Q (3039.207837 sec): 3 clusters Score: Raw -141118.795535 + Penalty 1647.701751 = -139471.093784 nChanged 107 SP:Iteration 5Q (3039.280271 sec): 3 clusters Score: Raw -141188.867699 + Penalty 1647.701751 = -139541.165947 nChanged 92 SP:Iteration 6Q (3039.379072 sec): 3 clusters Score: Raw -141246.464305 + Penalty 1647.701751 = -139598.762554 nChanged 76 SP:Iteration 7Q (3039.467262 sec): 3 clusters Score: Raw -141303.530615 + Penalty 1647.701751 = -139655.828864 nChanged 86 SP:Iteration 8Q (3039.564162 sec): 3 clusters Score: Raw -141352.657226 + Penalty 1647.701751 = -139704.955475 nChanged 63 SP:Iteration 9Q (3039.684268 sec): 3 clusters Score: Raw -141397.043314 + Penalty 1647.701751 = -139749.341562 nChanged 64 SP:Iteration 10Q (3039.769609 sec): 3 clusters Score: Raw -141446.966875 + Penalty 1647.701751 = -139799.265124 nChanged 70 SP:Iteration 11Q (3039.862301 sec): 3 clusters Score: Raw -141504.210845 + Penalty 1647.701751 = -139856.509094 nChanged 74 SP:Iteration 12Q (3039.961173 sec): 3 clusters Score: Raw -141572.767661 + Penalty 1647.701751 = -139925.065910 nChanged 74 SP:Iteration 13Q (3040.055669 sec): 3 clusters Score: Raw -141652.695590 + Penalty 1647.701751 = -140004.993838 nChanged 81 SP:Iteration 14Q (3040.184980 sec): 3 clusters Score: Raw -141721.201176 + Penalty 1647.701751 = -140073.499424 nChanged 67 SP:Iteration 15Q (3040.277583 sec): 3 clusters Score: Raw -141780.817265 + Penalty 1647.701751 = -140133.115514 nChanged 49 SP:Iteration 16Q (3040.394463 sec): 3 clusters Score: Raw -141834.492820 + Penalty 1647.701751 = -140186.791069 nChanged 52 SP:Iteration 17Q (3040.496332 sec): 3 clusters Score: Raw -141878.992339 + Penalty 1647.701751 = -140231.290588 nChanged 36 SP:Iteration 18Q (3040.579304 sec): 3 clusters Score: Raw -141903.763166 + Penalty 1647.701751 = -140256.061415 nChanged 35 SP:Iteration 19Q (3040.675388 sec): 3 clusters Score: Raw -141924.510897 + Penalty 1647.701751 = -140276.809146 nChanged 20 SP:Iteration 20F (3040.777908 sec): 3 clusters Score: Raw -141935.565791 + Penalty 1647.701751 = -140287.864040 nChanged 17 SP:Iteration 21Q (3040.856913 sec): 3 clusters Score: Raw -141943.930378 + Penalty 1647.701751 = -140296.228627 nChanged 12 SP:Iteration 22Q (3040.969771 sec): 3 clusters Score: Raw -141949.005486 + Penalty 1647.701751 = -140301.303735 nChanged 8 SP:Iteration 23Q (3041.049555 sec): 3 clusters Score: Raw -141951.358997 + Penalty 1647.701751 = -140303.657246 nChanged 6 SP:Iteration 24Q (3041.147670 sec): 3 clusters Score: Raw -141955.464481 + Penalty 1647.701751 = -140307.762730 nChanged 11 SP:Iteration 25Q (3041.249614 sec): 3 clusters Score: Raw -141961.488636 + Penalty 1647.701751 = -140313.786884 nChanged 12 SP:Iteration 26Q (3041.337752 sec): 3 clusters Score: Raw -141968.660411 + Penalty 1647.701751 = -140320.958659 nChanged 14 SP:Iteration 27Q (3041.444984 sec): 3 clusters Score: Raw -141977.260802 + Penalty 1647.701751 = -140329.559051 nChanged 10 SP:Iteration 28Q (3041.547957 sec): 3 clusters Score: Raw -141981.019284 + Penalty 1647.701751 = -140333.317533 nChanged 9 SP:Iteration 29Q (3041.664308 sec): 3 clusters Score: Raw -141984.123489 + Penalty 1647.701751 = -140336.421738 nChanged 8 SP:Iteration 30Q (3041.767127 sec): 3 clusters Score: Raw -141987.690564 + Penalty 1647.701751 = -140339.988813 nChanged 7 SP:Iteration 31Q (3041.835343 sec): 3 clusters Score: Raw -141990.483923 + Penalty 1647.701751 = -140342.782172 nChanged 2 SP:Iteration 32Q (3041.937549 sec): 3 clusters Score: Raw -141991.827326 + Penalty 1647.701751 = -140344.125574 nChanged 3 SP:Iteration 33Q (3042.036748 sec): 3 clusters Score: Raw -141993.454553 + Penalty 1647.701751 = -140345.752802 nChanged 4 SP:Iteration 34Q (3042.138760 sec): 3 clusters Score: Raw -141995.386558 + Penalty 1647.701751 = -140347.684807 nChanged 7 SP:Iteration 35Q (3042.262225 sec): 3 clusters Score: Raw -142001.458105 + Penalty 1647.701751 = -140353.756354 nChanged 5 SP:Iteration 36Q (3042.336703 sec): 3 clusters Score: Raw -142004.676272 + Penalty 1647.701751 = -140356.974521 nChanged 4 SP:Iteration 37Q (3042.400368 sec): 3 clusters Score: Raw -142007.091199 + Penalty 1647.701751 = -140359.389448 nChanged 4 SP:Iteration 38Q (3042.497702 sec): 3 clusters Score: Raw -142008.088091 + Penalty 1647.701751 = -140360.386340 nChanged 3 SP:Iteration 39Q (3042.608715 sec): 3 clusters Score: Raw -142009.069634 + Penalty 1647.701751 = -140361.367883 nChanged 5 SP:Iteration 40F (3042.702766 sec): 3 clusters Score: Raw -142013.279795 + Penalty 1647.701751 = -140365.578043 nChanged 9 SP:Iteration 41Q (3042.804530 sec): 3 clusters Score: Raw -142017.850023 + Penalty 1647.701751 = -140370.148271 nChanged 6 SP:Iteration 42Q (3042.899918 sec): 3 clusters Score: Raw -142020.764132 + Penalty 1647.701751 = -140373.062381 nChanged 5 SP:Iteration 43Q (3043.009416 sec): 3 clusters Score: Raw -142022.270884 + Penalty 1647.701751 = -140374.569133 nChanged 2 SP:Iteration 44Q (3043.092783 sec): 3 clusters Score: Raw -142022.706734 + Penalty 1647.701751 = -140375.004983 nChanged 4 SP:Iteration 45Q (3043.168740 sec): 3 clusters Score: Raw -142024.827235 + Penalty 1647.701751 = -140377.125484 nChanged 4 SP:Iteration 46Q (3043.272350 sec): 3 clusters Score: Raw -142027.432158 + Penalty 1647.701751 = -140379.730407 nChanged 6 SP:Iteration 47Q (3043.347298 sec): 3 clusters Score: Raw -142029.342076 + Penalty 1647.701751 = -140381.640325 nChanged 3 SP:Iteration 48Q (3043.446439 sec): 3 clusters Score: Raw -142031.375296 + Penalty 1647.701751 = -140383.673545 nChanged 3 SP:Iteration 49Q (3043.563506 sec): 3 clusters Score: Raw -142032.103087 + Penalty 1647.701751 = -140384.401336 nChanged 0 SP:Iteration 50F (3043.645331 sec): 3 clusters Score: Raw -142032.103087 + Penalty 1647.701751 = -140384.401336 nChanged 0 Trying to split cluster 4 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3043.722499 sec): 2 clusters Score: Raw -32967.617248 + Penalty 709.965141 = -32257.652108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3043.806090 sec): 3 clusters Score: Raw -32640.459922 + Penalty 1419.930281 = -31220.529640 nChanged 295 SP:Iteration 1F (3043.876475 sec): 3 clusters Score: Raw -32926.694529 + Penalty 1419.930281 = -31506.764247 nChanged 83 SP:Iteration 2F (3044.001333 sec): 3 clusters Score: Raw -33024.063615 + Penalty 1419.930281 = -31604.133334 nChanged 50 SP:Iteration 3F (3044.084682 sec): 3 clusters Score: Raw -33077.316636 + Penalty 1419.930281 = -31657.386355 nChanged 34 SP:Iteration 4Q (3044.205500 sec): 3 clusters Score: Raw -33107.040715 + Penalty 1419.930281 = -31687.110434 nChanged 25 SP:Iteration 5Q (3044.289567 sec): 3 clusters Score: Raw -33131.090617 + Penalty 1419.930281 = -31711.160335 nChanged 21 SP:Iteration 6Q (3044.389783 sec): 3 clusters Score: Raw -33154.823215 + Penalty 1419.930281 = -31734.892934 nChanged 16 SP:Iteration 7Q (3044.479974 sec): 3 clusters Score: Raw -33168.935156 + Penalty 1419.930281 = -31749.004874 nChanged 12 SP:Iteration 8Q (3044.536620 sec): 3 clusters Score: Raw -33178.116918 + Penalty 1419.930281 = -31758.186637 nChanged 9 SP:Iteration 9Q (3044.643971 sec): 3 clusters Score: Raw -33182.607241 + Penalty 1419.930281 = -31762.676959 nChanged 6 SP:Iteration 10Q (3044.730723 sec): 3 clusters Score: Raw -33192.343323 + Penalty 1419.930281 = -31772.413041 nChanged 7 SP:Iteration 11Q (3044.829919 sec): 3 clusters Score: Raw -33196.692643 + Penalty 1419.930281 = -31776.762362 nChanged 4 SP:Iteration 12Q (3044.907215 sec): 3 clusters Score: Raw -33199.788845 + Penalty 1419.930281 = -31779.858564 nChanged 1 SP:Iteration 13Q (3045.004606 sec): 3 clusters Score: Raw -33201.020121 + Penalty 1419.930281 = -31781.089840 nChanged 1 SP:Iteration 14Q (3045.094314 sec): 3 clusters Score: Raw -33202.880152 + Penalty 1419.930281 = -31782.949870 nChanged 3 SP:Iteration 15Q (3045.177114 sec): 3 clusters Score: Raw -33204.336899 + Penalty 1419.930281 = -31784.406617 nChanged 1 SP:Iteration 16Q (3045.251273 sec): 3 clusters Score: Raw -33204.725675 + Penalty 1419.930281 = -31784.795394 nChanged 1 SP:Iteration 17Q (3045.369327 sec): 3 clusters Score: Raw -33205.056557 + Penalty 1419.930281 = -31785.126276 nChanged 1 SP:Iteration 18Q (3045.457406 sec): 3 clusters Score: Raw -33205.453034 + Penalty 1419.930281 = -31785.522753 nChanged 0 SP:Iteration 19F (3045.545694 sec): 3 clusters Score: Raw -33205.453034 + Penalty 1419.930281 = -31785.522753 nChanged 0 Trying to split cluster 5 (1248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3045.604146 sec): 2 clusters Score: Raw -49331.571890 + Penalty 748.576243 = -48582.995647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3045.713656 sec): 3 clusters Score: Raw -48855.415488 + Penalty 1497.152485 = -47358.263002 nChanged 438 SP:Iteration 1F (3045.802649 sec): 3 clusters Score: Raw -49215.767243 + Penalty 1497.152485 = -47718.614758 nChanged 96 SP:Iteration 2F (3045.899632 sec): 3 clusters Score: Raw -49282.881199 + Penalty 1497.152485 = -47785.728714 nChanged 47 SP:Iteration 3Q (3045.994095 sec): 3 clusters Score: Raw -49325.006029 + Penalty 1497.152485 = -47827.853543 nChanged 37 SP:Iteration 4Q (3046.118631 sec): 3 clusters Score: Raw -49351.177195 + Penalty 1497.152485 = -47854.024710 nChanged 21 SP:Iteration 5Q (3046.180596 sec): 3 clusters Score: Raw -49361.775047 + Penalty 1497.152485 = -47864.622562 nChanged 10 SP:Iteration 6Q (3046.275248 sec): 3 clusters Score: Raw -49369.975635 + Penalty 1497.152485 = -47872.823150 nChanged 12 SP:Iteration 7Q (3046.369036 sec): 3 clusters Score: Raw -49382.530445 + Penalty 1497.152485 = -47885.377960 nChanged 23 SP:Iteration 8Q (3046.462226 sec): 3 clusters Score: Raw -49395.315368 + Penalty 1497.152485 = -47898.162883 nChanged 16 SP:Iteration 9Q (3046.559781 sec): 3 clusters Score: Raw -49404.439486 + Penalty 1497.152485 = -47907.287001 nChanged 15 SP:Iteration 10Q (3046.646826 sec): 3 clusters Score: Raw -49417.351110 + Penalty 1497.152485 = -47920.198624 nChanged 14 SP:Iteration 11Q (3046.747865 sec): 3 clusters Score: Raw -49425.357949 + Penalty 1497.152485 = -47928.205464 nChanged 12 SP:Iteration 12Q (3046.839848 sec): 3 clusters Score: Raw -49437.208431 + Penalty 1497.152485 = -47940.055946 nChanged 20 SP:Iteration 13Q (3046.925912 sec): 3 clusters Score: Raw -49459.008740 + Penalty 1497.152485 = -47961.856255 nChanged 24 SP:Iteration 14Q (3047.019465 sec): 3 clusters Score: Raw -49483.666068 + Penalty 1497.152485 = -47986.513583 nChanged 33 SP:Iteration 15Q (3047.133641 sec): 3 clusters Score: Raw -49514.523423 + Penalty 1497.152485 = -48017.370937 nChanged 28 SP:Iteration 16Q (3047.224444 sec): 3 clusters Score: Raw -49543.633326 + Penalty 1497.152485 = -48046.480840 nChanged 28 SP:Iteration 17Q (3047.313045 sec): 3 clusters Score: Raw -49573.681211 + Penalty 1497.152485 = -48076.528726 nChanged 21 SP:Iteration 18Q (3047.401847 sec): 3 clusters Score: Raw -49588.998663 + Penalty 1497.152485 = -48091.846178 nChanged 19 SP:Iteration 19Q (3047.482734 sec): 3 clusters Score: Raw -49601.373765 + Penalty 1497.152485 = -48104.221279 nChanged 11 SP:Iteration 20F (3047.585360 sec): 3 clusters Score: Raw -49608.700473 + Penalty 1497.152485 = -48111.547988 nChanged 8 SP:Iteration 21Q (3047.680615 sec): 3 clusters Score: Raw -49615.057011 + Penalty 1497.152485 = -48117.904526 nChanged 13 SP:Iteration 22Q (3047.794289 sec): 3 clusters Score: Raw -49623.899995 + Penalty 1497.152485 = -48126.747510 nChanged 11 SP:Iteration 23Q (3047.914116 sec): 3 clusters Score: Raw -49632.166883 + Penalty 1497.152485 = -48135.014397 nChanged 10 SP:Iteration 24Q (3047.997975 sec): 3 clusters Score: Raw -49637.314005 + Penalty 1497.152485 = -48140.161519 nChanged 4 SP:Iteration 25Q (3048.070152 sec): 3 clusters Score: Raw -49642.794987 + Penalty 1497.152485 = -48145.642501 nChanged 5 SP:Iteration 26Q (3048.166787 sec): 3 clusters Score: Raw -49645.480769 + Penalty 1497.152485 = -48148.328283 nChanged 3 SP:Iteration 27Q (3048.285153 sec): 3 clusters Score: Raw -49646.839827 + Penalty 1497.152485 = -48149.687342 nChanged 3 SP:Iteration 28Q (3048.361821 sec): 3 clusters Score: Raw -49649.050218 + Penalty 1497.152485 = -48151.897733 nChanged 4 SP:Iteration 29Q (3048.454504 sec): 3 clusters Score: Raw -49652.155979 + Penalty 1497.152485 = -48155.003494 nChanged 5 SP:Iteration 30Q (3048.536295 sec): 3 clusters Score: Raw -49655.035158 + Penalty 1497.152485 = -48157.882673 nChanged 8 SP:Iteration 31Q (3048.639178 sec): 3 clusters Score: Raw -49663.207175 + Penalty 1497.152485 = -48166.054689 nChanged 11 SP:Iteration 32Q (3048.750902 sec): 3 clusters Score: Raw -49673.099130 + Penalty 1497.152485 = -48175.946645 nChanged 11 SP:Iteration 33Q (3048.828574 sec): 3 clusters Score: Raw -49684.823223 + Penalty 1497.152485 = -48187.670738 nChanged 15 SP:Iteration 34Q (3048.921330 sec): 3 clusters Score: Raw -49699.318055 + Penalty 1497.152485 = -48202.165570 nChanged 14 SP:Iteration 35Q (3049.018470 sec): 3 clusters Score: Raw -49707.860109 + Penalty 1497.152485 = -48210.707624 nChanged 12 SP:Iteration 36Q (3049.126702 sec): 3 clusters Score: Raw -49716.759334 + Penalty 1497.152485 = -48219.606849 nChanged 12 SP:Iteration 37Q (3049.224472 sec): 3 clusters Score: Raw -49725.790988 + Penalty 1497.152485 = -48228.638503 nChanged 8 SP:Iteration 38Q (3049.305472 sec): 3 clusters Score: Raw -49730.500920 + Penalty 1497.152485 = -48233.348434 nChanged 9 SP:Iteration 39Q (3049.373153 sec): 3 clusters Score: Raw -49737.032033 + Penalty 1497.152485 = -48239.879547 nChanged 7 SP:Iteration 40F (3049.471008 sec): 3 clusters Score: Raw -49745.056246 + Penalty 1497.152485 = -48247.903761 nChanged 8 SP:Iteration 41Q (3049.591782 sec): 3 clusters Score: Raw -49751.720533 + Penalty 1497.152485 = -48254.568048 nChanged 4 SP:Iteration 42Q (3049.661588 sec): 3 clusters Score: Raw -49753.629603 + Penalty 1497.152485 = -48256.477118 nChanged 2 SP:Iteration 43Q (3049.743684 sec): 3 clusters Score: Raw -49754.326002 + Penalty 1497.152485 = -48257.173517 nChanged 2 SP:Iteration 44Q (3049.844008 sec): 3 clusters Score: Raw -49754.953238 + Penalty 1497.152485 = -48257.800753 nChanged 2 SP:Iteration 45Q (3049.944377 sec): 3 clusters Score: Raw -49755.279966 + Penalty 1497.152485 = -48258.127481 nChanged 0 SP:Iteration 46F (3050.050818 sec): 3 clusters Score: Raw -49755.279966 + Penalty 1497.152485 = -48258.127481 nChanged 0 Trying to split cluster 6 (1341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3050.101365 sec): 2 clusters Score: Raw -62992.114660 + Penalty 756.122943 = -62235.991717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3050.199982 sec): 3 clusters Score: Raw -62408.023011 + Penalty 1512.245885 = -60895.777126 nChanged 470 SP:Iteration 1F (3050.306753 sec): 3 clusters Score: Raw -62728.936825 + Penalty 1512.245885 = -61216.690939 nChanged 140 SP:Iteration 2F (3050.401557 sec): 3 clusters Score: Raw -62872.365159 + Penalty 1512.245885 = -61360.119274 nChanged 88 SP:Iteration 3F (3050.509024 sec): 3 clusters Score: Raw -62950.629307 + Penalty 1512.245885 = -61438.383422 nChanged 69 SP:Iteration 4F (3050.593203 sec): 3 clusters Score: Raw -62999.524994 + Penalty 1512.245885 = -61487.279109 nChanged 37 SP:Iteration 5Q (3050.717118 sec): 3 clusters Score: Raw -63028.747484 + Penalty 1512.245885 = -61516.501598 nChanged 31 SP:Iteration 6Q (3050.805746 sec): 3 clusters Score: Raw -63050.826300 + Penalty 1512.245885 = -61538.580415 nChanged 24 SP:Iteration 7Q (3050.885240 sec): 3 clusters Score: Raw -63069.944421 + Penalty 1512.245885 = -61557.698535 nChanged 26 SP:Iteration 8Q (3050.988913 sec): 3 clusters Score: Raw -63093.142209 + Penalty 1512.245885 = -61580.896324 nChanged 22 SP:Iteration 9Q (3051.077640 sec): 3 clusters Score: Raw -63108.205534 + Penalty 1512.245885 = -61595.959649 nChanged 22 SP:Iteration 10Q (3051.180797 sec): 3 clusters Score: Raw -63121.888686 + Penalty 1512.245885 = -61609.642800 nChanged 14 SP:Iteration 11Q (3051.297629 sec): 3 clusters Score: Raw -63133.546633 + Penalty 1512.245885 = -61621.300748 nChanged 15 SP:Iteration 12Q (3051.385569 sec): 3 clusters Score: Raw -63140.976802 + Penalty 1512.245885 = -61628.730916 nChanged 8 SP:Iteration 13Q (3051.489976 sec): 3 clusters Score: Raw -63143.322425 + Penalty 1512.245885 = -61631.076540 nChanged 3 SP:Iteration 14Q (3051.599701 sec): 3 clusters Score: Raw -63144.873499 + Penalty 1512.245885 = -61632.627614 nChanged 5 SP:Iteration 15Q (3051.696358 sec): 3 clusters Score: Raw -63147.922873 + Penalty 1512.245885 = -61635.676987 nChanged 5 SP:Iteration 16Q (3051.792663 sec): 3 clusters Score: Raw -63150.032248 + Penalty 1512.245885 = -61637.786362 nChanged 3 SP:Iteration 17Q (3051.900897 sec): 3 clusters Score: Raw -63151.096632 + Penalty 1512.245885 = -61638.850747 nChanged 3 SP:Iteration 18Q (3051.991175 sec): 3 clusters Score: Raw -63152.038730 + Penalty 1512.245885 = -61639.792845 nChanged 4 SP:Iteration 19Q (3052.101786 sec): 3 clusters Score: Raw -63153.469424 + Penalty 1512.245885 = -61641.223538 nChanged 1 SP:Iteration 20F (3052.181426 sec): 3 clusters Score: Raw -63153.650490 + Penalty 1512.245885 = -61641.404605 nChanged 0 Trying to split cluster 7 (2692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3052.247029 sec): 2 clusters Score: Raw -147466.635048 + Penalty 829.294168 = -146637.340880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3052.347015 sec): 3 clusters Score: Raw -146127.614824 + Penalty 1658.588335 = -144469.026489 nChanged 1055 SP:Iteration 1F (3052.452242 sec): 3 clusters Score: Raw -146821.463006 + Penalty 1658.588335 = -145162.874671 nChanged 253 SP:Iteration 2F (3052.543108 sec): 3 clusters Score: Raw -147010.693793 + Penalty 1658.588335 = -145352.105458 nChanged 188 SP:Iteration 3F (3052.654450 sec): 3 clusters Score: Raw -147153.603255 + Penalty 1658.588335 = -145495.014920 nChanged 135 SP:Iteration 4F (3052.748732 sec): 3 clusters Score: Raw -147249.233081 + Penalty 1658.588335 = -145590.644746 nChanged 115 SP:Iteration 5Q (3052.856669 sec): 3 clusters Score: Raw -147316.612743 + Penalty 1658.588335 = -145658.024408 nChanged 89 SP:Iteration 6Q (3052.960216 sec): 3 clusters Score: Raw -147366.129043 + Penalty 1658.588335 = -145707.540708 nChanged 68 SP:Iteration 7Q (3053.068355 sec): 3 clusters Score: Raw -147405.527551 + Penalty 1658.588335 = -145746.939216 nChanged 56 SP:Iteration 8Q (3053.177669 sec): 3 clusters Score: Raw -147439.075224 + Penalty 1658.588335 = -145780.486889 nChanged 48 SP:Iteration 9Q (3053.267911 sec): 3 clusters Score: Raw -147462.256828 + Penalty 1658.588335 = -145803.668493 nChanged 46 SP:Iteration 10Q (3053.357784 sec): 3 clusters Score: Raw -147491.525355 + Penalty 1658.588335 = -145832.937020 nChanged 44 SP:Iteration 11Q (3053.456832 sec): 3 clusters Score: Raw -147515.866062 + Penalty 1658.588335 = -145857.277727 nChanged 44 SP:Iteration 12Q (3053.560993 sec): 3 clusters Score: Raw -147541.459130 + Penalty 1658.588335 = -145882.870795 nChanged 41 SP:Iteration 13Q (3053.654054 sec): 3 clusters Score: Raw -147561.940970 + Penalty 1658.588335 = -145903.352635 nChanged 22 SP:Iteration 14Q (3053.760643 sec): 3 clusters Score: Raw -147574.321550 + Penalty 1658.588335 = -145915.733215 nChanged 22 SP:Iteration 15Q (3053.846113 sec): 3 clusters Score: Raw -147593.268404 + Penalty 1658.588335 = -145934.680069 nChanged 34 SP:Iteration 16Q (3053.976565 sec): 3 clusters Score: Raw -147612.835544 + Penalty 1658.588335 = -145954.247209 nChanged 35 SP:Iteration 17Q (3054.045505 sec): 3 clusters Score: Raw -147628.013457 + Penalty 1658.588335 = -145969.425122 nChanged 30 SP:Iteration 18Q (3054.149766 sec): 3 clusters Score: Raw -147640.854280 + Penalty 1658.588335 = -145982.265945 nChanged 25 SP:Iteration 19Q (3054.254757 sec): 3 clusters Score: Raw -147653.862438 + Penalty 1658.588335 = -145995.274103 nChanged 28 SP:Iteration 20F (3054.350446 sec): 3 clusters Score: Raw -147670.159438 + Penalty 1658.588335 = -146011.571103 nChanged 25 SP:Iteration 21Q (3054.452436 sec): 3 clusters Score: Raw -147683.834863 + Penalty 1658.588335 = -146025.246528 nChanged 18 SP:Iteration 22Q (3054.543572 sec): 3 clusters Score: Raw -147693.729159 + Penalty 1658.588335 = -146035.140824 nChanged 15 SP:Iteration 23Q (3054.671032 sec): 3 clusters Score: Raw -147702.350932 + Penalty 1658.588335 = -146043.762597 nChanged 16 SP:Iteration 24Q (3054.759469 sec): 3 clusters Score: Raw -147708.836906 + Penalty 1658.588335 = -146050.248571 nChanged 11 SP:Iteration 25Q (3054.867750 sec): 3 clusters Score: Raw -147711.335189 + Penalty 1658.588335 = -146052.746854 nChanged 3 SP:Iteration 26Q (3054.974440 sec): 3 clusters Score: Raw -147712.138225 + Penalty 1658.588335 = -146053.549890 nChanged 5 SP:Iteration 27Q (3055.040876 sec): 3 clusters Score: Raw -147713.252760 + Penalty 1658.588335 = -146054.664425 nChanged 5 SP:Iteration 28Q (3055.142724 sec): 3 clusters Score: Raw -147715.811097 + Penalty 1658.588335 = -146057.222762 nChanged 5 SP:Iteration 29Q (3055.242184 sec): 3 clusters Score: Raw -147718.158096 + Penalty 1658.588335 = -146059.569761 nChanged 6 SP:Iteration 30Q (3055.351064 sec): 3 clusters Score: Raw -147719.865571 + Penalty 1658.588335 = -146061.277236 nChanged 5 SP:Iteration 31Q (3055.455626 sec): 3 clusters Score: Raw -147720.666602 + Penalty 1658.588335 = -146062.078266 nChanged 4 SP:Iteration 32Q (3055.568186 sec): 3 clusters Score: Raw -147722.353276 + Penalty 1658.588335 = -146063.764941 nChanged 3 SP:Iteration 33Q (3055.633550 sec): 3 clusters Score: Raw -147722.892389 + Penalty 1658.588335 = -146064.304054 nChanged 0 SP:Iteration 34F (3055.736109 sec): 3 clusters Score: Raw -147722.892389 + Penalty 1658.588335 = -146064.304054 nChanged 0 Trying to split cluster 8 (1735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.793884 sec): 2 clusters Score: Raw -74480.420824 + Penalty 783.170083 = -73697.250741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.923472 sec): 3 clusters Score: Raw -73691.619126 + Penalty 1566.340165 = -72125.278961 nChanged 675 SP:Iteration 1F (3056.008602 sec): 3 clusters Score: Raw -74237.948309 + Penalty 1566.340165 = -72671.608144 nChanged 163 SP:Iteration 2F (3056.103198 sec): 3 clusters Score: Raw -74413.920474 + Penalty 1566.340165 = -72847.580308 nChanged 129 SP:Iteration 3F (3056.190916 sec): 3 clusters Score: Raw -74554.609983 + Penalty 1566.340165 = -72988.269818 nChanged 107 SP:Iteration 4F (3056.308947 sec): 3 clusters Score: Raw -74674.261910 + Penalty 1566.340165 = -73107.921744 nChanged 94 SP:Iteration 5F (3056.396568 sec): 3 clusters Score: Raw -74778.078341 + Penalty 1566.340165 = -73211.738176 nChanged 89 SP:Iteration 6F (3056.468117 sec): 3 clusters Score: Raw -74877.752997 + Penalty 1566.340165 = -73311.412831 nChanged 77 SP:Iteration 7Q (3056.576161 sec): 3 clusters Score: Raw -74956.443910 + Penalty 1566.340165 = -73390.103745 nChanged 63 SP:Iteration 8Q (3056.678947 sec): 3 clusters Score: Raw -75006.419742 + Penalty 1566.340165 = -73440.079577 nChanged 32 SP:Iteration 9Q (3056.785246 sec): 3 clusters Score: Raw -75040.830125 + Penalty 1566.340165 = -73474.489959 nChanged 41 SP:Iteration 10Q (3056.891164 sec): 3 clusters Score: Raw -75072.900103 + Penalty 1566.340165 = -73506.559938 nChanged 35 SP:Iteration 11Q (3056.989775 sec): 3 clusters Score: Raw -75117.689492 + Penalty 1566.340165 = -73551.349327 nChanged 43 SP:Iteration 12Q (3057.113328 sec): 3 clusters Score: Raw -75168.250436 + Penalty 1566.340165 = -73601.910271 nChanged 42 SP:Iteration 13Q (3057.193400 sec): 3 clusters Score: Raw -75218.392912 + Penalty 1566.340165 = -73652.052747 nChanged 38 SP:Iteration 14Q (3057.298906 sec): 3 clusters Score: Raw -75263.829659 + Penalty 1566.340165 = -73697.489494 nChanged 34 SP:Iteration 15Q (3057.392024 sec): 3 clusters Score: Raw -75298.958284 + Penalty 1566.340165 = -73732.618119 nChanged 20 SP:Iteration 16Q (3057.504195 sec): 3 clusters Score: Raw -75315.968541 + Penalty 1566.340165 = -73749.628376 nChanged 8 SP:Iteration 17Q (3057.588060 sec): 3 clusters Score: Raw -75323.059844 + Penalty 1566.340165 = -73756.719678 nChanged 8 SP:Iteration 18Q (3057.678816 sec): 3 clusters Score: Raw -75329.217586 + Penalty 1566.340165 = -73762.877420 nChanged 5 SP:Iteration 19Q (3057.773481 sec): 3 clusters Score: Raw -75333.003411 + Penalty 1566.340165 = -73766.663246 nChanged 4 SP:Iteration 20F (3057.891092 sec): 3 clusters Score: Raw -75336.660838 + Penalty 1566.340165 = -73770.320672 nChanged 8 SP:Iteration 21Q (3057.983394 sec): 3 clusters Score: Raw -75342.253167 + Penalty 1566.340165 = -73775.913002 nChanged 10 SP:Iteration 22Q (3058.058185 sec): 3 clusters Score: Raw -75353.418681 + Penalty 1566.340165 = -73787.078516 nChanged 12 SP:Iteration 23Q (3058.172833 sec): 3 clusters Score: Raw -75364.953808 + Penalty 1566.340165 = -73798.613643 nChanged 7 SP:Iteration 24Q (3058.244363 sec): 3 clusters Score: Raw -75371.925904 + Penalty 1566.340165 = -73805.585739 nChanged 5 SP:Iteration 25Q (3058.330335 sec): 3 clusters Score: Raw -75376.057317 + Penalty 1566.340165 = -73809.717152 nChanged 5 SP:Iteration 26Q (3058.425783 sec): 3 clusters Score: Raw -75384.585166 + Penalty 1566.340165 = -73818.245001 nChanged 8 SP:Iteration 27Q (3058.533590 sec): 3 clusters Score: Raw -75391.419847 + Penalty 1566.340165 = -73825.079682 nChanged 3 SP:Iteration 28Q (3058.627900 sec): 3 clusters Score: Raw -75395.153674 + Penalty 1566.340165 = -73828.813509 nChanged 3 SP:Iteration 29Q (3058.731976 sec): 3 clusters Score: Raw -75397.761622 + Penalty 1566.340165 = -73831.421457 nChanged 3 SP:Iteration 30Q (3058.847203 sec): 3 clusters Score: Raw -75399.570934 + Penalty 1566.340165 = -73833.230769 nChanged 4 SP:Iteration 31Q (3058.939735 sec): 3 clusters Score: Raw -75402.495405 + Penalty 1566.340165 = -73836.155240 nChanged 3 SP:Iteration 32Q (3059.035088 sec): 3 clusters Score: Raw -75404.830502 + Penalty 1566.340165 = -73838.490337 nChanged 4 SP:Iteration 33Q (3059.136083 sec): 3 clusters Score: Raw -75408.171362 + Penalty 1566.340165 = -73841.831197 nChanged 4 SP:Iteration 34Q (3059.206491 sec): 3 clusters Score: Raw -75412.071191 + Penalty 1566.340165 = -73845.731025 nChanged 4 SP:Iteration 35Q (3059.307347 sec): 3 clusters Score: Raw -75416.485954 + Penalty 1566.340165 = -73850.145789 nChanged 6 SP:Iteration 36Q (3059.418727 sec): 3 clusters Score: Raw -75420.341096 + Penalty 1566.340165 = -73854.000930 nChanged 3 SP:Iteration 37Q (3059.530416 sec): 3 clusters Score: Raw -75421.314309 + Penalty 1566.340165 = -73854.974143 nChanged 2 SP:Iteration 38Q (3059.637466 sec): 3 clusters Score: Raw -75422.788436 + Penalty 1566.340165 = -73856.448270 nChanged 3 SP:Iteration 39Q (3059.716430 sec): 3 clusters Score: Raw -75424.722344 + Penalty 1566.340165 = -73858.382179 nChanged 5 SP:Iteration 40F (3059.822197 sec): 3 clusters Score: Raw -75429.216492 + Penalty 1566.340165 = -73862.876326 nChanged 5 SP:Iteration 41Q (3059.938668 sec): 3 clusters Score: Raw -75432.511254 + Penalty 1566.340165 = -73866.171089 nChanged 7 SP:Iteration 42Q (3060.004930 sec): 3 clusters Score: Raw -75440.273104 + Penalty 1566.340165 = -73873.932939 nChanged 5 SP:Iteration 43Q (3060.114838 sec): 3 clusters Score: Raw -75443.902177 + Penalty 1566.340165 = -73877.562012 nChanged 1 SP:Iteration 44Q (3060.189773 sec): 3 clusters Score: Raw -75444.702259 + Penalty 1566.340165 = -73878.362094 nChanged 2 SP:Iteration 45Q (3060.276509 sec): 3 clusters Score: Raw -75446.639355 + Penalty 1566.340165 = -73880.299189 nChanged 2 SP:Iteration 46Q (3060.400299 sec): 3 clusters Score: Raw -75447.984119 + Penalty 1566.340165 = -73881.643954 nChanged 1 SP:Iteration 47Q (3060.489999 sec): 3 clusters Score: Raw -75448.745175 + Penalty 1566.340165 = -73882.405009 nChanged 1 SP:Iteration 48Q (3060.598818 sec): 3 clusters Score: Raw -75449.906662 + Penalty 1566.340165 = -73883.566497 nChanged 2 SP:Iteration 49Q (3060.693523 sec): 3 clusters Score: Raw -75451.662542 + Penalty 1566.340165 = -73885.322377 nChanged 3 SP:Iteration 50Q (3060.803671 sec): 3 clusters Score: Raw -75455.103412 + Penalty 1566.340165 = -73888.763247 nChanged 1 SP:Iteration 51Q (3060.909466 sec): 3 clusters Score: Raw -75455.530061 + Penalty 1566.340165 = -73889.189895 nChanged 2 SP:Iteration 52Q (3061.007944 sec): 3 clusters Score: Raw -75456.636132 + Penalty 1566.340165 = -73890.295966 nChanged 3 SP:Iteration 53Q (3061.101473 sec): 3 clusters Score: Raw -75458.268380 + Penalty 1566.340165 = -73891.928215 nChanged 6 SP:Iteration 54Q (3061.189753 sec): 3 clusters Score: Raw -75463.642077 + Penalty 1566.340165 = -73897.301911 nChanged 7 SP:Iteration 55Q (3061.287539 sec): 3 clusters Score: Raw -75471.412985 + Penalty 1566.340165 = -73905.072820 nChanged 6 SP:Iteration 56Q (3061.365305 sec): 3 clusters Score: Raw -75481.135323 + Penalty 1566.340165 = -73914.795157 nChanged 6 SP:Iteration 57Q (3061.467757 sec): 3 clusters Score: Raw -75489.170569 + Penalty 1566.340165 = -73922.830404 nChanged 2 SP:Iteration 58Q (3061.551613 sec): 3 clusters Score: Raw -75490.193294 + Penalty 1566.340165 = -73923.853128 nChanged 2 SP:Iteration 59Q (3061.647237 sec): 3 clusters Score: Raw -75492.051493 + Penalty 1566.340165 = -73925.711328 nChanged 1 SP:Iteration 60F (3061.743235 sec): 3 clusters Score: Raw -75493.042535 + Penalty 1566.340165 = -73926.702369 nChanged 2 SP:Iteration 61Q (3061.819587 sec): 3 clusters Score: Raw -75494.561038 + Penalty 1566.340165 = -73928.220873 nChanged 2 SP:Iteration 62Q (3061.934342 sec): 3 clusters Score: Raw -75497.320740 + Penalty 1566.340165 = -73930.980575 nChanged 1 SP:Iteration 63Q (3062.006951 sec): 3 clusters Score: Raw -75497.965723 + Penalty 1566.340165 = -73931.625557 nChanged 1 SP:Iteration 64Q (3062.116279 sec): 3 clusters Score: Raw -75498.156220 + Penalty 1566.340165 = -73931.816054 nChanged 0 SP:Iteration 65F (3062.224633 sec): 3 clusters Score: Raw -75498.156220 + Penalty 1566.340165 = -73931.816054 nChanged 0 Score: Raw -2010209.583383 + Penalty 18960.548943 = -1991249.034440 Splitting cluster 8 changes total score from -1991343.295972 to -1991249.034440 So it's not getting split. Trying to split cluster 9 (1261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3063.650468 sec): 2 clusters Score: Raw -61325.944268 + Penalty 749.664335 = -60576.279932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3063.774034 sec): 3 clusters Score: Raw -60803.214221 + Penalty 1499.328671 = -59303.885551 nChanged 424 SP:Iteration 1F (3063.846863 sec): 3 clusters Score: Raw -61095.487743 + Penalty 1499.328671 = -59596.159073 nChanged 102 SP:Iteration 2F (3063.950572 sec): 3 clusters Score: Raw -61168.014077 + Penalty 1499.328671 = -59668.685406 nChanged 57 SP:Iteration 3Q (3064.038719 sec): 3 clusters Score: Raw -61208.001554 + Penalty 1499.328671 = -59708.672883 nChanged 45 SP:Iteration 4Q (3064.126185 sec): 3 clusters Score: Raw -61248.370369 + Penalty 1499.328671 = -59749.041698 nChanged 48 SP:Iteration 5Q (3064.247493 sec): 3 clusters Score: Raw -61293.796648 + Penalty 1499.328671 = -59794.467977 nChanged 38 SP:Iteration 6Q (3064.327626 sec): 3 clusters Score: Raw -61321.017623 + Penalty 1499.328671 = -59821.688953 nChanged 42 SP:Iteration 7Q (3064.436629 sec): 3 clusters Score: Raw -61351.682517 + Penalty 1499.328671 = -59852.353846 nChanged 28 SP:Iteration 8Q (3064.533455 sec): 3 clusters Score: Raw -61377.149915 + Penalty 1499.328671 = -59877.821244 nChanged 20 SP:Iteration 9Q (3064.652290 sec): 3 clusters Score: Raw -61394.215528 + Penalty 1499.328671 = -59894.886857 nChanged 18 SP:Iteration 10Q (3064.712408 sec): 3 clusters Score: Raw -61405.869713 + Penalty 1499.328671 = -59906.541043 nChanged 11 SP:Iteration 11Q (3064.830439 sec): 3 clusters Score: Raw -61413.370250 + Penalty 1499.328671 = -59914.041579 nChanged 14 SP:Iteration 12Q (3064.924254 sec): 3 clusters Score: Raw -61423.686803 + Penalty 1499.328671 = -59924.358132 nChanged 10 SP:Iteration 13Q (3065.024324 sec): 3 clusters Score: Raw -61429.137657 + Penalty 1499.328671 = -59929.808986 nChanged 6 SP:Iteration 14Q (3065.114802 sec): 3 clusters Score: Raw -61431.862747 + Penalty 1499.328671 = -59932.534076 nChanged 4 SP:Iteration 15Q (3065.218521 sec): 3 clusters Score: Raw -61434.191523 + Penalty 1499.328671 = -59934.862852 nChanged 3 SP:Iteration 16Q (3065.331578 sec): 3 clusters Score: Raw -61435.490056 + Penalty 1499.328671 = -59936.161386 nChanged 1 SP:Iteration 17Q (3065.429016 sec): 3 clusters Score: Raw -61435.782604 + Penalty 1499.328671 = -59936.453934 nChanged 2 SP:Iteration 18Q (3065.544225 sec): 3 clusters Score: Raw -61437.893070 + Penalty 1499.328671 = -59938.564400 nChanged 2 SP:Iteration 19Q (3065.642572 sec): 3 clusters Score: Raw -61439.535232 + Penalty 1499.328671 = -59940.206561 nChanged 6 SP:Iteration 20F (3065.751333 sec): 3 clusters Score: Raw -61442.684619 + Penalty 1499.328671 = -59943.355949 nChanged 5 SP:Iteration 21Q (3065.856113 sec): 3 clusters Score: Raw -61445.635908 + Penalty 1499.328671 = -59946.307238 nChanged 3 SP:Iteration 22Q (3065.955201 sec): 3 clusters Score: Raw -61447.386739 + Penalty 1499.328671 = -59948.058068 nChanged 5 SP:Iteration 23Q (3066.055576 sec): 3 clusters Score: Raw -61449.515532 + Penalty 1499.328671 = -59950.186861 nChanged 1 SP:Iteration 24Q (3066.132198 sec): 3 clusters Score: Raw -61449.920229 + Penalty 1499.328671 = -59950.591558 nChanged 1 SP:Iteration 25Q (3066.224273 sec): 3 clusters Score: Raw -61450.215020 + Penalty 1499.328671 = -59950.886350 nChanged 0 SP:Iteration 26F (3066.321726 sec): 3 clusters Score: Raw -61450.215020 + Penalty 1499.328671 = -59950.886350 nChanged 0 Trying to split cluster 10 (3853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3066.378604 sec): 2 clusters Score: Raw -204180.883954 + Penalty 866.943771 = -203313.940183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3066.500510 sec): 3 clusters Score: Raw -202075.878537 + Penalty 1733.887542 = -200341.990994 nChanged 1629 SP:Iteration 1F (3066.592782 sec): 3 clusters Score: Raw -203035.656618 + Penalty 1733.887542 = -201301.769075 nChanged 317 SP:Iteration 2F (3066.677073 sec): 3 clusters Score: Raw -203247.156055 + Penalty 1733.887542 = -201513.268513 nChanged 242 SP:Iteration 3F (3066.764590 sec): 3 clusters Score: Raw -203420.625890 + Penalty 1733.887542 = -201686.738348 nChanged 220 SP:Iteration 4F (3066.868920 sec): 3 clusters Score: Raw -203559.330443 + Penalty 1733.887542 = -201825.442901 nChanged 168 SP:Iteration 5Q (3066.978274 sec): 3 clusters Score: Raw -203660.237406 + Penalty 1733.887542 = -201926.349864 nChanged 150 SP:Iteration 6Q (3067.077309 sec): 3 clusters Score: Raw -203758.030304 + Penalty 1733.887542 = -202024.142762 nChanged 133 SP:Iteration 7Q (3067.169859 sec): 3 clusters Score: Raw -203845.046908 + Penalty 1733.887542 = -202111.159366 nChanged 117 SP:Iteration 8Q (3067.257650 sec): 3 clusters Score: Raw -203909.582253 + Penalty 1733.887542 = -202175.694711 nChanged 105 SP:Iteration 9Q (3067.353285 sec): 3 clusters Score: Raw -203972.676609 + Penalty 1733.887542 = -202238.789067 nChanged 105 SP:Iteration 10Q (3067.483841 sec): 3 clusters Score: Raw -204035.071198 + Penalty 1733.887542 = -202301.183656 nChanged 102 SP:Iteration 11Q (3067.604760 sec): 3 clusters Score: Raw -204114.316205 + Penalty 1733.887542 = -202380.428663 nChanged 109 SP:Iteration 12Q (3067.711211 sec): 3 clusters Score: Raw -204213.613039 + Penalty 1733.887542 = -202479.725496 nChanged 97 SP:Iteration 13Q (3067.806126 sec): 3 clusters Score: Raw -204331.388476 + Penalty 1733.887542 = -202597.500934 nChanged 72 SP:Iteration 14Q (3067.904513 sec): 3 clusters Score: Raw -204402.162164 + Penalty 1733.887542 = -202668.274621 nChanged 64 SP:Iteration 15Q (3068.017963 sec): 3 clusters Score: Raw -204446.686898 + Penalty 1733.887542 = -202712.799356 nChanged 55 SP:Iteration 16Q (3068.109482 sec): 3 clusters Score: Raw -204479.261639 + Penalty 1733.887542 = -202745.374096 nChanged 48 SP:Iteration 17Q (3068.212637 sec): 3 clusters Score: Raw -204507.994700 + Penalty 1733.887542 = -202774.107157 nChanged 44 SP:Iteration 18Q (3068.326570 sec): 3 clusters Score: Raw -204530.216891 + Penalty 1733.887542 = -202796.329349 nChanged 39 SP:Iteration 19Q (3068.426628 sec): 3 clusters Score: Raw -204551.156469 + Penalty 1733.887542 = -202817.268926 nChanged 34 SP:Iteration 20F (3068.521396 sec): 3 clusters Score: Raw -204570.629119 + Penalty 1733.887542 = -202836.741576 nChanged 24 SP:Iteration 21Q (3068.641631 sec): 3 clusters Score: Raw -204581.868022 + Penalty 1733.887542 = -202847.980480 nChanged 13 SP:Iteration 22Q (3068.753660 sec): 3 clusters Score: Raw -204587.008548 + Penalty 1733.887542 = -202853.121006 nChanged 8 SP:Iteration 23Q (3068.852473 sec): 3 clusters Score: Raw -204589.105433 + Penalty 1733.887542 = -202855.217891 nChanged 6 SP:Iteration 24Q (3068.937214 sec): 3 clusters Score: Raw -204590.946562 + Penalty 1733.887542 = -202857.059020 nChanged 2 SP:Iteration 25Q (3069.054488 sec): 3 clusters Score: Raw -204592.059448 + Penalty 1733.887542 = -202858.171906 nChanged 1 SP:Iteration 26Q (3069.147276 sec): 3 clusters Score: Raw -204592.386622 + Penalty 1733.887542 = -202858.499079 nChanged 0 SP:Iteration 27F (3069.243591 sec): 3 clusters Score: Raw -204592.386622 + Penalty 1733.887542 = -202858.499079 nChanged 0 Trying to split cluster 11 (12325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3069.329770 sec): 2 clusters Score: Raw -696890.414166 + Penalty 989.035425 = -695901.378741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3069.456750 sec): 3 clusters Score: Raw -689461.025877 + Penalty 1978.070850 = -687482.955028 nChanged 5672 SP:Iteration 1F (3069.603055 sec): 3 clusters Score: Raw -692895.112261 + Penalty 1978.070850 = -690917.041412 nChanged 939 SP:Iteration 2F (3069.721127 sec): 3 clusters Score: Raw -693464.527426 + Penalty 1978.070850 = -691486.456576 nChanged 872 SP:Iteration 3F (3069.861279 sec): 3 clusters Score: Raw -694022.924827 + Penalty 1978.070850 = -692044.853977 nChanged 805 SP:Iteration 4F (3069.989367 sec): 3 clusters Score: Raw -694524.623229 + Penalty 1978.070850 = -692546.552379 nChanged 702 SP:Iteration 5F (3070.107850 sec): 3 clusters Score: Raw -694987.499363 + Penalty 1978.070850 = -693009.428513 nChanged 578 SP:Iteration 6Q (3070.240018 sec): 3 clusters Score: Raw -695371.848734 + Penalty 1978.070850 = -693393.777884 nChanged 514 SP:Iteration 7Q (3070.339482 sec): 3 clusters Score: Raw -695733.244999 + Penalty 1978.070850 = -693755.174149 nChanged 428 SP:Iteration 8Q (3070.475899 sec): 3 clusters Score: Raw -696031.227951 + Penalty 1978.070850 = -694053.157101 nChanged 377 SP:Iteration 9Q (3070.630542 sec): 3 clusters Score: Raw -696298.957104 + Penalty 1978.070850 = -694320.886254 nChanged 300 SP:Iteration 10Q (3070.758945 sec): 3 clusters Score: Raw -696527.967449 + Penalty 1978.070850 = -694549.896599 nChanged 223 SP:Iteration 11Q (3070.881108 sec): 3 clusters Score: Raw -696706.921681 + Penalty 1978.070850 = -694728.850831 nChanged 156 SP:Iteration 12Q (3070.996933 sec): 3 clusters Score: Raw -696827.858072 + Penalty 1978.070850 = -694849.787223 nChanged 106 SP:Iteration 13Q (3071.120457 sec): 3 clusters Score: Raw -696907.509477 + Penalty 1978.070850 = -694929.438627 nChanged 80 SP:Iteration 14Q (3071.288478 sec): 3 clusters Score: Raw -696965.635384 + Penalty 1978.070850 = -694987.564535 nChanged 48 SP:Iteration 15Q (3071.401047 sec): 3 clusters Score: Raw -696999.364865 + Penalty 1978.070850 = -695021.294016 nChanged 34 SP:Iteration 16Q (3071.525644 sec): 3 clusters Score: Raw -697030.582736 + Penalty 1978.070850 = -695052.511886 nChanged 24 SP:Iteration 17Q (3071.652237 sec): 3 clusters Score: Raw -697049.588358 + Penalty 1978.070850 = -695071.517508 nChanged 20 SP:Iteration 18Q (3071.786064 sec): 3 clusters Score: Raw -697065.604841 + Penalty 1978.070850 = -695087.533991 nChanged 20 SP:Iteration 19Q (3071.916066 sec): 3 clusters Score: Raw -697083.593971 + Penalty 1978.070850 = -695105.523122 nChanged 16 SP:Iteration 20F (3072.036258 sec): 3 clusters Score: Raw -697093.479893 + Penalty 1978.070850 = -695115.409043 nChanged 18 SP:Iteration 21Q (3072.151906 sec): 3 clusters Score: Raw -697102.687245 + Penalty 1978.070850 = -695124.616395 nChanged 10 SP:Iteration 22Q (3072.293981 sec): 3 clusters Score: Raw -697109.430167 + Penalty 1978.070850 = -695131.359317 nChanged 7 SP:Iteration 23Q (3072.405102 sec): 3 clusters Score: Raw -697112.709539 + Penalty 1978.070850 = -695134.638689 nChanged 2 SP:Iteration 24Q (3072.536835 sec): 3 clusters Score: Raw -697113.367636 + Penalty 1978.070850 = -695135.296787 nChanged 2 SP:Iteration 25Q (3072.645149 sec): 3 clusters Score: Raw -697114.270544 + Penalty 1978.070850 = -695136.199695 nChanged 0 SP:Iteration 26F (3072.786523 sec): 3 clusters Score: Raw -697114.270544 + Penalty 1978.070850 = -695136.199695 nChanged 0 Trying to split cluster 12 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.882283 sec): 2 clusters Score: Raw -56955.038746 + Penalty 758.980787 = -56196.057959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.968999 sec): 3 clusters Score: Raw -56387.956811 + Penalty 1517.961575 = -54869.995236 nChanged 491 SP:Iteration 1F (3073.083509 sec): 3 clusters Score: Raw -56776.415569 + Penalty 1517.961575 = -55258.453995 nChanged 112 SP:Iteration 2F (3073.195915 sec): 3 clusters Score: Raw -56866.566265 + Penalty 1517.961575 = -55348.604690 nChanged 71 SP:Iteration 3F (3073.299876 sec): 3 clusters Score: Raw -56913.643503 + Penalty 1517.961575 = -55395.681928 nChanged 46 SP:Iteration 4Q (3073.405957 sec): 3 clusters Score: Raw -56943.173597 + Penalty 1517.961575 = -55425.212022 nChanged 35 SP:Iteration 5Q (3073.490893 sec): 3 clusters Score: Raw -56971.354175 + Penalty 1517.961575 = -55453.392600 nChanged 33 SP:Iteration 6Q (3073.603103 sec): 3 clusters Score: Raw -56988.392673 + Penalty 1517.961575 = -55470.431098 nChanged 20 SP:Iteration 7Q (3073.686131 sec): 3 clusters Score: Raw -57006.394754 + Penalty 1517.961575 = -55488.433179 nChanged 23 SP:Iteration 8Q (3073.781418 sec): 3 clusters Score: Raw -57022.699402 + Penalty 1517.961575 = -55504.737827 nChanged 25 SP:Iteration 9Q (3073.857329 sec): 3 clusters Score: Raw -57039.270465 + Penalty 1517.961575 = -55521.308890 nChanged 28 SP:Iteration 10Q (3073.971254 sec): 3 clusters Score: Raw -57060.334482 + Penalty 1517.961575 = -55542.372907 nChanged 31 SP:Iteration 11Q (3074.054404 sec): 3 clusters Score: Raw -57078.885011 + Penalty 1517.961575 = -55560.923437 nChanged 19 SP:Iteration 12Q (3074.181005 sec): 3 clusters Score: Raw -57087.781845 + Penalty 1517.961575 = -55569.820270 nChanged 11 SP:Iteration 13Q (3074.258324 sec): 3 clusters Score: Raw -57096.539115 + Penalty 1517.961575 = -55578.577540 nChanged 17 SP:Iteration 14Q (3074.349196 sec): 3 clusters Score: Raw -57110.430758 + Penalty 1517.961575 = -55592.469184 nChanged 15 SP:Iteration 15Q (3074.466273 sec): 3 clusters Score: Raw -57120.825110 + Penalty 1517.961575 = -55602.863535 nChanged 19 SP:Iteration 16Q (3074.537906 sec): 3 clusters Score: Raw -57134.118354 + Penalty 1517.961575 = -55616.156779 nChanged 12 SP:Iteration 17Q (3074.644162 sec): 3 clusters Score: Raw -57142.000106 + Penalty 1517.961575 = -55624.038531 nChanged 8 SP:Iteration 18Q (3074.745546 sec): 3 clusters Score: Raw -57148.126545 + Penalty 1517.961575 = -55630.164970 nChanged 11 SP:Iteration 19Q (3074.845903 sec): 3 clusters Score: Raw -57155.040687 + Penalty 1517.961575 = -55637.079112 nChanged 12 SP:Iteration 20F (3074.928222 sec): 3 clusters Score: Raw -57159.985872 + Penalty 1517.961575 = -55642.024298 nChanged 13 SP:Iteration 21Q (3075.026861 sec): 3 clusters Score: Raw -57167.538942 + Penalty 1517.961575 = -55649.577367 nChanged 9 SP:Iteration 22Q (3075.141547 sec): 3 clusters Score: Raw -57171.676242 + Penalty 1517.961575 = -55653.714667 nChanged 9 SP:Iteration 23Q (3075.231186 sec): 3 clusters Score: Raw -57181.082686 + Penalty 1517.961575 = -55663.121111 nChanged 17 SP:Iteration 24Q (3075.336275 sec): 3 clusters Score: Raw -57192.839579 + Penalty 1517.961575 = -55674.878004 nChanged 10 SP:Iteration 25Q (3075.455488 sec): 3 clusters Score: Raw -57198.267875 + Penalty 1517.961575 = -55680.306300 nChanged 9 SP:Iteration 26Q (3075.525602 sec): 3 clusters Score: Raw -57205.201533 + Penalty 1517.961575 = -55687.239958 nChanged 8 SP:Iteration 27Q (3075.633221 sec): 3 clusters Score: Raw -57212.789405 + Penalty 1517.961575 = -55694.827830 nChanged 10 SP:Iteration 28Q (3075.721995 sec): 3 clusters Score: Raw -57218.201480 + Penalty 1517.961575 = -55700.239905 nChanged 3 SP:Iteration 29Q (3075.852594 sec): 3 clusters Score: Raw -57218.728274 + Penalty 1517.961575 = -55700.766699 nChanged 0 SP:Iteration 30F (3075.955982 sec): 3 clusters Score: Raw -57218.728274 + Penalty 1517.961575 = -55700.766699 nChanged 0 Trying to split cluster 13 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3075.986917 sec): 2 clusters Score: Raw -42641.021963 + Penalty 716.445043 = -41924.576920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3076.094017 sec): 3 clusters Score: Raw -42282.259142 + Penalty 1432.890086 = -40849.369057 nChanged 314 SP:Iteration 1F (3076.150797 sec): 3 clusters Score: Raw -42526.371338 + Penalty 1432.890086 = -41093.481252 nChanged 76 SP:Iteration 2F (3076.240312 sec): 3 clusters Score: Raw -42594.592883 + Penalty 1432.890086 = -41161.702798 nChanged 40 SP:Iteration 3Q (3076.362671 sec): 3 clusters Score: Raw -42634.623369 + Penalty 1432.890086 = -41201.733283 nChanged 29 SP:Iteration 4Q (3076.437571 sec): 3 clusters Score: Raw -42656.108945 + Penalty 1432.890086 = -41223.218859 nChanged 19 SP:Iteration 5Q (3076.553062 sec): 3 clusters Score: Raw -42671.297552 + Penalty 1432.890086 = -41238.407466 nChanged 19 SP:Iteration 6Q (3076.654776 sec): 3 clusters Score: Raw -42691.154455 + Penalty 1432.890086 = -41258.264369 nChanged 13 SP:Iteration 7Q (3076.729561 sec): 3 clusters Score: Raw -42700.801235 + Penalty 1432.890086 = -41267.911149 nChanged 14 SP:Iteration 8Q (3076.826792 sec): 3 clusters Score: Raw -42711.719816 + Penalty 1432.890086 = -41278.829730 nChanged 11 SP:Iteration 9Q (3076.927147 sec): 3 clusters Score: Raw -42719.108197 + Penalty 1432.890086 = -41286.218111 nChanged 11 SP:Iteration 10Q (3077.020681 sec): 3 clusters Score: Raw -42729.134456 + Penalty 1432.890086 = -41296.244370 nChanged 13 SP:Iteration 11Q (3077.131868 sec): 3 clusters Score: Raw -42740.394549 + Penalty 1432.890086 = -41307.504463 nChanged 8 SP:Iteration 12Q (3077.205202 sec): 3 clusters Score: Raw -42748.691946 + Penalty 1432.890086 = -41315.801860 nChanged 5 SP:Iteration 13Q (3077.294515 sec): 3 clusters Score: Raw -42753.719132 + Penalty 1432.890086 = -41320.829046 nChanged 5 SP:Iteration 14Q (3077.405603 sec): 3 clusters Score: Raw -42757.488210 + Penalty 1432.890086 = -41324.598125 nChanged 2 SP:Iteration 15Q (3077.492799 sec): 3 clusters Score: Raw -42759.554219 + Penalty 1432.890086 = -41326.664134 nChanged 5 SP:Iteration 16Q (3077.599014 sec): 3 clusters Score: Raw -42764.149596 + Penalty 1432.890086 = -41331.259510 nChanged 4 SP:Iteration 17Q (3077.702430 sec): 3 clusters Score: Raw -42767.486637 + Penalty 1432.890086 = -41334.596551 nChanged 6 SP:Iteration 18Q (3077.789996 sec): 3 clusters Score: Raw -42771.754238 + Penalty 1432.890086 = -41338.864152 nChanged 6 SP:Iteration 19Q (3077.904311 sec): 3 clusters Score: Raw -42778.878009 + Penalty 1432.890086 = -41345.987923 nChanged 9 SP:Iteration 20F (3077.989036 sec): 3 clusters Score: Raw -42785.520231 + Penalty 1432.890086 = -41352.630145 nChanged 5 SP:Iteration 21Q (3078.090894 sec): 3 clusters Score: Raw -42787.941901 + Penalty 1432.890086 = -41355.051815 nChanged 2 SP:Iteration 22Q (3078.188187 sec): 3 clusters Score: Raw -42789.075497 + Penalty 1432.890086 = -41356.185411 nChanged 1 SP:Iteration 23Q (3078.286618 sec): 3 clusters Score: Raw -42790.081244 + Penalty 1432.890086 = -41357.191159 nChanged 4 SP:Iteration 24Q (3078.407527 sec): 3 clusters Score: Raw -42792.507533 + Penalty 1432.890086 = -41359.617447 nChanged 2 SP:Iteration 25Q (3078.469899 sec): 3 clusters Score: Raw -42795.110979 + Penalty 1432.890086 = -41362.220894 nChanged 6 SP:Iteration 26Q (3078.569713 sec): 3 clusters Score: Raw -42799.136434 + Penalty 1432.890086 = -41366.246349 nChanged 2 SP:Iteration 27Q (3078.682621 sec): 3 clusters Score: Raw -42800.931724 + Penalty 1432.890086 = -41368.041639 nChanged 2 SP:Iteration 28Q (3078.762876 sec): 3 clusters Score: Raw -42803.760454 + Penalty 1432.890086 = -41370.870368 nChanged 2 SP:Iteration 29Q (3078.891869 sec): 3 clusters Score: Raw -42805.573482 + Penalty 1432.890086 = -41372.683397 nChanged 1 SP:Iteration 30Q (3078.965608 sec): 3 clusters Score: Raw -42806.443348 + Penalty 1432.890086 = -41373.553262 nChanged 0 SP:Iteration 31F (3079.071657 sec): 3 clusters Score: Raw -42806.443348 + Penalty 1432.890086 = -41373.553262 nChanged 0 Trying to split cluster 14 (3440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3079.137477 sec): 2 clusters Score: Raw -185492.064529 + Penalty 855.038809 = -184637.025720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3079.223582 sec): 3 clusters Score: Raw -183703.641561 + Penalty 1710.077618 = -181993.563944 nChanged 1408 SP:Iteration 1F (3079.326652 sec): 3 clusters Score: Raw -184689.933219 + Penalty 1710.077618 = -182979.855601 nChanged 349 SP:Iteration 2F (3079.439232 sec): 3 clusters Score: Raw -185011.179114 + Penalty 1710.077618 = -183301.101496 nChanged 271 SP:Iteration 3F (3079.521875 sec): 3 clusters Score: Raw -185274.327450 + Penalty 1710.077618 = -183564.249832 nChanged 230 SP:Iteration 4F (3079.616361 sec): 3 clusters Score: Raw -185511.024503 + Penalty 1710.077618 = -183800.946886 nChanged 198 SP:Iteration 5F (3079.727491 sec): 3 clusters Score: Raw -185685.994195 + Penalty 1710.077618 = -183975.916577 nChanged 137 SP:Iteration 6Q (3079.808585 sec): 3 clusters Score: Raw -185790.693530 + Penalty 1710.077618 = -184080.615913 nChanged 115 SP:Iteration 7Q (3079.909553 sec): 3 clusters Score: Raw -185870.842412 + Penalty 1710.077618 = -184160.764794 nChanged 87 SP:Iteration 8Q (3080.003325 sec): 3 clusters Score: Raw -185941.654192 + Penalty 1710.077618 = -184231.576575 nChanged 82 SP:Iteration 9Q (3080.116919 sec): 3 clusters Score: Raw -186018.701604 + Penalty 1710.077618 = -184308.623986 nChanged 75 SP:Iteration 10Q (3080.229105 sec): 3 clusters Score: Raw -186089.859520 + Penalty 1710.077618 = -184379.781902 nChanged 64 SP:Iteration 11Q (3080.332523 sec): 3 clusters Score: Raw -186138.204479 + Penalty 1710.077618 = -184428.126862 nChanged 46 SP:Iteration 12Q (3080.449547 sec): 3 clusters Score: Raw -186166.227174 + Penalty 1710.077618 = -184456.149557 nChanged 38 SP:Iteration 13Q (3080.539874 sec): 3 clusters Score: Raw -186184.078476 + Penalty 1710.077618 = -184474.000858 nChanged 24 SP:Iteration 14Q (3080.639703 sec): 3 clusters Score: Raw -186193.302550 + Penalty 1710.077618 = -184483.224932 nChanged 15 SP:Iteration 15Q (3080.723716 sec): 3 clusters Score: Raw -186197.891734 + Penalty 1710.077618 = -184487.814116 nChanged 16 SP:Iteration 16Q (3080.817054 sec): 3 clusters Score: Raw -186205.000792 + Penalty 1710.077618 = -184494.923175 nChanged 19 SP:Iteration 17Q (3080.921503 sec): 3 clusters Score: Raw -186215.151513 + Penalty 1710.077618 = -184505.073896 nChanged 21 SP:Iteration 18Q (3081.019050 sec): 3 clusters Score: Raw -186224.859202 + Penalty 1710.077618 = -184514.781585 nChanged 20 SP:Iteration 19Q (3081.108907 sec): 3 clusters Score: Raw -186234.288249 + Penalty 1710.077618 = -184524.210631 nChanged 20 SP:Iteration 20F (3081.223566 sec): 3 clusters Score: Raw -186243.701721 + Penalty 1710.077618 = -184533.624103 nChanged 18 SP:Iteration 21Q (3081.314793 sec): 3 clusters Score: Raw -186255.617673 + Penalty 1710.077618 = -184545.540056 nChanged 19 SP:Iteration 22Q (3081.416739 sec): 3 clusters Score: Raw -186267.940587 + Penalty 1710.077618 = -184557.862970 nChanged 30 SP:Iteration 23Q (3081.508435 sec): 3 clusters Score: Raw -186297.053614 + Penalty 1710.077618 = -184586.975996 nChanged 26 SP:Iteration 24Q (3081.611518 sec): 3 clusters Score: Raw -186319.374154 + Penalty 1710.077618 = -184609.296536 nChanged 32 SP:Iteration 25Q (3081.714198 sec): 3 clusters Score: Raw -186345.124107 + Penalty 1710.077618 = -184635.046489 nChanged 22 SP:Iteration 26Q (3081.823335 sec): 3 clusters Score: Raw -186361.051409 + Penalty 1710.077618 = -184650.973792 nChanged 19 SP:Iteration 27Q (3081.924334 sec): 3 clusters Score: Raw -186374.607860 + Penalty 1710.077618 = -184664.530242 nChanged 12 SP:Iteration 28Q (3082.061268 sec): 3 clusters Score: Raw -186379.756064 + Penalty 1710.077618 = -184669.678447 nChanged 11 SP:Iteration 29Q (3082.145951 sec): 3 clusters Score: Raw -186382.560072 + Penalty 1710.077618 = -184672.482455 nChanged 3 SP:Iteration 30Q (3082.268515 sec): 3 clusters Score: Raw -186384.556400 + Penalty 1710.077618 = -184674.478782 nChanged 2 SP:Iteration 31Q (3082.360983 sec): 3 clusters Score: Raw -186385.283153 + Penalty 1710.077618 = -184675.205535 nChanged 5 SP:Iteration 32Q (3082.477746 sec): 3 clusters Score: Raw -186386.542859 + Penalty 1710.077618 = -184676.465241 nChanged 2 SP:Iteration 33Q (3082.571693 sec): 3 clusters Score: Raw -186387.373486 + Penalty 1710.077618 = -184677.295869 nChanged 1 SP:Iteration 34Q (3082.646025 sec): 3 clusters Score: Raw -186387.678722 + Penalty 1710.077618 = -184677.601105 nChanged 1 SP:Iteration 35Q (3082.767964 sec): 3 clusters Score: Raw -186388.117760 + Penalty 1710.077618 = -184678.040143 nChanged 0 SP:Iteration 36F (3082.868576 sec): 3 clusters Score: Raw -186388.117760 + Penalty 1710.077618 = -184678.040143 nChanged 0 Score: Raw -2010087.901218 + Penalty 18960.548943 = -1991127.352276 Splitting cluster 14 changes total score from -1991343.295972 to -1991127.352276 So it's not getting split. Trying to split cluster 15 (2482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3084.335663 sec): 2 clusters Score: Raw -122045.677082 + Penalty 820.766096 = -121224.910986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3084.435788 sec): 3 clusters Score: Raw -120782.462241 + Penalty 1641.532193 = -119140.930048 nChanged 982 SP:Iteration 1F (3084.597736 sec): 3 clusters Score: Raw -121388.104794 + Penalty 1641.532193 = -119746.572601 nChanged 220 SP:Iteration 2F (3084.681800 sec): 3 clusters Score: Raw -121557.152605 + Penalty 1641.532193 = -119915.620412 nChanged 131 SP:Iteration 3F (3084.793760 sec): 3 clusters Score: Raw -121646.238712 + Penalty 1641.532193 = -120004.706519 nChanged 111 SP:Iteration 4Q (3084.881080 sec): 3 clusters Score: Raw -121702.128780 + Penalty 1641.532193 = -120060.596587 nChanged 77 SP:Iteration 5Q (3084.975770 sec): 3 clusters Score: Raw -121744.775350 + Penalty 1641.532193 = -120103.243157 nChanged 78 SP:Iteration 6Q (3085.067259 sec): 3 clusters Score: Raw -121796.558069 + Penalty 1641.532193 = -120155.025877 nChanged 84 SP:Iteration 7Q (3085.175968 sec): 3 clusters Score: Raw -121855.355611 + Penalty 1641.532193 = -120213.823418 nChanged 76 SP:Iteration 8Q (3085.283129 sec): 3 clusters Score: Raw -121904.442893 + Penalty 1641.532193 = -120262.910700 nChanged 73 SP:Iteration 9Q (3085.377336 sec): 3 clusters Score: Raw -121950.582082 + Penalty 1641.532193 = -120309.049889 nChanged 75 SP:Iteration 10Q (3085.476502 sec): 3 clusters Score: Raw -121996.753025 + Penalty 1641.532193 = -120355.220832 nChanged 67 SP:Iteration 11Q (3085.586026 sec): 3 clusters Score: Raw -122039.367229 + Penalty 1641.532193 = -120397.835037 nChanged 61 SP:Iteration 12Q (3085.670444 sec): 3 clusters Score: Raw -122078.643528 + Penalty 1641.532193 = -120437.111335 nChanged 48 SP:Iteration 13Q (3085.750364 sec): 3 clusters Score: Raw -122117.627867 + Penalty 1641.532193 = -120476.095674 nChanged 47 SP:Iteration 14Q (3085.874758 sec): 3 clusters Score: Raw -122142.985935 + Penalty 1641.532193 = -120501.453742 nChanged 38 SP:Iteration 15Q (3085.958903 sec): 3 clusters Score: Raw -122161.921879 + Penalty 1641.532193 = -120520.389686 nChanged 34 SP:Iteration 16Q (3086.056623 sec): 3 clusters Score: Raw -122182.926282 + Penalty 1641.532193 = -120541.394089 nChanged 32 SP:Iteration 17Q (3086.172568 sec): 3 clusters Score: Raw -122198.474244 + Penalty 1641.532193 = -120556.942051 nChanged 25 SP:Iteration 18Q (3086.252192 sec): 3 clusters Score: Raw -122213.542895 + Penalty 1641.532193 = -120572.010703 nChanged 33 SP:Iteration 19Q (3086.360768 sec): 3 clusters Score: Raw -122234.397796 + Penalty 1641.532193 = -120592.865603 nChanged 29 SP:Iteration 20F (3086.442841 sec): 3 clusters Score: Raw -122253.307686 + Penalty 1641.532193 = -120611.775494 nChanged 30 SP:Iteration 21Q (3086.518581 sec): 3 clusters Score: Raw -122272.317009 + Penalty 1641.532193 = -120630.784816 nChanged 39 SP:Iteration 22Q (3086.625049 sec): 3 clusters Score: Raw -122299.168282 + Penalty 1641.532193 = -120657.636089 nChanged 41 SP:Iteration 23Q (3086.709844 sec): 3 clusters Score: Raw -122324.483815 + Penalty 1641.532193 = -120682.951623 nChanged 38 SP:Iteration 24Q (3086.808715 sec): 3 clusters Score: Raw -122339.348336 + Penalty 1641.532193 = -120697.816144 nChanged 21 SP:Iteration 25Q (3086.916862 sec): 3 clusters Score: Raw -122348.004815 + Penalty 1641.532193 = -120706.472622 nChanged 11 SP:Iteration 26Q (3087.020415 sec): 3 clusters Score: Raw -122352.395667 + Penalty 1641.532193 = -120710.863474 nChanged 11 SP:Iteration 27Q (3087.106467 sec): 3 clusters Score: Raw -122355.925085 + Penalty 1641.532193 = -120714.392892 nChanged 7 SP:Iteration 28Q (3087.195622 sec): 3 clusters Score: Raw -122357.681833 + Penalty 1641.532193 = -120716.149641 nChanged 8 SP:Iteration 29Q (3087.296093 sec): 3 clusters Score: Raw -122359.672717 + Penalty 1641.532193 = -120718.140524 nChanged 6 SP:Iteration 30Q (3087.389523 sec): 3 clusters Score: Raw -122361.353579 + Penalty 1641.532193 = -120719.821386 nChanged 3 SP:Iteration 31Q (3087.501246 sec): 3 clusters Score: Raw -122362.205499 + Penalty 1641.532193 = -120720.673306 nChanged 5 SP:Iteration 32Q (3087.588157 sec): 3 clusters Score: Raw -122363.793209 + Penalty 1641.532193 = -120722.261016 nChanged 6 SP:Iteration 33Q (3087.707869 sec): 3 clusters Score: Raw -122366.480748 + Penalty 1641.532193 = -120724.948555 nChanged 6 SP:Iteration 34Q (3087.824734 sec): 3 clusters Score: Raw -122368.899435 + Penalty 1641.532193 = -120727.367242 nChanged 9 SP:Iteration 35Q (3087.903212 sec): 3 clusters Score: Raw -122371.925948 + Penalty 1641.532193 = -120730.393755 nChanged 8 SP:Iteration 36Q (3087.993032 sec): 3 clusters Score: Raw -122376.379493 + Penalty 1641.532193 = -120734.847300 nChanged 8 SP:Iteration 37Q (3088.130481 sec): 3 clusters Score: Raw -122379.517484 + Penalty 1641.532193 = -120737.985292 nChanged 6 SP:Iteration 38Q (3088.201798 sec): 3 clusters Score: Raw -122381.341026 + Penalty 1641.532193 = -120739.808833 nChanged 6 SP:Iteration 39Q (3088.295055 sec): 3 clusters Score: Raw -122382.606284 + Penalty 1641.532193 = -120741.074091 nChanged 1 SP:Iteration 40F (3088.393184 sec): 3 clusters Score: Raw -122382.843823 + Penalty 1641.532193 = -120741.311630 nChanged 3 SP:Iteration 41Q (3088.463314 sec): 3 clusters Score: Raw -122383.478315 + Penalty 1641.532193 = -120741.946122 nChanged 5 SP:Iteration 42Q (3088.581718 sec): 3 clusters Score: Raw -122384.428807 + Penalty 1641.532193 = -120742.896614 nChanged 1 SP:Iteration 43Q (3088.667252 sec): 3 clusters Score: Raw -122384.651163 + Penalty 1641.532193 = -120743.118970 nChanged 2 SP:Iteration 44Q (3088.754036 sec): 3 clusters Score: Raw -122385.048845 + Penalty 1641.532193 = -120743.516652 nChanged 4 SP:Iteration 45Q (3088.881813 sec): 3 clusters Score: Raw -122385.870263 + Penalty 1641.532193 = -120744.338070 nChanged 5 SP:Iteration 46Q (3088.971814 sec): 3 clusters Score: Raw -122387.098964 + Penalty 1641.532193 = -120745.566771 nChanged 3 SP:Iteration 47Q (3089.067993 sec): 3 clusters Score: Raw -122387.734001 + Penalty 1641.532193 = -120746.201809 nChanged 1 SP:Iteration 48Q (3089.176105 sec): 3 clusters Score: Raw -122387.912106 + Penalty 1641.532193 = -120746.379913 nChanged 1 SP:Iteration 49Q (3089.262333 sec): 3 clusters Score: Raw -122388.030569 + Penalty 1641.532193 = -120746.498377 nChanged 1 SP:Iteration 50Q (3089.379988 sec): 3 clusters Score: Raw -122388.161395 + Penalty 1641.532193 = -120746.629202 nChanged 0 SP:Iteration 51F (3089.485486 sec): 3 clusters Score: Raw -122388.161395 + Penalty 1641.532193 = -120746.629202 nChanged 0 Trying to split cluster 16 (1993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.535630 sec): 2 clusters Score: Raw -96920.361220 + Penalty 797.726614 = -96122.634607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.662129 sec): 3 clusters Score: Raw -95959.050290 + Penalty 1595.453227 = -94363.597063 nChanged 765 SP:Iteration 1F (3089.731790 sec): 3 clusters Score: Raw -96465.351788 + Penalty 1595.453227 = -94869.898560 nChanged 155 SP:Iteration 2F (3089.834790 sec): 3 clusters Score: Raw -96575.418857 + Penalty 1595.453227 = -94979.965630 nChanged 118 SP:Iteration 3F (3089.937597 sec): 3 clusters Score: Raw -96685.319156 + Penalty 1595.453227 = -95089.865928 nChanged 99 SP:Iteration 4Q (3090.031790 sec): 3 clusters Score: Raw -96764.881134 + Penalty 1595.453227 = -95169.427907 nChanged 90 SP:Iteration 5Q (3090.126190 sec): 3 clusters Score: Raw -96833.370593 + Penalty 1595.453227 = -95237.917366 nChanged 78 SP:Iteration 6Q (3090.242123 sec): 3 clusters Score: Raw -96894.258677 + Penalty 1595.453227 = -95298.805450 nChanged 59 SP:Iteration 7Q (3090.338853 sec): 3 clusters Score: Raw -96949.217475 + Penalty 1595.453227 = -95353.764247 nChanged 56 SP:Iteration 8Q (3090.434362 sec): 3 clusters Score: Raw -97000.084029 + Penalty 1595.453227 = -95404.630801 nChanged 59 SP:Iteration 9Q (3090.555985 sec): 3 clusters Score: Raw -97065.675991 + Penalty 1595.453227 = -95470.222763 nChanged 65 SP:Iteration 10Q (3090.638187 sec): 3 clusters Score: Raw -97124.305176 + Penalty 1595.453227 = -95528.851949 nChanged 49 SP:Iteration 11Q (3090.763161 sec): 3 clusters Score: Raw -97161.210150 + Penalty 1595.453227 = -95565.756923 nChanged 35 SP:Iteration 12Q (3090.844226 sec): 3 clusters Score: Raw -97181.785083 + Penalty 1595.453227 = -95586.331856 nChanged 26 SP:Iteration 13Q (3090.970404 sec): 3 clusters Score: Raw -97198.370242 + Penalty 1595.453227 = -95602.917015 nChanged 23 SP:Iteration 14Q (3091.051681 sec): 3 clusters Score: Raw -97213.051421 + Penalty 1595.453227 = -95617.598194 nChanged 24 SP:Iteration 15Q (3091.159546 sec): 3 clusters Score: Raw -97223.027970 + Penalty 1595.453227 = -95627.574743 nChanged 15 SP:Iteration 16Q (3091.270051 sec): 3 clusters Score: Raw -97229.807274 + Penalty 1595.453227 = -95634.354047 nChanged 12 SP:Iteration 17Q (3091.362986 sec): 3 clusters Score: Raw -97238.969350 + Penalty 1595.453227 = -95643.516123 nChanged 14 SP:Iteration 18Q (3091.475354 sec): 3 clusters Score: Raw -97245.633755 + Penalty 1595.453227 = -95650.180528 nChanged 7 SP:Iteration 19Q (3091.586592 sec): 3 clusters Score: Raw -97250.899562 + Penalty 1595.453227 = -95655.446335 nChanged 9 SP:Iteration 20F (3091.685096 sec): 3 clusters Score: Raw -97256.516801 + Penalty 1595.453227 = -95661.063573 nChanged 11 SP:Iteration 21Q (3091.774253 sec): 3 clusters Score: Raw -97260.245195 + Penalty 1595.453227 = -95664.791967 nChanged 9 SP:Iteration 22Q (3091.878495 sec): 3 clusters Score: Raw -97264.373671 + Penalty 1595.453227 = -95668.920444 nChanged 8 SP:Iteration 23Q (3091.981440 sec): 3 clusters Score: Raw -97267.886051 + Penalty 1595.453227 = -95672.432824 nChanged 6 SP:Iteration 24Q (3092.104174 sec): 3 clusters Score: Raw -97269.537300 + Penalty 1595.453227 = -95674.084073 nChanged 3 SP:Iteration 25Q (3092.187920 sec): 3 clusters Score: Raw -97270.596958 + Penalty 1595.453227 = -95675.143731 nChanged 3 SP:Iteration 26Q (3092.284051 sec): 3 clusters Score: Raw -97271.817204 + Penalty 1595.453227 = -95676.363977 nChanged 2 SP:Iteration 27Q (3092.374651 sec): 3 clusters Score: Raw -97272.592197 + Penalty 1595.453227 = -95677.138969 nChanged 3 SP:Iteration 28Q (3092.482979 sec): 3 clusters Score: Raw -97273.937138 + Penalty 1595.453227 = -95678.483911 nChanged 5 SP:Iteration 29Q (3092.567568 sec): 3 clusters Score: Raw -97275.593451 + Penalty 1595.453227 = -95680.140224 nChanged 2 SP:Iteration 30Q (3092.676909 sec): 3 clusters Score: Raw -97276.066480 + Penalty 1595.453227 = -95680.613253 nChanged 1 SP:Iteration 31Q (3092.782547 sec): 3 clusters Score: Raw -97276.368936 + Penalty 1595.453227 = -95680.915709 nChanged 1 SP:Iteration 32Q (3092.879996 sec): 3 clusters Score: Raw -97276.730171 + Penalty 1595.453227 = -95681.276944 nChanged 2 SP:Iteration 33Q (3092.980937 sec): 3 clusters Score: Raw -97277.390316 + Penalty 1595.453227 = -95681.937088 nChanged 3 SP:Iteration 34Q (3093.067169 sec): 3 clusters Score: Raw -97278.404837 + Penalty 1595.453227 = -95682.951610 nChanged 1 SP:Iteration 35Q (3093.179456 sec): 3 clusters Score: Raw -97278.760785 + Penalty 1595.453227 = -95683.307558 nChanged 1 SP:Iteration 36Q (3093.262159 sec): 3 clusters Score: Raw -97279.113576 + Penalty 1595.453227 = -95683.660349 nChanged 2 SP:Iteration 37Q (3093.362148 sec): 3 clusters Score: Raw -97279.831519 + Penalty 1595.453227 = -95684.378292 nChanged 1 SP:Iteration 38Q (3093.454442 sec): 3 clusters Score: Raw -97280.039323 + Penalty 1595.453227 = -95684.586096 nChanged 3 SP:Iteration 39Q (3093.579558 sec): 3 clusters Score: Raw -97281.096925 + Penalty 1595.453227 = -95685.643698 nChanged 1 SP:Iteration 40F (3093.656832 sec): 3 clusters Score: Raw -97281.640687 + Penalty 1595.453227 = -95686.187459 nChanged 1 SP:Iteration 41Q (3093.763568 sec): 3 clusters Score: Raw -97282.421883 + Penalty 1595.453227 = -95686.968656 nChanged 0 SP:Iteration 42F (3093.866642 sec): 3 clusters Score: Raw -97282.421883 + Penalty 1595.453227 = -95686.968656 nChanged 0 Iteration 99Q (3095.063746 sec): 17 clusters Score: Raw -2009192.627495 + Penalty 17845.222534 = -1991347.404961 nChanged 23 Iteration 100F (3096.372996 sec): 17 clusters Score: Raw -2009195.914154 + Penalty 17845.222534 = -1991350.691620 nChanged 30 Iteration 101Q (3097.544961 sec): 17 clusters Score: Raw -2009198.806896 + Penalty 17845.222534 = -1991353.584362 nChanged 18 Iteration 102Q (3098.722160 sec): 17 clusters Score: Raw -2009200.581846 + Penalty 17845.222534 = -1991355.359312 nChanged 19 Iteration 103Q (3099.893325 sec): 17 clusters Score: Raw -2009202.823085 + Penalty 17845.222534 = -1991357.600550 nChanged 18 Iteration 104Q (3101.056991 sec): 17 clusters Score: Raw -2009205.004446 + Penalty 17845.222534 = -1991359.781912 nChanged 15 Iteration 105Q (3102.230755 sec): 17 clusters Score: Raw -2009206.782056 + Penalty 17845.222534 = -1991361.559522 nChanged 14 Iteration 106Q (3103.374586 sec): 17 clusters Score: Raw -2009208.382863 + Penalty 17845.222534 = -1991363.160328 nChanged 14 Iteration 107Q (3104.480780 sec): 17 clusters Score: Raw -2009210.837418 + Penalty 17845.222534 = -1991365.614884 nChanged 14 Iteration 108Q (3105.633325 sec): 17 clusters Score: Raw -2009213.963863 + Penalty 17845.222534 = -1991368.741329 nChanged 19 Iteration 109Q (3106.820847 sec): 17 clusters Score: Raw -2009217.922027 + Penalty 17845.222534 = -1991372.699493 nChanged 27 Iteration 110Q (3108.011515 sec): 17 clusters Score: Raw -2009224.194197 + Penalty 17845.222534 = -1991378.971663 nChanged 24 Iteration 111Q (3109.154593 sec): 17 clusters Score: Raw -2009229.022578 + Penalty 17845.222534 = -1991383.800044 nChanged 17 Iteration 112Q (3110.334262 sec): 17 clusters Score: Raw -2009231.538398 + Penalty 17845.222534 = -1991386.315864 nChanged 22 Iteration 113Q (3111.450207 sec): 17 clusters Score: Raw -2009237.311657 + Penalty 17845.222534 = -1991392.089123 nChanged 25 Iteration 114Q (3112.638428 sec): 17 clusters Score: Raw -2009244.551371 + Penalty 17845.222534 = -1991399.328837 nChanged 41 Iteration 115Q (3113.776426 sec): 17 clusters Score: Raw -2009254.232478 + Penalty 17845.222534 = -1991409.009944 nChanged 39 Iteration 116Q (3114.877273 sec): 17 clusters Score: Raw -2009263.126154 + Penalty 17845.222534 = -1991417.903620 nChanged 43 Iteration 117Q (3115.970220 sec): 17 clusters Score: Raw -2009271.923606 + Penalty 17845.222534 = -1991426.701072 nChanged 38 Iteration 118Q (3117.095523 sec): 17 clusters Score: Raw -2009278.424069 + Penalty 17845.222534 = -1991433.201535 nChanged 34 Iteration 119Q (3118.212703 sec): 17 clusters Score: Raw -2009283.618324 + Penalty 17845.222534 = -1991438.395790 nChanged 30 Iteration 120F (3119.501459 sec): 17 clusters Score: Raw -2009290.473172 + Penalty 17845.222534 = -1991445.250637 nChanged 38 Iteration 121Q (3120.627297 sec): 17 clusters Score: Raw -2009298.847786 + Penalty 17845.222534 = -1991453.625252 nChanged 50 Iteration 122Q (3121.787726 sec): 17 clusters Score: Raw -2009308.910589 + Penalty 17845.222534 = -1991463.688055 nChanged 40 Iteration 123Q (3122.917267 sec): 17 clusters Score: Raw -2009316.021385 + Penalty 17845.222534 = -1991470.798851 nChanged 38 Iteration 124Q (3124.058670 sec): 17 clusters Score: Raw -2009324.224863 + Penalty 17845.222534 = -1991479.002329 nChanged 49 Iteration 125Q (3125.200760 sec): 17 clusters Score: Raw -2009335.425774 + Penalty 17845.222534 = -1991490.203240 nChanged 55 Iteration 126Q (3126.349512 sec): 17 clusters Score: Raw -2009347.412401 + Penalty 17845.222534 = -1991502.189867 nChanged 53 Iteration 127Q (3127.490629 sec): 17 clusters Score: Raw -2009358.631963 + Penalty 17845.222534 = -1991513.409428 nChanged 38 Iteration 128Q (3128.599048 sec): 17 clusters Score: Raw -2009367.910473 + Penalty 17845.222534 = -1991522.687938 nChanged 56 Iteration 129Q (3129.687399 sec): 17 clusters Score: Raw -2009380.905697 + Penalty 17845.222534 = -1991535.683163 nChanged 44 Iteration 130Q (3130.814032 sec): 17 clusters Score: Raw -2009391.522227 + Penalty 17845.222534 = -1991546.299693 nChanged 49 Iteration 131Q (3131.884166 sec): 17 clusters Score: Raw -2009404.333537 + Penalty 17845.222534 = -1991559.111003 nChanged 56 Iteration 132Q (3132.983171 sec): 17 clusters Score: Raw -2009416.622452 + Penalty 17845.222534 = -1991571.399918 nChanged 51 Iteration 133Q (3134.150224 sec): 17 clusters Score: Raw -2009425.148410 + Penalty 17845.222534 = -1991579.925875 nChanged 42 Iteration 134Q (3135.283610 sec): 17 clusters Score: Raw -2009434.411081 + Penalty 17845.222534 = -1991589.188547 nChanged 50 Iteration 135Q (3136.451185 sec): 17 clusters Score: Raw -2009445.228598 + Penalty 17845.222534 = -1991600.006064 nChanged 48 Iteration 136Q (3137.544721 sec): 17 clusters Score: Raw -2009454.563359 + Penalty 17845.222534 = -1991609.340825 nChanged 43 Iteration 137Q (3138.691881 sec): 17 clusters Score: Raw -2009464.648419 + Penalty 17845.222534 = -1991619.425885 nChanged 55 Iteration 138Q (3139.875565 sec): 17 clusters Score: Raw -2009475.452221 + Penalty 17845.222534 = -1991630.229687 nChanged 59 Writing temp clu file Because OldScore, -1991619.425885, is greater than current (better) Score,-1991630.229687 Compute initial score before splitting: Score: Raw -2009475.452221 + Penalty 17845.222534 = -1991630.229687 Trying to split cluster 1 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3139.950401 sec): 2 clusters Score: Raw -16676.150548 + Penalty 661.774992 = -16014.375555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3140.054101 sec): 3 clusters Score: Raw -16605.672185 + Penalty 1323.549985 = -15282.122200 nChanged 158 SP:Iteration 1F (3140.158042 sec): 3 clusters Score: Raw -16895.532156 + Penalty 1323.549985 = -15571.982172 nChanged 47 SP:Iteration 2F (3140.243814 sec): 3 clusters Score: Raw -17039.004571 + Penalty 1323.549985 = -15715.454586 nChanged 29 SP:Iteration 3F (3140.357029 sec): 3 clusters Score: Raw -17104.906801 + Penalty 1323.549985 = -15781.356816 nChanged 20 SP:Iteration 4Q (3140.449589 sec): 3 clusters Score: Raw -17143.667738 + Penalty 1323.549985 = -15820.117753 nChanged 16 SP:Iteration 5Q (3140.546813 sec): 3 clusters Score: Raw -17168.844862 + Penalty 1323.549985 = -15845.294877 nChanged 7 SP:Iteration 6Q (3140.634381 sec): 3 clusters Score: Raw -17177.914223 + Penalty 1323.549985 = -15854.364238 nChanged 6 SP:Iteration 7Q (3140.736758 sec): 3 clusters Score: Raw -17188.848322 + Penalty 1323.549985 = -15865.298337 nChanged 4 SP:Iteration 8Q (3140.824895 sec): 3 clusters Score: Raw -17195.880271 + Penalty 1323.549985 = -15872.330286 nChanged 5 SP:Iteration 9Q (3140.917980 sec): 3 clusters Score: Raw -17208.351598 + Penalty 1323.549985 = -15884.801613 nChanged 3 SP:Iteration 10Q (3141.029209 sec): 3 clusters Score: Raw -17215.692509 + Penalty 1323.549985 = -15892.142524 nChanged 3 SP:Iteration 11Q (3141.125834 sec): 3 clusters Score: Raw -17220.551805 + Penalty 1323.549985 = -15897.001820 nChanged 1 SP:Iteration 12Q (3141.224351 sec): 3 clusters Score: Raw -17220.990124 + Penalty 1323.549985 = -15897.440139 nChanged 0 SP:Iteration 13F (3141.314376 sec): 3 clusters Score: Raw -17220.990124 + Penalty 1323.549985 = -15897.440139 nChanged 0 Trying to split cluster 2 (2184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3141.388442 sec): 2 clusters Score: Raw -109411.097684 + Penalty 807.335900 = -108603.761784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3141.466782 sec): 3 clusters Score: Raw -108336.740173 + Penalty 1614.671801 = -106722.068372 nChanged 836 SP:Iteration 1F (3141.566568 sec): 3 clusters Score: Raw -108918.148825 + Penalty 1614.671801 = -107303.477025 nChanged 223 SP:Iteration 2F (3141.654118 sec): 3 clusters Score: Raw -109096.405269 + Penalty 1614.671801 = -107481.733468 nChanged 156 SP:Iteration 3F (3141.752741 sec): 3 clusters Score: Raw -109212.481464 + Penalty 1614.671801 = -107597.809663 nChanged 104 SP:Iteration 4Q (3141.845877 sec): 3 clusters Score: Raw -109276.848538 + Penalty 1614.671801 = -107662.176737 nChanged 70 SP:Iteration 5Q (3141.939105 sec): 3 clusters Score: Raw -109321.102919 + Penalty 1614.671801 = -107706.431118 nChanged 65 SP:Iteration 6Q (3142.031910 sec): 3 clusters Score: Raw -109365.500803 + Penalty 1614.671801 = -107750.829002 nChanged 57 SP:Iteration 7Q (3142.143046 sec): 3 clusters Score: Raw -109397.794450 + Penalty 1614.671801 = -107783.122650 nChanged 46 SP:Iteration 8Q (3142.258500 sec): 3 clusters Score: Raw -109420.888770 + Penalty 1614.671801 = -107806.216970 nChanged 41 SP:Iteration 9Q (3142.355946 sec): 3 clusters Score: Raw -109444.480287 + Penalty 1614.671801 = -107829.808486 nChanged 37 SP:Iteration 10Q (3142.482484 sec): 3 clusters Score: Raw -109468.354993 + Penalty 1614.671801 = -107853.683192 nChanged 33 SP:Iteration 11Q (3142.561527 sec): 3 clusters Score: Raw -109484.405143 + Penalty 1614.671801 = -107869.733342 nChanged 34 SP:Iteration 12Q (3142.660273 sec): 3 clusters Score: Raw -109498.080960 + Penalty 1614.671801 = -107883.409159 nChanged 10 SP:Iteration 13Q (3142.763255 sec): 3 clusters Score: Raw -109501.591273 + Penalty 1614.671801 = -107886.919472 nChanged 6 SP:Iteration 14Q (3142.875974 sec): 3 clusters Score: Raw -109503.637111 + Penalty 1614.671801 = -107888.965310 nChanged 8 SP:Iteration 15Q (3142.960384 sec): 3 clusters Score: Raw -109507.758558 + Penalty 1614.671801 = -107893.086757 nChanged 9 SP:Iteration 16Q (3143.048049 sec): 3 clusters Score: Raw -109514.776989 + Penalty 1614.671801 = -107900.105189 nChanged 10 SP:Iteration 17Q (3143.158245 sec): 3 clusters Score: Raw -109518.247053 + Penalty 1614.671801 = -107903.575252 nChanged 7 SP:Iteration 18Q (3143.279644 sec): 3 clusters Score: Raw -109521.389661 + Penalty 1614.671801 = -107906.717860 nChanged 7 SP:Iteration 19Q (3143.358801 sec): 3 clusters Score: Raw -109523.458383 + Penalty 1614.671801 = -107908.786583 nChanged 7 SP:Iteration 20F (3143.462429 sec): 3 clusters Score: Raw -109526.106823 + Penalty 1614.671801 = -107911.435022 nChanged 8 SP:Iteration 21Q (3143.557766 sec): 3 clusters Score: Raw -109528.499465 + Penalty 1614.671801 = -107913.827664 nChanged 7 SP:Iteration 22Q (3143.659442 sec): 3 clusters Score: Raw -109531.755917 + Penalty 1614.671801 = -107917.084116 nChanged 11 SP:Iteration 23Q (3143.767448 sec): 3 clusters Score: Raw -109536.679273 + Penalty 1614.671801 = -107922.007472 nChanged 11 SP:Iteration 24Q (3143.862896 sec): 3 clusters Score: Raw -109541.127106 + Penalty 1614.671801 = -107926.455306 nChanged 7 SP:Iteration 25Q (3143.951529 sec): 3 clusters Score: Raw -109544.203288 + Penalty 1614.671801 = -107929.531487 nChanged 8 SP:Iteration 26Q (3144.045535 sec): 3 clusters Score: Raw -109547.560700 + Penalty 1614.671801 = -107932.888899 nChanged 11 SP:Iteration 27Q (3144.144911 sec): 3 clusters Score: Raw -109550.832299 + Penalty 1614.671801 = -107936.160498 nChanged 12 SP:Iteration 28Q (3144.250067 sec): 3 clusters Score: Raw -109554.820840 + Penalty 1614.671801 = -107940.149039 nChanged 12 SP:Iteration 29Q (3144.335753 sec): 3 clusters Score: Raw -109557.815671 + Penalty 1614.671801 = -107943.143870 nChanged 12 SP:Iteration 30Q (3144.451662 sec): 3 clusters Score: Raw -109561.540639 + Penalty 1614.671801 = -107946.868838 nChanged 12 SP:Iteration 31Q (3144.576890 sec): 3 clusters Score: Raw -109565.636502 + Penalty 1614.671801 = -107950.964701 nChanged 4 SP:Iteration 32Q (3144.685720 sec): 3 clusters Score: Raw -109566.338421 + Penalty 1614.671801 = -107951.666620 nChanged 2 SP:Iteration 33Q (3144.773143 sec): 3 clusters Score: Raw -109566.550138 + Penalty 1614.671801 = -107951.878337 nChanged 2 SP:Iteration 34Q (3144.865692 sec): 3 clusters Score: Raw -109567.429363 + Penalty 1614.671801 = -107952.757562 nChanged 1 SP:Iteration 35Q (3144.969373 sec): 3 clusters Score: Raw -109568.023317 + Penalty 1614.671801 = -107953.351516 nChanged 1 SP:Iteration 36Q (3145.051538 sec): 3 clusters Score: Raw -109568.179166 + Penalty 1614.671801 = -107953.507365 nChanged 3 SP:Iteration 37Q (3145.150487 sec): 3 clusters Score: Raw -109569.185927 + Penalty 1614.671801 = -107954.514126 nChanged 2 SP:Iteration 38Q (3145.270364 sec): 3 clusters Score: Raw -109569.828538 + Penalty 1614.671801 = -107955.156737 nChanged 1 SP:Iteration 39Q (3145.369444 sec): 3 clusters Score: Raw -109570.040851 + Penalty 1614.671801 = -107955.369051 nChanged 1 SP:Iteration 40F (3145.464471 sec): 3 clusters Score: Raw -109570.762693 + Penalty 1614.671801 = -107956.090892 nChanged 1 SP:Iteration 41Q (3145.565548 sec): 3 clusters Score: Raw -109571.003921 + Penalty 1614.671801 = -107956.332121 nChanged 2 SP:Iteration 42Q (3145.647644 sec): 3 clusters Score: Raw -109571.407229 + Penalty 1614.671801 = -107956.735429 nChanged 2 SP:Iteration 43Q (3145.751436 sec): 3 clusters Score: Raw -109571.623910 + Penalty 1614.671801 = -107956.952109 nChanged 1 SP:Iteration 44Q (3145.847267 sec): 3 clusters Score: Raw -109571.726958 + Penalty 1614.671801 = -107957.055157 nChanged 1 SP:Iteration 45Q (3145.929467 sec): 3 clusters Score: Raw -109572.852582 + Penalty 1614.671801 = -107958.180781 nChanged 0 SP:Iteration 46F (3146.045557 sec): 3 clusters Score: Raw -109572.852582 + Penalty 1614.671801 = -107958.180781 nChanged 0 Trying to split cluster 3 (2609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3146.081721 sec): 2 clusters Score: Raw -144305.420196 + Penalty 826.005840 = -143479.414356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3146.207032 sec): 3 clusters Score: Raw -142970.084261 + Penalty 1652.011680 = -141318.072581 nChanged 1035 SP:Iteration 1F (3146.309022 sec): 3 clusters Score: Raw -143581.632413 + Penalty 1652.011680 = -141929.620733 nChanged 223 SP:Iteration 2F (3146.415589 sec): 3 clusters Score: Raw -143716.492430 + Penalty 1652.011680 = -142064.480750 nChanged 153 SP:Iteration 3F (3146.511286 sec): 3 clusters Score: Raw -143805.301907 + Penalty 1652.011680 = -142153.290227 nChanged 102 SP:Iteration 4Q (3146.602802 sec): 3 clusters Score: Raw -143857.556104 + Penalty 1652.011680 = -142205.544424 nChanged 76 SP:Iteration 5Q (3146.700502 sec): 3 clusters Score: Raw -143894.593549 + Penalty 1652.011680 = -142242.581869 nChanged 64 SP:Iteration 6Q (3146.811139 sec): 3 clusters Score: Raw -143933.936566 + Penalty 1652.011680 = -142281.924886 nChanged 67 SP:Iteration 7Q (3146.911742 sec): 3 clusters Score: Raw -143966.120744 + Penalty 1652.011680 = -142314.109064 nChanged 59 SP:Iteration 8Q (3147.021387 sec): 3 clusters Score: Raw -143994.783830 + Penalty 1652.011680 = -142342.772150 nChanged 56 SP:Iteration 9Q (3147.105963 sec): 3 clusters Score: Raw -144023.290671 + Penalty 1652.011680 = -142371.278991 nChanged 50 SP:Iteration 10Q (3147.202348 sec): 3 clusters Score: Raw -144045.321392 + Penalty 1652.011680 = -142393.309712 nChanged 46 SP:Iteration 11Q (3147.305677 sec): 3 clusters Score: Raw -144065.816296 + Penalty 1652.011680 = -142413.804616 nChanged 38 SP:Iteration 12Q (3147.429518 sec): 3 clusters Score: Raw -144083.795998 + Penalty 1652.011680 = -142431.784318 nChanged 40 SP:Iteration 13Q (3147.505296 sec): 3 clusters Score: Raw -144103.809383 + Penalty 1652.011680 = -142451.797703 nChanged 39 SP:Iteration 14Q (3147.615010 sec): 3 clusters Score: Raw -144121.039214 + Penalty 1652.011680 = -142469.027534 nChanged 24 SP:Iteration 15Q (3147.702377 sec): 3 clusters Score: Raw -144133.292724 + Penalty 1652.011680 = -142481.281044 nChanged 33 SP:Iteration 16Q (3147.795999 sec): 3 clusters Score: Raw -144156.086925 + Penalty 1652.011680 = -142504.075245 nChanged 30 SP:Iteration 17Q (3147.921007 sec): 3 clusters Score: Raw -144179.259197 + Penalty 1652.011680 = -142527.247517 nChanged 28 SP:Iteration 18Q (3148.018547 sec): 3 clusters Score: Raw -144201.596906 + Penalty 1652.011680 = -142549.585226 nChanged 31 SP:Iteration 19Q (3148.100001 sec): 3 clusters Score: Raw -144218.660128 + Penalty 1652.011680 = -142566.648448 nChanged 23 SP:Iteration 20F (3148.195233 sec): 3 clusters Score: Raw -144228.250133 + Penalty 1652.011680 = -142576.238453 nChanged 25 SP:Iteration 21Q (3148.281424 sec): 3 clusters Score: Raw -144242.637529 + Penalty 1652.011680 = -142590.625849 nChanged 27 SP:Iteration 22Q (3148.379244 sec): 3 clusters Score: Raw -144261.876507 + Penalty 1652.011680 = -142609.864827 nChanged 35 SP:Iteration 23Q (3148.479154 sec): 3 clusters Score: Raw -144280.645665 + Penalty 1652.011680 = -142628.633985 nChanged 25 SP:Iteration 24Q (3148.583252 sec): 3 clusters Score: Raw -144295.350759 + Penalty 1652.011680 = -142643.339079 nChanged 27 SP:Iteration 25Q (3148.669972 sec): 3 clusters Score: Raw -144319.508728 + Penalty 1652.011680 = -142667.497048 nChanged 38 SP:Iteration 26Q (3148.801728 sec): 3 clusters Score: Raw -144346.951157 + Penalty 1652.011680 = -142694.939477 nChanged 36 SP:Iteration 27Q (3148.894848 sec): 3 clusters Score: Raw -144389.646090 + Penalty 1652.011680 = -142737.634410 nChanged 39 SP:Iteration 28Q (3148.983584 sec): 3 clusters Score: Raw -144428.125038 + Penalty 1652.011680 = -142776.113358 nChanged 40 SP:Iteration 29Q (3149.092898 sec): 3 clusters Score: Raw -144475.086996 + Penalty 1652.011680 = -142823.075316 nChanged 48 SP:Iteration 30Q (3149.191615 sec): 3 clusters Score: Raw -144522.970281 + Penalty 1652.011680 = -142870.958601 nChanged 38 SP:Iteration 31Q (3149.291802 sec): 3 clusters Score: Raw -144564.380795 + Penalty 1652.011680 = -142912.369115 nChanged 32 SP:Iteration 32Q (3149.392185 sec): 3 clusters Score: Raw -144601.199028 + Penalty 1652.011680 = -142949.187348 nChanged 26 SP:Iteration 33Q (3149.482838 sec): 3 clusters Score: Raw -144629.861224 + Penalty 1652.011680 = -142977.849544 nChanged 38 SP:Iteration 34Q (3149.580454 sec): 3 clusters Score: Raw -144669.783096 + Penalty 1652.011680 = -143017.771416 nChanged 35 SP:Iteration 35Q (3149.677051 sec): 3 clusters Score: Raw -144709.295634 + Penalty 1652.011680 = -143057.283954 nChanged 21 SP:Iteration 36Q (3149.784527 sec): 3 clusters Score: Raw -144729.252448 + Penalty 1652.011680 = -143077.240768 nChanged 21 SP:Iteration 37Q (3149.875517 sec): 3 clusters Score: Raw -144745.234238 + Penalty 1652.011680 = -143093.222558 nChanged 13 SP:Iteration 38Q (3149.984298 sec): 3 clusters Score: Raw -144752.114797 + Penalty 1652.011680 = -143100.103117 nChanged 10 SP:Iteration 39Q (3150.089999 sec): 3 clusters Score: Raw -144756.602704 + Penalty 1652.011680 = -143104.591024 nChanged 8 SP:Iteration 40F (3150.169939 sec): 3 clusters Score: Raw -144760.325347 + Penalty 1652.011680 = -143108.313667 nChanged 7 SP:Iteration 41Q (3150.273177 sec): 3 clusters Score: Raw -144764.449412 + Penalty 1652.011680 = -143112.437732 nChanged 5 SP:Iteration 42Q (3150.372343 sec): 3 clusters Score: Raw -144767.286235 + Penalty 1652.011680 = -143115.274555 nChanged 4 SP:Iteration 43Q (3150.470209 sec): 3 clusters Score: Raw -144770.628033 + Penalty 1652.011680 = -143118.616353 nChanged 5 SP:Iteration 44Q (3150.567178 sec): 3 clusters Score: Raw -144774.128289 + Penalty 1652.011680 = -143122.116609 nChanged 0 SP:Iteration 45F (3150.680441 sec): 3 clusters Score: Raw -144774.128289 + Penalty 1652.011680 = -143122.116609 nChanged 0 Trying to split cluster 4 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3150.746828 sec): 2 clusters Score: Raw -32568.662656 + Penalty 708.742775 = -31859.919881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3150.859346 sec): 3 clusters Score: Raw -32266.832209 + Penalty 1417.485551 = -30849.346659 nChanged 291 SP:Iteration 1F (3150.939380 sec): 3 clusters Score: Raw -32552.510485 + Penalty 1417.485551 = -31135.024934 nChanged 92 SP:Iteration 2F (3151.034833 sec): 3 clusters Score: Raw -32691.605695 + Penalty 1417.485551 = -31274.120144 nChanged 59 SP:Iteration 3F (3151.127171 sec): 3 clusters Score: Raw -32772.986515 + Penalty 1417.485551 = -31355.500964 nChanged 40 SP:Iteration 4Q (3151.240341 sec): 3 clusters Score: Raw -32831.241466 + Penalty 1417.485551 = -31413.755915 nChanged 36 SP:Iteration 5Q (3151.332696 sec): 3 clusters Score: Raw -32881.467119 + Penalty 1417.485551 = -31463.981568 nChanged 24 SP:Iteration 6Q (3151.436323 sec): 3 clusters Score: Raw -32909.686348 + Penalty 1417.485551 = -31492.200798 nChanged 16 SP:Iteration 7Q (3151.546373 sec): 3 clusters Score: Raw -32930.612874 + Penalty 1417.485551 = -31513.127324 nChanged 17 SP:Iteration 8Q (3151.622975 sec): 3 clusters Score: Raw -32942.661886 + Penalty 1417.485551 = -31525.176336 nChanged 6 SP:Iteration 9Q (3151.713562 sec): 3 clusters Score: Raw -32949.439067 + Penalty 1417.485551 = -31531.953517 nChanged 5 SP:Iteration 10Q (3151.814506 sec): 3 clusters Score: Raw -32952.658405 + Penalty 1417.485551 = -31535.172854 nChanged 3 SP:Iteration 11Q (3151.916195 sec): 3 clusters Score: Raw -32956.884000 + Penalty 1417.485551 = -31539.398450 nChanged 1 SP:Iteration 12Q (3152.013541 sec): 3 clusters Score: Raw -32958.520627 + Penalty 1417.485551 = -31541.035077 nChanged 4 SP:Iteration 13Q (3152.109449 sec): 3 clusters Score: Raw -32962.130549 + Penalty 1417.485551 = -31544.644998 nChanged 5 SP:Iteration 14Q (3152.205836 sec): 3 clusters Score: Raw -32967.529913 + Penalty 1417.485551 = -31550.044363 nChanged 4 SP:Iteration 15Q (3152.344937 sec): 3 clusters Score: Raw -32970.352809 + Penalty 1417.485551 = -31552.867258 nChanged 1 SP:Iteration 16Q (3152.419031 sec): 3 clusters Score: Raw -32970.943981 + Penalty 1417.485551 = -31553.458430 nChanged 1 SP:Iteration 17Q (3152.516934 sec): 3 clusters Score: Raw -32971.952518 + Penalty 1417.485551 = -31554.466968 nChanged 3 SP:Iteration 18Q (3152.599811 sec): 3 clusters Score: Raw -32974.457868 + Penalty 1417.485551 = -31556.972317 nChanged 4 SP:Iteration 19Q (3152.701248 sec): 3 clusters Score: Raw -32979.572748 + Penalty 1417.485551 = -31562.087197 nChanged 1 SP:Iteration 20F (3152.795855 sec): 3 clusters Score: Raw -32980.725318 + Penalty 1417.485551 = -31563.239767 nChanged 1 SP:Iteration 21Q (3152.904357 sec): 3 clusters Score: Raw -32981.685478 + Penalty 1417.485551 = -31564.199928 nChanged 3 SP:Iteration 22Q (3153.008303 sec): 3 clusters Score: Raw -32983.379937 + Penalty 1417.485551 = -31565.894386 nChanged 3 SP:Iteration 23Q (3153.106182 sec): 3 clusters Score: Raw -32986.468884 + Penalty 1417.485551 = -31568.983334 nChanged 2 SP:Iteration 24Q (3153.208809 sec): 3 clusters Score: Raw -32988.338419 + Penalty 1417.485551 = -31570.852868 nChanged 2 SP:Iteration 25Q (3153.291201 sec): 3 clusters Score: Raw -32989.438541 + Penalty 1417.485551 = -31571.952990 nChanged 0 SP:Iteration 26F (3153.390562 sec): 3 clusters Score: Raw -32989.438541 + Penalty 1417.485551 = -31571.952990 nChanged 0 Trying to split cluster 5 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3153.463107 sec): 2 clusters Score: Raw -48883.524454 + Penalty 747.900999 = -48135.623455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3153.568708 sec): 3 clusters Score: Raw -48395.274134 + Penalty 1495.801998 = -46899.472136 nChanged 436 SP:Iteration 1F (3153.631112 sec): 3 clusters Score: Raw -48809.272366 + Penalty 1495.801998 = -47313.470367 nChanged 104 SP:Iteration 2F (3153.726006 sec): 3 clusters Score: Raw -48925.816432 + Penalty 1495.801998 = -47430.014434 nChanged 64 SP:Iteration 3F (3153.843842 sec): 3 clusters Score: Raw -49004.296774 + Penalty 1495.801998 = -47508.494775 nChanged 51 SP:Iteration 4Q (3153.947338 sec): 3 clusters Score: Raw -49054.567121 + Penalty 1495.801998 = -47558.765123 nChanged 40 SP:Iteration 5Q (3154.042140 sec): 3 clusters Score: Raw -49093.827657 + Penalty 1495.801998 = -47598.025659 nChanged 38 SP:Iteration 6Q (3154.114258 sec): 3 clusters Score: Raw -49121.963228 + Penalty 1495.801998 = -47626.161230 nChanged 23 SP:Iteration 7Q (3154.225771 sec): 3 clusters Score: Raw -49134.331896 + Penalty 1495.801998 = -47638.529898 nChanged 14 SP:Iteration 8Q (3154.307550 sec): 3 clusters Score: Raw -49143.283425 + Penalty 1495.801998 = -47647.481426 nChanged 14 SP:Iteration 9Q (3154.414537 sec): 3 clusters Score: Raw -49150.079033 + Penalty 1495.801998 = -47654.277035 nChanged 8 SP:Iteration 10Q (3154.503208 sec): 3 clusters Score: Raw -49154.093865 + Penalty 1495.801998 = -47658.291867 nChanged 9 SP:Iteration 11Q (3154.612177 sec): 3 clusters Score: Raw -49156.820314 + Penalty 1495.801998 = -47661.018315 nChanged 4 SP:Iteration 12Q (3154.733973 sec): 3 clusters Score: Raw -49158.815554 + Penalty 1495.801998 = -47663.013556 nChanged 4 SP:Iteration 13Q (3154.842014 sec): 3 clusters Score: Raw -49162.186851 + Penalty 1495.801998 = -47666.384853 nChanged 6 SP:Iteration 14Q (3154.923789 sec): 3 clusters Score: Raw -49167.784597 + Penalty 1495.801998 = -47671.982598 nChanged 7 SP:Iteration 15Q (3155.024693 sec): 3 clusters Score: Raw -49170.729463 + Penalty 1495.801998 = -47674.927465 nChanged 5 SP:Iteration 16Q (3155.127205 sec): 3 clusters Score: Raw -49172.814317 + Penalty 1495.801998 = -47677.012318 nChanged 3 SP:Iteration 17Q (3155.224194 sec): 3 clusters Score: Raw -49174.894679 + Penalty 1495.801998 = -47679.092680 nChanged 4 SP:Iteration 18Q (3155.311224 sec): 3 clusters Score: Raw -49176.880896 + Penalty 1495.801998 = -47681.078897 nChanged 1 SP:Iteration 19Q (3155.417226 sec): 3 clusters Score: Raw -49177.096580 + Penalty 1495.801998 = -47681.294582 nChanged 0 SP:Iteration 20F (3155.509221 sec): 3 clusters Score: Raw -49177.096580 + Penalty 1495.801998 = -47681.294582 nChanged 0 Trying to split cluster 6 (1349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3155.564041 sec): 2 clusters Score: Raw -63363.997909 + Penalty 756.747480 = -62607.250429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3155.666360 sec): 3 clusters Score: Raw -62790.179255 + Penalty 1513.494960 = -61276.684296 nChanged 489 SP:Iteration 1F (3155.778805 sec): 3 clusters Score: Raw -63155.561212 + Penalty 1513.494960 = -61642.066253 nChanged 114 SP:Iteration 2F (3155.863837 sec): 3 clusters Score: Raw -63243.262172 + Penalty 1513.494960 = -61729.767212 nChanged 61 SP:Iteration 3Q (3155.978243 sec): 3 clusters Score: Raw -63296.159448 + Penalty 1513.494960 = -61782.664488 nChanged 49 SP:Iteration 4Q (3156.087529 sec): 3 clusters Score: Raw -63334.395901 + Penalty 1513.494960 = -61820.900941 nChanged 31 SP:Iteration 5Q (3156.164350 sec): 3 clusters Score: Raw -63353.295618 + Penalty 1513.494960 = -61839.800659 nChanged 30 SP:Iteration 6Q (3156.255983 sec): 3 clusters Score: Raw -63367.249274 + Penalty 1513.494960 = -61853.754315 nChanged 23 SP:Iteration 7Q (3156.337425 sec): 3 clusters Score: Raw -63379.513943 + Penalty 1513.494960 = -61866.018983 nChanged 17 SP:Iteration 8Q (3156.467122 sec): 3 clusters Score: Raw -63384.354899 + Penalty 1513.494960 = -61870.859939 nChanged 7 SP:Iteration 9Q (3156.538027 sec): 3 clusters Score: Raw -63386.740945 + Penalty 1513.494960 = -61873.245985 nChanged 7 SP:Iteration 10Q (3156.641159 sec): 3 clusters Score: Raw -63389.947596 + Penalty 1513.494960 = -61876.452636 nChanged 3 SP:Iteration 11Q (3156.738807 sec): 3 clusters Score: Raw -63392.318558 + Penalty 1513.494960 = -61878.823598 nChanged 8 SP:Iteration 12Q (3156.826105 sec): 3 clusters Score: Raw -63395.137553 + Penalty 1513.494960 = -61881.642593 nChanged 5 SP:Iteration 13Q (3156.931336 sec): 3 clusters Score: Raw -63398.096313 + Penalty 1513.494960 = -61884.601353 nChanged 7 SP:Iteration 14Q (3157.017393 sec): 3 clusters Score: Raw -63401.234300 + Penalty 1513.494960 = -61887.739341 nChanged 5 SP:Iteration 15Q (3157.103602 sec): 3 clusters Score: Raw -63404.079858 + Penalty 1513.494960 = -61890.584898 nChanged 5 SP:Iteration 16Q (3157.200960 sec): 3 clusters Score: Raw -63406.854082 + Penalty 1513.494960 = -61893.359122 nChanged 3 SP:Iteration 17Q (3157.299795 sec): 3 clusters Score: Raw -63408.596800 + Penalty 1513.494960 = -61895.101840 nChanged 6 SP:Iteration 18Q (3157.414421 sec): 3 clusters Score: Raw -63412.045501 + Penalty 1513.494960 = -61898.550541 nChanged 6 SP:Iteration 19Q (3157.506854 sec): 3 clusters Score: Raw -63416.393691 + Penalty 1513.494960 = -61902.898731 nChanged 5 SP:Iteration 20F (3157.611576 sec): 3 clusters Score: Raw -63418.148632 + Penalty 1513.494960 = -61904.653673 nChanged 7 SP:Iteration 21Q (3157.692061 sec): 3 clusters Score: Raw -63420.103938 + Penalty 1513.494960 = -61906.608979 nChanged 6 SP:Iteration 22Q (3157.773423 sec): 3 clusters Score: Raw -63422.800243 + Penalty 1513.494960 = -61909.305283 nChanged 7 SP:Iteration 23Q (3157.867051 sec): 3 clusters Score: Raw -63427.353917 + Penalty 1513.494960 = -61913.858958 nChanged 10 SP:Iteration 24Q (3157.962190 sec): 3 clusters Score: Raw -63431.493165 + Penalty 1513.494960 = -61917.998205 nChanged 3 SP:Iteration 25Q (3158.071010 sec): 3 clusters Score: Raw -63432.187650 + Penalty 1513.494960 = -61918.692690 nChanged 1 SP:Iteration 26Q (3158.187537 sec): 3 clusters Score: Raw -63432.740892 + Penalty 1513.494960 = -61919.245932 nChanged 1 SP:Iteration 27Q (3158.271819 sec): 3 clusters Score: Raw -63433.020396 + Penalty 1513.494960 = -61919.525436 nChanged 0 SP:Iteration 28F (3158.387470 sec): 3 clusters Score: Raw -63433.020396 + Penalty 1513.494960 = -61919.525436 nChanged 0 Trying to split cluster 7 (2871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3158.426891 sec): 2 clusters Score: Raw -156654.495736 + Penalty 836.053646 = -155818.442090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3158.531608 sec): 3 clusters Score: Raw -155176.356024 + Penalty 1672.107293 = -153504.248731 nChanged 1168 SP:Iteration 1F (3158.638121 sec): 3 clusters Score: Raw -155926.308458 + Penalty 1672.107293 = -154254.201166 nChanged 251 SP:Iteration 2F (3158.737856 sec): 3 clusters Score: Raw -156099.641430 + Penalty 1672.107293 = -154427.534137 nChanged 162 SP:Iteration 3F (3158.830916 sec): 3 clusters Score: Raw -156201.920580 + Penalty 1672.107293 = -154529.813287 nChanged 147 SP:Iteration 4F (3158.959479 sec): 3 clusters Score: Raw -156300.072757 + Penalty 1672.107293 = -154627.965464 nChanged 127 SP:Iteration 5Q (3159.046050 sec): 3 clusters Score: Raw -156390.439538 + Penalty 1672.107293 = -154718.332245 nChanged 112 SP:Iteration 6Q (3159.155692 sec): 3 clusters Score: Raw -156464.586925 + Penalty 1672.107293 = -154792.479633 nChanged 94 SP:Iteration 7Q (3159.252580 sec): 3 clusters Score: Raw -156518.987964 + Penalty 1672.107293 = -154846.880671 nChanged 89 SP:Iteration 8Q (3159.355165 sec): 3 clusters Score: Raw -156565.134326 + Penalty 1672.107293 = -154893.027033 nChanged 72 SP:Iteration 9Q (3159.472918 sec): 3 clusters Score: Raw -156606.029031 + Penalty 1672.107293 = -154933.921738 nChanged 59 SP:Iteration 10Q (3159.564530 sec): 3 clusters Score: Raw -156638.788123 + Penalty 1672.107293 = -154966.680830 nChanged 50 SP:Iteration 11Q (3159.682538 sec): 3 clusters Score: Raw -156665.772041 + Penalty 1672.107293 = -154993.664748 nChanged 39 SP:Iteration 12Q (3159.790737 sec): 3 clusters Score: Raw -156686.685820 + Penalty 1672.107293 = -155014.578527 nChanged 47 SP:Iteration 13Q (3159.904315 sec): 3 clusters Score: Raw -156707.607501 + Penalty 1672.107293 = -155035.500208 nChanged 35 SP:Iteration 14Q (3160.017741 sec): 3 clusters Score: Raw -156720.017888 + Penalty 1672.107293 = -155047.910596 nChanged 23 SP:Iteration 15Q (3160.117186 sec): 3 clusters Score: Raw -156726.937895 + Penalty 1672.107293 = -155054.830602 nChanged 15 SP:Iteration 16Q (3160.198947 sec): 3 clusters Score: Raw -156731.026667 + Penalty 1672.107293 = -155058.919374 nChanged 16 SP:Iteration 17Q (3160.290709 sec): 3 clusters Score: Raw -156734.256838 + Penalty 1672.107293 = -155062.149546 nChanged 16 SP:Iteration 18Q (3160.381014 sec): 3 clusters Score: Raw -156736.890687 + Penalty 1672.107293 = -155064.783395 nChanged 5 SP:Iteration 19Q (3160.500819 sec): 3 clusters Score: Raw -156737.770111 + Penalty 1672.107293 = -155065.662818 nChanged 5 SP:Iteration 20F (3160.625718 sec): 3 clusters Score: Raw -156738.790769 + Penalty 1672.107293 = -155066.683476 nChanged 7 SP:Iteration 21Q (3160.713594 sec): 3 clusters Score: Raw -156740.402158 + Penalty 1672.107293 = -155068.294865 nChanged 6 SP:Iteration 22Q (3160.811038 sec): 3 clusters Score: Raw -156741.866559 + Penalty 1672.107293 = -155069.759266 nChanged 4 SP:Iteration 23Q (3160.923606 sec): 3 clusters Score: Raw -156743.110495 + Penalty 1672.107293 = -155071.003202 nChanged 4 SP:Iteration 24Q (3161.001275 sec): 3 clusters Score: Raw -156743.898396 + Penalty 1672.107293 = -155071.791103 nChanged 1 SP:Iteration 25Q (3161.092450 sec): 3 clusters Score: Raw -156744.028994 + Penalty 1672.107293 = -155071.921701 nChanged 1 SP:Iteration 26Q (3161.198845 sec): 3 clusters Score: Raw -156744.152343 + Penalty 1672.107293 = -155072.045051 nChanged 2 SP:Iteration 27Q (3161.298404 sec): 3 clusters Score: Raw -156744.991561 + Penalty 1672.107293 = -155072.884268 nChanged 3 SP:Iteration 28Q (3161.391188 sec): 3 clusters Score: Raw -156745.299765 + Penalty 1672.107293 = -155073.192472 nChanged 1 SP:Iteration 29Q (3161.493908 sec): 3 clusters Score: Raw -156745.379294 + Penalty 1672.107293 = -155073.272001 nChanged 1 SP:Iteration 30Q (3161.595009 sec): 3 clusters Score: Raw -156745.438020 + Penalty 1672.107293 = -155073.330727 nChanged 0 SP:Iteration 31F (3161.705203 sec): 3 clusters Score: Raw -156745.438020 + Penalty 1672.107293 = -155073.330727 nChanged 0 Trying to split cluster 8 (1720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3161.768972 sec): 2 clusters Score: Raw -73830.053173 + Penalty 782.258355 = -73047.794818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3161.850230 sec): 3 clusters Score: Raw -73031.324048 + Penalty 1564.516710 = -71466.807339 nChanged 704 SP:Iteration 1F (3161.928515 sec): 3 clusters Score: Raw -73552.448698 + Penalty 1564.516710 = -71987.931989 nChanged 164 SP:Iteration 2F (3162.023945 sec): 3 clusters Score: Raw -73695.682866 + Penalty 1564.516710 = -72131.166156 nChanged 118 SP:Iteration 3F (3162.141345 sec): 3 clusters Score: Raw -73790.202193 + Penalty 1564.516710 = -72225.685484 nChanged 94 SP:Iteration 4F (3162.235984 sec): 3 clusters Score: Raw -73887.690141 + Penalty 1564.516710 = -72323.173431 nChanged 86 SP:Iteration 5Q (3162.346942 sec): 3 clusters Score: Raw -73965.787846 + Penalty 1564.516710 = -72401.271137 nChanged 61 SP:Iteration 6Q (3162.439981 sec): 3 clusters Score: Raw -74017.783549 + Penalty 1564.516710 = -72453.266839 nChanged 60 SP:Iteration 7Q (3162.557151 sec): 3 clusters Score: Raw -74074.238041 + Penalty 1564.516710 = -72509.721332 nChanged 58 SP:Iteration 8Q (3162.654363 sec): 3 clusters Score: Raw -74118.653811 + Penalty 1564.516710 = -72554.137102 nChanged 59 SP:Iteration 9Q (3162.732232 sec): 3 clusters Score: Raw -74165.731785 + Penalty 1564.516710 = -72601.215075 nChanged 63 SP:Iteration 10Q (3162.825730 sec): 3 clusters Score: Raw -74216.866928 + Penalty 1564.516710 = -72652.350218 nChanged 43 SP:Iteration 11Q (3162.916870 sec): 3 clusters Score: Raw -74255.968188 + Penalty 1564.516710 = -72691.451478 nChanged 51 SP:Iteration 12Q (3163.022072 sec): 3 clusters Score: Raw -74289.971184 + Penalty 1564.516710 = -72725.454474 nChanged 34 SP:Iteration 13Q (3163.125546 sec): 3 clusters Score: Raw -74309.748677 + Penalty 1564.516710 = -72745.231967 nChanged 26 SP:Iteration 14Q (3163.233885 sec): 3 clusters Score: Raw -74329.335786 + Penalty 1564.516710 = -72764.819076 nChanged 20 SP:Iteration 15Q (3163.356598 sec): 3 clusters Score: Raw -74340.002296 + Penalty 1564.516710 = -72775.485586 nChanged 23 SP:Iteration 16Q (3163.427999 sec): 3 clusters Score: Raw -74349.835597 + Penalty 1564.516710 = -72785.318888 nChanged 13 SP:Iteration 17Q (3163.548189 sec): 3 clusters Score: Raw -74356.099091 + Penalty 1564.516710 = -72791.582382 nChanged 10 SP:Iteration 18Q (3163.658948 sec): 3 clusters Score: Raw -74359.894863 + Penalty 1564.516710 = -72795.378153 nChanged 6 SP:Iteration 19Q (3163.736257 sec): 3 clusters Score: Raw -74361.772571 + Penalty 1564.516710 = -72797.255861 nChanged 6 SP:Iteration 20F (3163.837521 sec): 3 clusters Score: Raw -74363.657837 + Penalty 1564.516710 = -72799.141128 nChanged 5 SP:Iteration 21Q (3163.944521 sec): 3 clusters Score: Raw -74365.562044 + Penalty 1564.516710 = -72801.045334 nChanged 2 SP:Iteration 22Q (3164.023982 sec): 3 clusters Score: Raw -74366.133202 + Penalty 1564.516710 = -72801.616493 nChanged 1 SP:Iteration 23Q (3164.127283 sec): 3 clusters Score: Raw -74366.261699 + Penalty 1564.516710 = -72801.744989 nChanged 0 SP:Iteration 24F (3164.249004 sec): 3 clusters Score: Raw -74366.261699 + Penalty 1564.516710 = -72801.744989 nChanged 0 Trying to split cluster 9 (1067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3164.281994 sec): 2 clusters Score: Raw -51975.457465 + Penalty 732.123656 = -51243.333809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3164.389359 sec): 3 clusters Score: Raw -51558.914524 + Penalty 1464.247313 = -50094.667211 nChanged 344 SP:Iteration 1F (3164.517470 sec): 3 clusters Score: Raw -51825.323384 + Penalty 1464.247313 = -50361.076071 nChanged 84 SP:Iteration 2F (3164.604289 sec): 3 clusters Score: Raw -51901.326975 + Penalty 1464.247313 = -50437.079663 nChanged 42 SP:Iteration 3Q (3164.683675 sec): 3 clusters Score: Raw -51933.856609 + Penalty 1464.247313 = -50469.609296 nChanged 22 SP:Iteration 4Q (3164.767450 sec): 3 clusters Score: Raw -51947.752928 + Penalty 1464.247313 = -50483.505615 nChanged 19 SP:Iteration 5Q (3164.849913 sec): 3 clusters Score: Raw -51957.626805 + Penalty 1464.247313 = -50493.379492 nChanged 15 SP:Iteration 6Q (3164.941484 sec): 3 clusters Score: Raw -51968.768646 + Penalty 1464.247313 = -50504.521333 nChanged 12 SP:Iteration 7Q (3165.033605 sec): 3 clusters Score: Raw -51976.702675 + Penalty 1464.247313 = -50512.455362 nChanged 12 SP:Iteration 8Q (3165.155767 sec): 3 clusters Score: Raw -51984.032287 + Penalty 1464.247313 = -50519.784974 nChanged 10 SP:Iteration 9Q (3165.240102 sec): 3 clusters Score: Raw -51990.349691 + Penalty 1464.247313 = -50526.102379 nChanged 9 SP:Iteration 10Q (3165.333568 sec): 3 clusters Score: Raw -51994.795267 + Penalty 1464.247313 = -50530.547954 nChanged 7 SP:Iteration 11Q (3165.430879 sec): 3 clusters Score: Raw -51998.489331 + Penalty 1464.247313 = -50534.242018 nChanged 3 SP:Iteration 12Q (3165.525096 sec): 3 clusters Score: Raw -51999.180170 + Penalty 1464.247313 = -50534.932858 nChanged 2 SP:Iteration 13Q (3165.640598 sec): 3 clusters Score: Raw -51999.544552 + Penalty 1464.247313 = -50535.297239 nChanged 0 SP:Iteration 14F (3165.738947 sec): 3 clusters Score: Raw -51999.544552 + Penalty 1464.247313 = -50535.297239 nChanged 0 Trying to split cluster 10 (3867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3165.806565 sec): 2 clusters Score: Raw -204964.268233 + Penalty 867.324601 = -204096.943633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3165.909812 sec): 3 clusters Score: Raw -202852.342210 + Penalty 1734.649201 = -201117.693009 nChanged 1597 SP:Iteration 1F (3166.013143 sec): 3 clusters Score: Raw -203827.074277 + Penalty 1734.649201 = -202092.425076 nChanged 329 SP:Iteration 2F (3166.111628 sec): 3 clusters Score: Raw -204061.654147 + Penalty 1734.649201 = -202327.004945 nChanged 291 SP:Iteration 3F (3166.215386 sec): 3 clusters Score: Raw -204272.925417 + Penalty 1734.649201 = -202538.276216 nChanged 250 SP:Iteration 4F (3166.338936 sec): 3 clusters Score: Raw -204444.307858 + Penalty 1734.649201 = -202709.658657 nChanged 194 SP:Iteration 5F (3166.424593 sec): 3 clusters Score: Raw -204579.474721 + Penalty 1734.649201 = -202844.825520 nChanged 151 SP:Iteration 6Q (3166.535139 sec): 3 clusters Score: Raw -204682.364435 + Penalty 1734.649201 = -202947.715234 nChanged 135 SP:Iteration 7Q (3166.640795 sec): 3 clusters Score: Raw -204776.592819 + Penalty 1734.649201 = -203041.943618 nChanged 109 SP:Iteration 8Q (3166.728805 sec): 3 clusters Score: Raw -204840.720763 + Penalty 1734.649201 = -203106.071561 nChanged 104 SP:Iteration 9Q (3166.837124 sec): 3 clusters Score: Raw -204902.140983 + Penalty 1734.649201 = -203167.491782 nChanged 80 SP:Iteration 10Q (3166.952097 sec): 3 clusters Score: Raw -204950.697573 + Penalty 1734.649201 = -203216.048372 nChanged 70 SP:Iteration 11Q (3167.065326 sec): 3 clusters Score: Raw -205003.565468 + Penalty 1734.649201 = -203268.916267 nChanged 78 SP:Iteration 12Q (3167.162180 sec): 3 clusters Score: Raw -205072.161890 + Penalty 1734.649201 = -203337.512689 nChanged 72 SP:Iteration 13Q (3167.275617 sec): 3 clusters Score: Raw -205120.399659 + Penalty 1734.649201 = -203385.750458 nChanged 69 SP:Iteration 14Q (3167.368502 sec): 3 clusters Score: Raw -205151.919052 + Penalty 1734.649201 = -203417.269850 nChanged 38 SP:Iteration 15Q (3167.477327 sec): 3 clusters Score: Raw -205168.508864 + Penalty 1734.649201 = -203433.859663 nChanged 27 SP:Iteration 16Q (3167.592797 sec): 3 clusters Score: Raw -205179.999528 + Penalty 1734.649201 = -203445.350327 nChanged 24 SP:Iteration 17Q (3167.688431 sec): 3 clusters Score: Raw -205190.358424 + Penalty 1734.649201 = -203455.709223 nChanged 20 SP:Iteration 18Q (3167.798177 sec): 3 clusters Score: Raw -205200.274267 + Penalty 1734.649201 = -203465.625066 nChanged 22 SP:Iteration 19Q (3167.903404 sec): 3 clusters Score: Raw -205206.671692 + Penalty 1734.649201 = -203472.022490 nChanged 14 SP:Iteration 20F (3168.005606 sec): 3 clusters Score: Raw -205209.573604 + Penalty 1734.649201 = -203474.924403 nChanged 12 SP:Iteration 21Q (3168.099460 sec): 3 clusters Score: Raw -205212.882663 + Penalty 1734.649201 = -203478.233462 nChanged 8 SP:Iteration 22Q (3168.208561 sec): 3 clusters Score: Raw -205214.472520 + Penalty 1734.649201 = -203479.823319 nChanged 5 SP:Iteration 23Q (3168.308203 sec): 3 clusters Score: Raw -205215.573639 + Penalty 1734.649201 = -203480.924438 nChanged 3 SP:Iteration 24Q (3168.417928 sec): 3 clusters Score: Raw -205216.294138 + Penalty 1734.649201 = -203481.644937 nChanged 4 SP:Iteration 25Q (3168.526645 sec): 3 clusters Score: Raw -205217.316678 + Penalty 1734.649201 = -203482.667476 nChanged 2 SP:Iteration 26Q (3168.619302 sec): 3 clusters Score: Raw -205217.475897 + Penalty 1734.649201 = -203482.826696 nChanged 0 SP:Iteration 27F (3168.743317 sec): 3 clusters Score: Raw -205217.475897 + Penalty 1734.649201 = -203482.826696 nChanged 0 Trying to split cluster 11 (12098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3168.821778 sec): 2 clusters Score: Raw -685200.338252 + Penalty 987.083520 = -684213.254732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3168.941456 sec): 3 clusters Score: Raw -678003.139985 + Penalty 1974.167040 = -676028.972945 nChanged 5411 SP:Iteration 1F (3169.081622 sec): 3 clusters Score: Raw -681147.285849 + Penalty 1974.167040 = -679173.118809 nChanged 718 SP:Iteration 2F (3169.207062 sec): 3 clusters Score: Raw -681491.456607 + Penalty 1974.167040 = -679517.289567 nChanged 652 SP:Iteration 3F (3169.339615 sec): 3 clusters Score: Raw -681807.505656 + Penalty 1974.167040 = -679833.338616 nChanged 671 SP:Iteration 4F (3169.465318 sec): 3 clusters Score: Raw -682142.017338 + Penalty 1974.167040 = -680167.850298 nChanged 637 SP:Iteration 5F (3169.593920 sec): 3 clusters Score: Raw -682443.799844 + Penalty 1974.167040 = -680469.632804 nChanged 554 SP:Iteration 6Q (3169.738825 sec): 3 clusters Score: Raw -682705.037731 + Penalty 1974.167040 = -680730.870691 nChanged 525 SP:Iteration 7Q (3169.857027 sec): 3 clusters Score: Raw -682958.970548 + Penalty 1974.167040 = -680984.803508 nChanged 486 SP:Iteration 8Q (3169.970905 sec): 3 clusters Score: Raw -683207.803417 + Penalty 1974.167040 = -681233.636377 nChanged 442 SP:Iteration 9Q (3170.091199 sec): 3 clusters Score: Raw -683426.259648 + Penalty 1974.167040 = -681452.092608 nChanged 396 SP:Iteration 10Q (3170.243729 sec): 3 clusters Score: Raw -683621.992402 + Penalty 1974.167040 = -681647.825362 nChanged 384 SP:Iteration 11Q (3170.365766 sec): 3 clusters Score: Raw -683786.825794 + Penalty 1974.167040 = -681812.658754 nChanged 299 SP:Iteration 12Q (3170.480073 sec): 3 clusters Score: Raw -683889.950396 + Penalty 1974.167040 = -681915.783356 nChanged 208 SP:Iteration 13Q (3170.608087 sec): 3 clusters Score: Raw -683944.343066 + Penalty 1974.167040 = -681970.176026 nChanged 157 SP:Iteration 14Q (3170.731955 sec): 3 clusters Score: Raw -683979.966702 + Penalty 1974.167040 = -682005.799662 nChanged 128 SP:Iteration 15Q (3170.841270 sec): 3 clusters Score: Raw -684009.914501 + Penalty 1974.167040 = -682035.747461 nChanged 112 SP:Iteration 16Q (3170.979874 sec): 3 clusters Score: Raw -684035.912019 + Penalty 1974.167040 = -682061.744979 nChanged 100 SP:Iteration 17Q (3171.080481 sec): 3 clusters Score: Raw -684054.198934 + Penalty 1974.167040 = -682080.031894 nChanged 87 SP:Iteration 18Q (3171.208062 sec): 3 clusters Score: Raw -684068.285261 + Penalty 1974.167040 = -682094.118221 nChanged 72 SP:Iteration 19Q (3171.345378 sec): 3 clusters Score: Raw -684079.646640 + Penalty 1974.167040 = -682105.479600 nChanged 64 SP:Iteration 20F (3171.483184 sec): 3 clusters Score: Raw -684089.438397 + Penalty 1974.167040 = -682115.271357 nChanged 69 SP:Iteration 21Q (3171.623720 sec): 3 clusters Score: Raw -684101.441322 + Penalty 1974.167040 = -682127.274282 nChanged 70 SP:Iteration 22Q (3171.737424 sec): 3 clusters Score: Raw -684115.357641 + Penalty 1974.167040 = -682141.190600 nChanged 83 SP:Iteration 23Q (3171.885993 sec): 3 clusters Score: Raw -684130.747846 + Penalty 1974.167040 = -682156.580806 nChanged 78 SP:Iteration 24Q (3172.000843 sec): 3 clusters Score: Raw -684145.574785 + Penalty 1974.167040 = -682171.407745 nChanged 73 SP:Iteration 25Q (3172.126495 sec): 3 clusters Score: Raw -684159.925292 + Penalty 1974.167040 = -682185.758252 nChanged 85 SP:Iteration 26Q (3172.250693 sec): 3 clusters Score: Raw -684180.327220 + Penalty 1974.167040 = -682206.160180 nChanged 90 SP:Iteration 27Q (3172.390112 sec): 3 clusters Score: Raw -684200.050643 + Penalty 1974.167040 = -682225.883603 nChanged 100 SP:Iteration 28Q (3172.499647 sec): 3 clusters Score: Raw -684220.287551 + Penalty 1974.167040 = -682246.120511 nChanged 81 SP:Iteration 29Q (3172.628090 sec): 3 clusters Score: Raw -684235.733194 + Penalty 1974.167040 = -682261.566154 nChanged 89 SP:Iteration 30Q (3172.748263 sec): 3 clusters Score: Raw -684254.271184 + Penalty 1974.167040 = -682280.104144 nChanged 95 SP:Iteration 31Q (3172.870327 sec): 3 clusters Score: Raw -684276.805441 + Penalty 1974.167040 = -682302.638401 nChanged 104 SP:Iteration 32Q (3172.994493 sec): 3 clusters Score: Raw -684297.938734 + Penalty 1974.167040 = -682323.771694 nChanged 97 SP:Iteration 33Q (3173.113917 sec): 3 clusters Score: Raw -684316.665975 + Penalty 1974.167040 = -682342.498935 nChanged 90 SP:Iteration 34Q (3173.226114 sec): 3 clusters Score: Raw -684336.213075 + Penalty 1974.167040 = -682362.046035 nChanged 111 SP:Iteration 35Q (3173.355500 sec): 3 clusters Score: Raw -684361.799192 + Penalty 1974.167040 = -682387.632152 nChanged 102 SP:Iteration 36Q (3173.480665 sec): 3 clusters Score: Raw -684384.660346 + Penalty 1974.167040 = -682410.493306 nChanged 98 SP:Iteration 37Q (3173.605155 sec): 3 clusters Score: Raw -684408.089402 + Penalty 1974.167040 = -682433.922362 nChanged 109 SP:Iteration 38Q (3173.729735 sec): 3 clusters Score: Raw -684432.939816 + Penalty 1974.167040 = -682458.772776 nChanged 89 SP:Iteration 39Q (3173.871587 sec): 3 clusters Score: Raw -684452.205119 + Penalty 1974.167040 = -682478.038079 nChanged 87 SP:Iteration 40F (3173.982897 sec): 3 clusters Score: Raw -684470.211077 + Penalty 1974.167040 = -682496.044037 nChanged 96 SP:Iteration 41Q (3174.086111 sec): 3 clusters Score: Raw -684487.365180 + Penalty 1974.167040 = -682513.198140 nChanged 84 SP:Iteration 42Q (3174.238536 sec): 3 clusters Score: Raw -684503.037522 + Penalty 1974.167040 = -682528.870482 nChanged 82 SP:Iteration 43Q (3174.362010 sec): 3 clusters Score: Raw -684517.707737 + Penalty 1974.167040 = -682543.540697 nChanged 86 SP:Iteration 44Q (3174.491468 sec): 3 clusters Score: Raw -684531.829788 + Penalty 1974.167040 = -682557.662748 nChanged 74 SP:Iteration 45Q (3174.612873 sec): 3 clusters Score: Raw -684546.268337 + Penalty 1974.167040 = -682572.101297 nChanged 76 SP:Iteration 46Q (3174.740112 sec): 3 clusters Score: Raw -684562.300798 + Penalty 1974.167040 = -682588.133758 nChanged 82 SP:Iteration 47Q (3174.869236 sec): 3 clusters Score: Raw -684580.680440 + Penalty 1974.167040 = -682606.513400 nChanged 78 SP:Iteration 48Q (3174.987922 sec): 3 clusters Score: Raw -684597.470211 + Penalty 1974.167040 = -682623.303171 nChanged 68 SP:Iteration 49Q (3175.109135 sec): 3 clusters Score: Raw -684611.072452 + Penalty 1974.167040 = -682636.905412 nChanged 87 SP:Iteration 50Q (3175.229998 sec): 3 clusters Score: Raw -684631.838902 + Penalty 1974.167040 = -682657.671862 nChanged 95 SP:Iteration 51Q (3175.360039 sec): 3 clusters Score: Raw -684654.892106 + Penalty 1974.167040 = -682680.725066 nChanged 104 SP:Iteration 52Q (3175.477435 sec): 3 clusters Score: Raw -684681.007780 + Penalty 1974.167040 = -682706.840740 nChanged 89 SP:Iteration 53Q (3175.597718 sec): 3 clusters Score: Raw -684700.972982 + Penalty 1974.167040 = -682726.805942 nChanged 80 SP:Iteration 54Q (3175.715967 sec): 3 clusters Score: Raw -684720.685076 + Penalty 1974.167040 = -682746.518036 nChanged 71 SP:Iteration 55Q (3175.834581 sec): 3 clusters Score: Raw -684735.808568 + Penalty 1974.167040 = -682761.641528 nChanged 72 SP:Iteration 56Q (3175.953912 sec): 3 clusters Score: Raw -684754.453077 + Penalty 1974.167040 = -682780.286037 nChanged 68 SP:Iteration 57Q (3176.057545 sec): 3 clusters Score: Raw -684772.373502 + Penalty 1974.167040 = -682798.206462 nChanged 74 SP:Iteration 58Q (3176.200786 sec): 3 clusters Score: Raw -684789.770099 + Penalty 1974.167040 = -682815.603059 nChanged 77 SP:Iteration 59Q (3176.309448 sec): 3 clusters Score: Raw -684808.469053 + Penalty 1974.167040 = -682834.302013 nChanged 67 SP:Iteration 60F (3176.441146 sec): 3 clusters Score: Raw -684824.337813 + Penalty 1974.167040 = -682850.170773 nChanged 72 SP:Iteration 61Q (3176.576694 sec): 3 clusters Score: Raw -684840.361980 + Penalty 1974.167040 = -682866.194939 nChanged 69 SP:Iteration 62Q (3176.695710 sec): 3 clusters Score: Raw -684855.317348 + Penalty 1974.167040 = -682881.150308 nChanged 61 SP:Iteration 63Q (3176.816074 sec): 3 clusters Score: Raw -684869.341828 + Penalty 1974.167040 = -682895.174788 nChanged 71 SP:Iteration 64Q (3176.910288 sec): 3 clusters Score: Raw -684890.534372 + Penalty 1974.167040 = -682916.367332 nChanged 63 SP:Iteration 65Q (3177.046249 sec): 3 clusters Score: Raw -684908.251563 + Penalty 1974.167040 = -682934.084523 nChanged 61 SP:Iteration 66Q (3177.177580 sec): 3 clusters Score: Raw -684927.812227 + Penalty 1974.167040 = -682953.645187 nChanged 53 SP:Iteration 67Q (3177.294247 sec): 3 clusters Score: Raw -684943.144024 + Penalty 1974.167040 = -682968.976984 nChanged 69 SP:Iteration 68Q (3177.423231 sec): 3 clusters Score: Raw -684962.883074 + Penalty 1974.167040 = -682988.716034 nChanged 69 SP:Iteration 69Q (3177.539835 sec): 3 clusters Score: Raw -684985.948057 + Penalty 1974.167040 = -683011.781017 nChanged 67 SP:Iteration 70Q (3177.656037 sec): 3 clusters Score: Raw -685007.878339 + Penalty 1974.167040 = -683033.711299 nChanged 65 SP:Iteration 71Q (3177.774957 sec): 3 clusters Score: Raw -685029.779607 + Penalty 1974.167040 = -683055.612567 nChanged 53 SP:Iteration 72Q (3177.900588 sec): 3 clusters Score: Raw -685046.858209 + Penalty 1974.167040 = -683072.691169 nChanged 52 SP:Iteration 73Q (3178.010677 sec): 3 clusters Score: Raw -685061.024494 + Penalty 1974.167040 = -683086.857454 nChanged 47 SP:Iteration 74Q (3178.146166 sec): 3 clusters Score: Raw -685075.730019 + Penalty 1974.167040 = -683101.562979 nChanged 50 SP:Iteration 75Q (3178.249846 sec): 3 clusters Score: Raw -685091.244500 + Penalty 1974.167040 = -683117.077460 nChanged 45 SP:Iteration 76Q (3178.399369 sec): 3 clusters Score: Raw -685103.223789 + Penalty 1974.167040 = -683129.056749 nChanged 46 SP:Iteration 77Q (3178.521352 sec): 3 clusters Score: Raw -685114.865692 + Penalty 1974.167040 = -683140.698652 nChanged 46 SP:Iteration 78Q (3178.653333 sec): 3 clusters Score: Raw -685128.099169 + Penalty 1974.167040 = -683153.932128 nChanged 52 SP:Iteration 79Q (3178.747453 sec): 3 clusters Score: Raw -685141.192642 + Penalty 1974.167040 = -683167.025602 nChanged 38 SP:Iteration 80F (3178.875399 sec): 3 clusters Score: Raw -685152.453379 + Penalty 1974.167040 = -683178.286339 nChanged 30 SP:Iteration 81Q (3179.002197 sec): 3 clusters Score: Raw -685160.942213 + Penalty 1974.167040 = -683186.775173 nChanged 36 SP:Iteration 82Q (3179.135597 sec): 3 clusters Score: Raw -685175.292766 + Penalty 1974.167040 = -683201.125726 nChanged 44 SP:Iteration 83Q (3179.250092 sec): 3 clusters Score: Raw -685192.822801 + Penalty 1974.167040 = -683218.655761 nChanged 35 SP:Iteration 84Q (3179.367160 sec): 3 clusters Score: Raw -685204.981490 + Penalty 1974.167040 = -683230.814450 nChanged 29 SP:Iteration 85Q (3179.497333 sec): 3 clusters Score: Raw -685215.614872 + Penalty 1974.167040 = -683241.447832 nChanged 32 SP:Iteration 86Q (3179.610642 sec): 3 clusters Score: Raw -685225.986400 + Penalty 1974.167040 = -683251.819360 nChanged 28 SP:Iteration 87Q (3179.747612 sec): 3 clusters Score: Raw -685236.296919 + Penalty 1974.167040 = -683262.129879 nChanged 24 SP:Iteration 88Q (3179.900497 sec): 3 clusters Score: Raw -685243.733915 + Penalty 1974.167040 = -683269.566875 nChanged 17 SP:Iteration 89Q (3180.004918 sec): 3 clusters Score: Raw -685249.303471 + Penalty 1974.167040 = -683275.136431 nChanged 10 SP:Iteration 90Q (3180.108006 sec): 3 clusters Score: Raw -685252.780400 + Penalty 1974.167040 = -683278.613360 nChanged 8 SP:Iteration 91Q (3180.236250 sec): 3 clusters Score: Raw -685254.892965 + Penalty 1974.167040 = -683280.725925 nChanged 8 SP:Iteration 92Q (3180.351581 sec): 3 clusters Score: Raw -685257.672231 + Penalty 1974.167040 = -683283.505191 nChanged 18 SP:Iteration 93Q (3180.472921 sec): 3 clusters Score: Raw -685265.032854 + Penalty 1974.167040 = -683290.865814 nChanged 18 SP:Iteration 94Q (3180.598911 sec): 3 clusters Score: Raw -685271.708884 + Penalty 1974.167040 = -683297.541844 nChanged 21 SP:Iteration 95Q (3180.727444 sec): 3 clusters Score: Raw -685280.267147 + Penalty 1974.167040 = -683306.100107 nChanged 15 SP:Iteration 96Q (3180.850751 sec): 3 clusters Score: Raw -685287.176288 + Penalty 1974.167040 = -683313.009248 nChanged 24 SP:Iteration 97Q (3180.971180 sec): 3 clusters Score: Raw -685298.350619 + Penalty 1974.167040 = -683324.183579 nChanged 26 SP:Iteration 98Q (3181.091950 sec): 3 clusters Score: Raw -685311.392514 + Penalty 1974.167040 = -683337.225474 nChanged 27 SP:Iteration 99Q (3181.211948 sec): 3 clusters Score: Raw -685323.635799 + Penalty 1974.167040 = -683349.468759 nChanged 32 SP:Iteration 100F (3181.377166 sec): 3 clusters Score: Raw -685338.606820 + Penalty 1974.167040 = -683364.439780 nChanged 36 SP:Iteration 101Q (3181.485255 sec): 3 clusters Score: Raw -685358.264047 + Penalty 1974.167040 = -683384.097007 nChanged 36 SP:Iteration 102Q (3181.613435 sec): 3 clusters Score: Raw -685380.880649 + Penalty 1974.167040 = -683406.713609 nChanged 34 SP:Iteration 103Q (3181.754819 sec): 3 clusters Score: Raw -685400.539833 + Penalty 1974.167040 = -683426.372793 nChanged 23 SP:Iteration 104Q (3181.853963 sec): 3 clusters Score: Raw -685413.006358 + Penalty 1974.167040 = -683438.839318 nChanged 16 SP:Iteration 105Q (3181.970390 sec): 3 clusters Score: Raw -685421.783679 + Penalty 1974.167040 = -683447.616639 nChanged 15 SP:Iteration 106Q (3182.098231 sec): 3 clusters Score: Raw -685427.014758 + Penalty 1974.167040 = -683452.847718 nChanged 8 SP:Iteration 107Q (3182.222358 sec): 3 clusters Score: Raw -685431.233551 + Penalty 1974.167040 = -683457.066511 nChanged 9 SP:Iteration 108Q (3182.352463 sec): 3 clusters Score: Raw -685437.303387 + Penalty 1974.167040 = -683463.136347 nChanged 10 SP:Iteration 109Q (3182.467280 sec): 3 clusters Score: Raw -685440.783470 + Penalty 1974.167040 = -683466.616430 nChanged 4 SP:Iteration 110Q (3182.592418 sec): 3 clusters Score: Raw -685441.864364 + Penalty 1974.167040 = -683467.697324 nChanged 1 SP:Iteration 111Q (3182.700558 sec): 3 clusters Score: Raw -685442.150683 + Penalty 1974.167040 = -683467.983643 nChanged 0 SP:Iteration 112F (3182.855239 sec): 3 clusters Score: Raw -685442.150683 + Penalty 1974.167040 = -683467.983643 nChanged 0 Trying to split cluster 12 (1427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3182.898538 sec): 2 clusters Score: Raw -59104.717760 + Penalty 762.649610 = -58342.068150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3182.977857 sec): 3 clusters Score: Raw -58517.825542 + Penalty 1525.299220 = -56992.526322 nChanged 517 SP:Iteration 1F (3183.078131 sec): 3 clusters Score: Raw -58980.571705 + Penalty 1525.299220 = -57455.272485 nChanged 134 SP:Iteration 2F (3183.191048 sec): 3 clusters Score: Raw -59142.054896 + Penalty 1525.299220 = -57616.755676 nChanged 82 SP:Iteration 3F (3183.289744 sec): 3 clusters Score: Raw -59218.680583 + Penalty 1525.299220 = -57693.381364 nChanged 53 SP:Iteration 4Q (3183.374470 sec): 3 clusters Score: Raw -59257.824871 + Penalty 1525.299220 = -57732.525651 nChanged 35 SP:Iteration 5Q (3183.497856 sec): 3 clusters Score: Raw -59280.509397 + Penalty 1525.299220 = -57755.210177 nChanged 29 SP:Iteration 6Q (3183.589156 sec): 3 clusters Score: Raw -59298.108635 + Penalty 1525.299220 = -57772.809415 nChanged 27 SP:Iteration 7Q (3183.658191 sec): 3 clusters Score: Raw -59316.381299 + Penalty 1525.299220 = -57791.082080 nChanged 20 SP:Iteration 8Q (3183.772975 sec): 3 clusters Score: Raw -59332.886331 + Penalty 1525.299220 = -57807.587112 nChanged 19 SP:Iteration 9Q (3183.849767 sec): 3 clusters Score: Raw -59344.613969 + Penalty 1525.299220 = -57819.314749 nChanged 10 SP:Iteration 10Q (3183.976193 sec): 3 clusters Score: Raw -59349.369893 + Penalty 1525.299220 = -57824.070673 nChanged 4 SP:Iteration 11Q (3184.062349 sec): 3 clusters Score: Raw -59350.043882 + Penalty 1525.299220 = -57824.744663 nChanged 2 SP:Iteration 12Q (3184.155404 sec): 3 clusters Score: Raw -59350.568189 + Penalty 1525.299220 = -57825.268969 nChanged 2 SP:Iteration 13Q (3184.259809 sec): 3 clusters Score: Raw -59351.545073 + Penalty 1525.299220 = -57826.245853 nChanged 5 SP:Iteration 14Q (3184.345574 sec): 3 clusters Score: Raw -59354.464754 + Penalty 1525.299220 = -57829.165534 nChanged 4 SP:Iteration 15Q (3184.451513 sec): 3 clusters Score: Raw -59356.371809 + Penalty 1525.299220 = -57831.072589 nChanged 4 SP:Iteration 16Q (3184.561379 sec): 3 clusters Score: Raw -59359.492242 + Penalty 1525.299220 = -57834.193022 nChanged 5 SP:Iteration 17Q (3184.646884 sec): 3 clusters Score: Raw -59363.734465 + Penalty 1525.299220 = -57838.435245 nChanged 7 SP:Iteration 18Q (3184.769406 sec): 3 clusters Score: Raw -59365.569418 + Penalty 1525.299220 = -57840.270198 nChanged 3 SP:Iteration 19Q (3184.832093 sec): 3 clusters Score: Raw -59366.809098 + Penalty 1525.299220 = -57841.509878 nChanged 3 SP:Iteration 20F (3184.944404 sec): 3 clusters Score: Raw -59368.215743 + Penalty 1525.299220 = -57842.916523 nChanged 2 SP:Iteration 21Q (3185.061512 sec): 3 clusters Score: Raw -59369.240938 + Penalty 1525.299220 = -57843.941719 nChanged 3 SP:Iteration 22Q (3185.151005 sec): 3 clusters Score: Raw -59371.967338 + Penalty 1525.299220 = -57846.668118 nChanged 2 SP:Iteration 23Q (3185.262154 sec): 3 clusters Score: Raw -59372.514616 + Penalty 1525.299220 = -57847.215396 nChanged 2 SP:Iteration 24Q (3185.344458 sec): 3 clusters Score: Raw -59373.977488 + Penalty 1525.299220 = -57848.678268 nChanged 1 SP:Iteration 25Q (3185.452608 sec): 3 clusters Score: Raw -59374.554574 + Penalty 1525.299220 = -57849.255355 nChanged 0 SP:Iteration 26F (3185.550807 sec): 3 clusters Score: Raw -59374.554574 + Penalty 1525.299220 = -57849.255355 nChanged 0 Trying to split cluster 13 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3185.604936 sec): 2 clusters Score: Raw -42724.267925 + Penalty 716.673304 = -42007.594621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3185.709397 sec): 3 clusters Score: Raw -42373.795849 + Penalty 1433.346608 = -40940.449242 nChanged 302 SP:Iteration 1F (3185.808627 sec): 3 clusters Score: Raw -42625.976656 + Penalty 1433.346608 = -41192.630048 nChanged 89 SP:Iteration 2F (3185.879200 sec): 3 clusters Score: Raw -42695.449560 + Penalty 1433.346608 = -41262.102952 nChanged 38 SP:Iteration 3Q (3185.984053 sec): 3 clusters Score: Raw -42724.365292 + Penalty 1433.346608 = -41291.018684 nChanged 17 SP:Iteration 4Q (3186.075828 sec): 3 clusters Score: Raw -42734.855382 + Penalty 1433.346608 = -41301.508775 nChanged 7 SP:Iteration 5Q (3186.211547 sec): 3 clusters Score: Raw -42739.316113 + Penalty 1433.346608 = -41305.969505 nChanged 3 SP:Iteration 6Q (3186.278026 sec): 3 clusters Score: Raw -42741.871132 + Penalty 1433.346608 = -41308.524524 nChanged 6 SP:Iteration 7Q (3186.400991 sec): 3 clusters Score: Raw -42745.520054 + Penalty 1433.346608 = -41312.173447 nChanged 6 SP:Iteration 8Q (3186.502448 sec): 3 clusters Score: Raw -42749.212322 + Penalty 1433.346608 = -41315.865714 nChanged 5 SP:Iteration 9Q (3186.575223 sec): 3 clusters Score: Raw -42753.690739 + Penalty 1433.346608 = -41320.344131 nChanged 6 SP:Iteration 10Q (3186.689312 sec): 3 clusters Score: Raw -42760.494686 + Penalty 1433.346608 = -41327.148078 nChanged 11 SP:Iteration 11Q (3186.779162 sec): 3 clusters Score: Raw -42769.314287 + Penalty 1433.346608 = -41335.967679 nChanged 6 SP:Iteration 12Q (3186.863407 sec): 3 clusters Score: Raw -42773.384880 + Penalty 1433.346608 = -41340.038273 nChanged 4 SP:Iteration 13Q (3186.973154 sec): 3 clusters Score: Raw -42775.576026 + Penalty 1433.346608 = -41342.229419 nChanged 5 SP:Iteration 14Q (3187.062824 sec): 3 clusters Score: Raw -42778.358489 + Penalty 1433.346608 = -41345.011881 nChanged 4 SP:Iteration 15Q (3187.163919 sec): 3 clusters Score: Raw -42782.663608 + Penalty 1433.346608 = -41349.317001 nChanged 9 SP:Iteration 16Q (3187.272742 sec): 3 clusters Score: Raw -42787.680945 + Penalty 1433.346608 = -41354.334338 nChanged 3 SP:Iteration 17Q (3187.367909 sec): 3 clusters Score: Raw -42788.743384 + Penalty 1433.346608 = -41355.396776 nChanged 2 SP:Iteration 18Q (3187.470078 sec): 3 clusters Score: Raw -42790.331572 + Penalty 1433.346608 = -41356.984965 nChanged 2 SP:Iteration 19Q (3187.550979 sec): 3 clusters Score: Raw -42791.778361 + Penalty 1433.346608 = -41358.431753 nChanged 2 SP:Iteration 20F (3187.663228 sec): 3 clusters Score: Raw -42793.508578 + Penalty 1433.346608 = -41360.161970 nChanged 5 SP:Iteration 21Q (3187.772539 sec): 3 clusters Score: Raw -42798.320663 + Penalty 1433.346608 = -41364.974055 nChanged 6 SP:Iteration 22Q (3187.866088 sec): 3 clusters Score: Raw -42800.869554 + Penalty 1433.346608 = -41367.522946 nChanged 0 SP:Iteration 23F (3187.929410 sec): 3 clusters Score: Raw -42800.869554 + Penalty 1433.346608 = -41367.522946 nChanged 0 Trying to split cluster 14 (3513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3187.994114 sec): 2 clusters Score: Raw -189372.880855 + Penalty 857.243693 = -188515.637161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3188.105746 sec): 3 clusters Score: Raw -187603.074089 + Penalty 1714.487387 = -185888.586703 nChanged 1455 SP:Iteration 1F (3188.189272 sec): 3 clusters Score: Raw -188571.978994 + Penalty 1714.487387 = -186857.491607 nChanged 302 SP:Iteration 2F (3188.302691 sec): 3 clusters Score: Raw -188829.600691 + Penalty 1714.487387 = -187115.113304 nChanged 249 SP:Iteration 3F (3188.396337 sec): 3 clusters Score: Raw -189066.419452 + Penalty 1714.487387 = -187351.932065 nChanged 217 SP:Iteration 4F (3188.510784 sec): 3 clusters Score: Raw -189253.169627 + Penalty 1714.487387 = -187538.682240 nChanged 191 SP:Iteration 5F (3188.609291 sec): 3 clusters Score: Raw -189427.132415 + Penalty 1714.487387 = -187712.645028 nChanged 167 SP:Iteration 6Q (3188.710958 sec): 3 clusters Score: Raw -189582.241106 + Penalty 1714.487387 = -187867.753719 nChanged 128 SP:Iteration 7Q (3188.826453 sec): 3 clusters Score: Raw -189692.075717 + Penalty 1714.487387 = -187977.588330 nChanged 104 SP:Iteration 8Q (3188.930800 sec): 3 clusters Score: Raw -189780.055450 + Penalty 1714.487387 = -188065.568063 nChanged 73 SP:Iteration 9Q (3189.037500 sec): 3 clusters Score: Raw -189835.156648 + Penalty 1714.487387 = -188120.669261 nChanged 61 SP:Iteration 10Q (3189.133403 sec): 3 clusters Score: Raw -189870.136399 + Penalty 1714.487387 = -188155.649012 nChanged 47 SP:Iteration 11Q (3189.237455 sec): 3 clusters Score: Raw -189898.641426 + Penalty 1714.487387 = -188184.154039 nChanged 54 SP:Iteration 12Q (3189.330525 sec): 3 clusters Score: Raw -189938.206979 + Penalty 1714.487387 = -188223.719592 nChanged 60 SP:Iteration 13Q (3189.432420 sec): 3 clusters Score: Raw -189976.421920 + Penalty 1714.487387 = -188261.934533 nChanged 45 SP:Iteration 14Q (3189.567035 sec): 3 clusters Score: Raw -189995.997685 + Penalty 1714.487387 = -188281.510298 nChanged 39 SP:Iteration 15Q (3189.640640 sec): 3 clusters Score: Raw -190016.060956 + Penalty 1714.487387 = -188301.573569 nChanged 32 SP:Iteration 16Q (3189.761685 sec): 3 clusters Score: Raw -190030.717691 + Penalty 1714.487387 = -188316.230304 nChanged 20 SP:Iteration 17Q (3189.839626 sec): 3 clusters Score: Raw -190040.123600 + Penalty 1714.487387 = -188325.636213 nChanged 16 SP:Iteration 18Q (3189.954829 sec): 3 clusters Score: Raw -190045.839508 + Penalty 1714.487387 = -188331.352121 nChanged 12 SP:Iteration 19Q (3190.044228 sec): 3 clusters Score: Raw -190049.157285 + Penalty 1714.487387 = -188334.669898 nChanged 14 SP:Iteration 20F (3190.148114 sec): 3 clusters Score: Raw -190054.067314 + Penalty 1714.487387 = -188339.579927 nChanged 7 SP:Iteration 21Q (3190.226460 sec): 3 clusters Score: Raw -190055.949156 + Penalty 1714.487387 = -188341.461769 nChanged 5 SP:Iteration 22Q (3190.351368 sec): 3 clusters Score: Raw -190057.296976 + Penalty 1714.487387 = -188342.809589 nChanged 8 SP:Iteration 23Q (3190.454509 sec): 3 clusters Score: Raw -190059.063525 + Penalty 1714.487387 = -188344.576138 nChanged 7 SP:Iteration 24Q (3190.545217 sec): 3 clusters Score: Raw -190061.414036 + Penalty 1714.487387 = -188346.926649 nChanged 5 SP:Iteration 25Q (3190.634201 sec): 3 clusters Score: Raw -190063.301770 + Penalty 1714.487387 = -188348.814383 nChanged 5 SP:Iteration 26Q (3190.735550 sec): 3 clusters Score: Raw -190064.485064 + Penalty 1714.487387 = -188349.997677 nChanged 4 SP:Iteration 27Q (3190.838707 sec): 3 clusters Score: Raw -190065.975736 + Penalty 1714.487387 = -188351.488349 nChanged 3 SP:Iteration 28Q (3190.944340 sec): 3 clusters Score: Raw -190066.523729 + Penalty 1714.487387 = -188352.036342 nChanged 3 SP:Iteration 29Q (3191.028425 sec): 3 clusters Score: Raw -190067.422528 + Penalty 1714.487387 = -188352.935141 nChanged 4 SP:Iteration 30Q (3191.130398 sec): 3 clusters Score: Raw -190068.024815 + Penalty 1714.487387 = -188353.537428 nChanged 2 SP:Iteration 31Q (3191.225550 sec): 3 clusters Score: Raw -190068.394360 + Penalty 1714.487387 = -188353.906973 nChanged 1 SP:Iteration 32Q (3191.338959 sec): 3 clusters Score: Raw -190068.445418 + Penalty 1714.487387 = -188353.958031 nChanged 1 SP:Iteration 33Q (3191.449373 sec): 3 clusters Score: Raw -190068.638889 + Penalty 1714.487387 = -188354.151502 nChanged 1 SP:Iteration 34Q (3191.537478 sec): 3 clusters Score: Raw -190068.678100 + Penalty 1714.487387 = -188354.190713 nChanged 0 SP:Iteration 35F (3191.647422 sec): 3 clusters Score: Raw -190068.678100 + Penalty 1714.487387 = -188354.190713 nChanged 0 Trying to split cluster 15 (2561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3191.701794 sec): 2 clusters Score: Raw -125370.157593 + Penalty 824.056074 = -124546.101519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3191.800405 sec): 3 clusters Score: Raw -124072.562664 + Penalty 1648.112148 = -122424.450516 nChanged 1024 SP:Iteration 1F (3191.897523 sec): 3 clusters Score: Raw -124742.570789 + Penalty 1648.112148 = -123094.458641 nChanged 234 SP:Iteration 2F (3191.996373 sec): 3 clusters Score: Raw -124954.088229 + Penalty 1648.112148 = -123305.976081 nChanged 188 SP:Iteration 3F (3192.098370 sec): 3 clusters Score: Raw -125133.018701 + Penalty 1648.112148 = -123484.906553 nChanged 172 SP:Iteration 4F (3192.160899 sec): 3 clusters Score: Raw -125298.002769 + Penalty 1648.112148 = -123649.890621 nChanged 143 SP:Iteration 5F (3192.258372 sec): 3 clusters Score: Raw -125435.095439 + Penalty 1648.112148 = -123786.983291 nChanged 108 SP:Iteration 6Q (3192.345438 sec): 3 clusters Score: Raw -125535.488973 + Penalty 1648.112148 = -123887.376825 nChanged 90 SP:Iteration 7Q (3192.451989 sec): 3 clusters Score: Raw -125595.205163 + Penalty 1648.112148 = -123947.093015 nChanged 60 SP:Iteration 8Q (3192.559554 sec): 3 clusters Score: Raw -125630.547668 + Penalty 1648.112148 = -123982.435520 nChanged 45 SP:Iteration 9Q (3192.657648 sec): 3 clusters Score: Raw -125658.980985 + Penalty 1648.112148 = -124010.868837 nChanged 46 SP:Iteration 10Q (3192.750338 sec): 3 clusters Score: Raw -125684.787865 + Penalty 1648.112148 = -124036.675717 nChanged 40 SP:Iteration 11Q (3192.847821 sec): 3 clusters Score: Raw -125710.241412 + Penalty 1648.112148 = -124062.129264 nChanged 27 SP:Iteration 12Q (3192.951463 sec): 3 clusters Score: Raw -125724.544738 + Penalty 1648.112148 = -124076.432590 nChanged 34 SP:Iteration 13Q (3193.075739 sec): 3 clusters Score: Raw -125742.156637 + Penalty 1648.112148 = -124094.044489 nChanged 29 SP:Iteration 14Q (3193.182098 sec): 3 clusters Score: Raw -125762.743462 + Penalty 1648.112148 = -124114.631313 nChanged 26 SP:Iteration 15Q (3193.267496 sec): 3 clusters Score: Raw -125781.206664 + Penalty 1648.112148 = -124133.094516 nChanged 29 SP:Iteration 16Q (3193.362725 sec): 3 clusters Score: Raw -125800.621558 + Penalty 1648.112148 = -124152.509410 nChanged 20 SP:Iteration 17Q (3193.456692 sec): 3 clusters Score: Raw -125813.309063 + Penalty 1648.112148 = -124165.196915 nChanged 11 SP:Iteration 18Q (3193.544656 sec): 3 clusters Score: Raw -125819.994633 + Penalty 1648.112148 = -124171.882485 nChanged 12 SP:Iteration 19Q (3193.659414 sec): 3 clusters Score: Raw -125825.607155 + Penalty 1648.112148 = -124177.495007 nChanged 18 SP:Iteration 20F (3193.759242 sec): 3 clusters Score: Raw -125833.715732 + Penalty 1648.112148 = -124185.603584 nChanged 11 SP:Iteration 21Q (3193.868215 sec): 3 clusters Score: Raw -125838.067678 + Penalty 1648.112148 = -124189.955530 nChanged 11 SP:Iteration 22Q (3193.951780 sec): 3 clusters Score: Raw -125841.754174 + Penalty 1648.112148 = -124193.642026 nChanged 6 SP:Iteration 23Q (3194.054509 sec): 3 clusters Score: Raw -125842.937838 + Penalty 1648.112148 = -124194.825690 nChanged 1 SP:Iteration 24Q (3194.148631 sec): 3 clusters Score: Raw -125843.077180 + Penalty 1648.112148 = -124194.965032 nChanged 1 SP:Iteration 25Q (3194.242071 sec): 3 clusters Score: Raw -125843.316930 + Penalty 1648.112148 = -124195.204782 nChanged 0 SP:Iteration 26F (3194.323507 sec): 3 clusters Score: Raw -125843.316930 + Penalty 1648.112148 = -124195.204782 nChanged 0 Trying to split cluster 16 (2161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3194.375154 sec): 2 clusters Score: Raw -104866.994976 + Penalty 806.224267 = -104060.770708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3194.481332 sec): 3 clusters Score: Raw -103785.327755 + Penalty 1612.448535 = -102172.879220 nChanged 828 SP:Iteration 1F (3194.577280 sec): 3 clusters Score: Raw -104331.925048 + Penalty 1612.448535 = -102719.476513 nChanged 191 SP:Iteration 2F (3194.674180 sec): 3 clusters Score: Raw -104475.221238 + Penalty 1612.448535 = -102862.772703 nChanged 132 SP:Iteration 3F (3194.790051 sec): 3 clusters Score: Raw -104578.323434 + Penalty 1612.448535 = -102965.874899 nChanged 116 SP:Iteration 4F (3194.892447 sec): 3 clusters Score: Raw -104666.939126 + Penalty 1612.448535 = -103054.490591 nChanged 95 SP:Iteration 5Q (3194.980065 sec): 3 clusters Score: Raw -104746.062318 + Penalty 1612.448535 = -103133.613783 nChanged 75 SP:Iteration 6Q (3195.081358 sec): 3 clusters Score: Raw -104802.321072 + Penalty 1612.448535 = -103189.872537 nChanged 74 SP:Iteration 7Q (3195.183603 sec): 3 clusters Score: Raw -104863.508837 + Penalty 1612.448535 = -103251.060302 nChanged 73 SP:Iteration 8Q (3195.286121 sec): 3 clusters Score: Raw -104909.510486 + Penalty 1612.448535 = -103297.061951 nChanged 55 SP:Iteration 9Q (3195.408526 sec): 3 clusters Score: Raw -104954.942568 + Penalty 1612.448535 = -103342.494033 nChanged 55 SP:Iteration 10Q (3195.494598 sec): 3 clusters Score: Raw -104995.917201 + Penalty 1612.448535 = -103383.468666 nChanged 43 SP:Iteration 11Q (3195.607014 sec): 3 clusters Score: Raw -105031.230138 + Penalty 1612.448535 = -103418.781603 nChanged 42 SP:Iteration 12Q (3195.728622 sec): 3 clusters Score: Raw -105067.087762 + Penalty 1612.448535 = -103454.639227 nChanged 40 SP:Iteration 13Q (3195.826582 sec): 3 clusters Score: Raw -105091.688084 + Penalty 1612.448535 = -103479.239549 nChanged 35 SP:Iteration 14Q (3195.899643 sec): 3 clusters Score: Raw -105114.177031 + Penalty 1612.448535 = -103501.728496 nChanged 28 SP:Iteration 15Q (3196.004708 sec): 3 clusters Score: Raw -105130.229963 + Penalty 1612.448535 = -103517.781428 nChanged 19 SP:Iteration 16Q (3196.119497 sec): 3 clusters Score: Raw -105141.102230 + Penalty 1612.448535 = -103528.653696 nChanged 21 SP:Iteration 17Q (3196.200575 sec): 3 clusters Score: Raw -105152.441876 + Penalty 1612.448535 = -103539.993341 nChanged 14 SP:Iteration 18Q (3196.316810 sec): 3 clusters Score: Raw -105160.272464 + Penalty 1612.448535 = -103547.823929 nChanged 18 SP:Iteration 19Q (3196.416438 sec): 3 clusters Score: Raw -105167.613351 + Penalty 1612.448535 = -103555.164816 nChanged 12 SP:Iteration 20F (3196.497809 sec): 3 clusters Score: Raw -105173.837576 + Penalty 1612.448535 = -103561.389041 nChanged 15 SP:Iteration 21Q (3196.597157 sec): 3 clusters Score: Raw -105182.422587 + Penalty 1612.448535 = -103569.974052 nChanged 10 SP:Iteration 22Q (3196.682216 sec): 3 clusters Score: Raw -105188.927963 + Penalty 1612.448535 = -103576.479428 nChanged 9 SP:Iteration 23Q (3196.788724 sec): 3 clusters Score: Raw -105193.591050 + Penalty 1612.448535 = -103581.142515 nChanged 10 SP:Iteration 24Q (3196.875504 sec): 3 clusters Score: Raw -105200.814509 + Penalty 1612.448535 = -103588.365974 nChanged 12 SP:Iteration 25Q (3196.970921 sec): 3 clusters Score: Raw -105203.828388 + Penalty 1612.448535 = -103591.379853 nChanged 6 SP:Iteration 26Q (3197.056957 sec): 3 clusters Score: Raw -105206.092510 + Penalty 1612.448535 = -103593.643975 nChanged 4 SP:Iteration 27Q (3197.159063 sec): 3 clusters Score: Raw -105208.401313 + Penalty 1612.448535 = -103595.952778 nChanged 9 SP:Iteration 28Q (3197.266800 sec): 3 clusters Score: Raw -105213.240683 + Penalty 1612.448535 = -103600.792148 nChanged 11 SP:Iteration 29Q (3197.362598 sec): 3 clusters Score: Raw -105217.482858 + Penalty 1612.448535 = -103605.034324 nChanged 5 SP:Iteration 30Q (3197.456883 sec): 3 clusters Score: Raw -105219.530087 + Penalty 1612.448535 = -103607.081553 nChanged 4 SP:Iteration 31Q (3197.549390 sec): 3 clusters Score: Raw -105221.041308 + Penalty 1612.448535 = -103608.592773 nChanged 2 SP:Iteration 32Q (3197.643545 sec): 3 clusters Score: Raw -105221.524847 + Penalty 1612.448535 = -103609.076312 nChanged 1 SP:Iteration 33Q (3197.754370 sec): 3 clusters Score: Raw -105221.879896 + Penalty 1612.448535 = -103609.431362 nChanged 0 SP:Iteration 34F (3197.818622 sec): 3 clusters Score: Raw -105221.879896 + Penalty 1612.448535 = -103609.431362 nChanged 0 Iteration 139Q (3198.935112 sec): 17 clusters Score: Raw -2009485.255917 + Penalty 17845.222534 = -1991640.033382 nChanged 55 Iteration 140F (3200.177655 sec): 17 clusters Score: Raw -2009494.449260 + Penalty 17845.222534 = -1991649.226726 nChanged 46 Iteration 141Q (3201.250727 sec): 17 clusters Score: Raw -2009501.630280 + Penalty 17845.222534 = -1991656.407746 nChanged 42 Iteration 142Q (3202.384990 sec): 17 clusters Score: Raw -2009507.550801 + Penalty 17845.222534 = -1991662.328267 nChanged 37 Iteration 143Q (3203.518168 sec): 17 clusters Score: Raw -2009513.047681 + Penalty 17845.222534 = -1991667.825147 nChanged 32 Iteration 144Q (3204.661734 sec): 17 clusters Score: Raw -2009518.739398 + Penalty 17845.222534 = -1991673.516863 nChanged 36 Iteration 145Q (3205.779895 sec): 17 clusters Score: Raw -2009523.866236 + Penalty 17845.222534 = -1991678.643702 nChanged 37 Iteration 146Q (3206.888111 sec): 17 clusters Score: Raw -2009529.160364 + Penalty 17845.222534 = -1991683.937830 nChanged 25 Iteration 147Q (3208.013966 sec): 17 clusters Score: Raw -2009533.921923 + Penalty 17845.222534 = -1991688.699389 nChanged 25 Iteration 148Q (3209.114848 sec): 17 clusters Score: Raw -2009539.110145 + Penalty 17845.222534 = -1991693.887611 nChanged 24 Iteration 149Q (3210.125594 sec): 17 clusters Score: Raw -2009543.126128 + Penalty 17845.222534 = -1991697.903593 nChanged 29 Iteration 150Q (3211.312405 sec): 17 clusters Score: Raw -2009547.666293 + Penalty 17845.222534 = -1991702.443759 nChanged 19 Iteration 151Q (3212.489933 sec): 17 clusters Score: Raw -2009550.751146 + Penalty 17845.222534 = -1991705.528612 nChanged 12 Iteration 152Q (3213.639730 sec): 17 clusters Score: Raw -2009552.652050 + Penalty 17845.222534 = -1991707.429516 nChanged 11 Iteration 153Q (3214.826785 sec): 17 clusters Score: Raw -2009554.185517 + Penalty 17845.222534 = -1991708.962983 nChanged 8 Iteration 154Q (3215.957348 sec): 17 clusters Score: Raw -2009555.879197 + Penalty 17845.222534 = -1991710.656663 nChanged 11 Iteration 155Q (3217.173743 sec): 17 clusters Score: Raw -2009557.176174 + Penalty 17845.222534 = -1991711.953640 nChanged 10 Iteration 156Q (3218.279851 sec): 17 clusters Score: Raw -2009558.753543 + Penalty 17845.222534 = -1991713.531009 nChanged 10 Iteration 157Q (3219.349709 sec): 17 clusters Score: Raw -2009561.149680 + Penalty 17845.222534 = -1991715.927146 nChanged 13 Iteration 158Q (3220.523145 sec): 17 clusters Score: Raw -2009563.831909 + Penalty 17845.222534 = -1991718.609375 nChanged 16 Iteration 159Q (3221.605286 sec): 17 clusters Score: Raw -2009566.713761 + Penalty 17845.222534 = -1991721.491227 nChanged 18 Iteration 160F (3222.858907 sec): 17 clusters Score: Raw -2009569.723066 + Penalty 17845.222534 = -1991724.500532 nChanged 20 Iteration 161Q (3223.973708 sec): 17 clusters Score: Raw -2009572.312315 + Penalty 17845.222534 = -1991727.089781 nChanged 18 Iteration 162Q (3225.100330 sec): 17 clusters Score: Raw -2009574.637681 + Penalty 17845.222534 = -1991729.415147 nChanged 24 Iteration 163Q (3226.196495 sec): 17 clusters Score: Raw -2009578.801164 + Penalty 17845.222534 = -1991733.578630 nChanged 20 Iteration 164Q (3227.293628 sec): 17 clusters Score: Raw -2009581.502707 + Penalty 17845.222534 = -1991736.280173 nChanged 16 Iteration 165Q (3228.419074 sec): 17 clusters Score: Raw -2009583.874581 + Penalty 17845.222534 = -1991738.652047 nChanged 22 Iteration 166Q (3229.518355 sec): 17 clusters Score: Raw -2009589.210950 + Penalty 17845.222534 = -1991743.988416 nChanged 25 Iteration 167Q (3230.536924 sec): 17 clusters Score: Raw -2009593.943363 + Penalty 17845.222534 = -1991748.720829 nChanged 27 Iteration 168Q (3231.618424 sec): 17 clusters Score: Raw -2009598.297737 + Penalty 17845.222534 = -1991753.075203 nChanged 25 Iteration 169Q (3232.703265 sec): 17 clusters Score: Raw -2009602.641601 + Penalty 17845.222534 = -1991757.419067 nChanged 28 Iteration 170Q (3233.806319 sec): 17 clusters Score: Raw -2009607.194629 + Penalty 17845.222534 = -1991761.972095 nChanged 20 Iteration 171Q (3234.907782 sec): 17 clusters Score: Raw -2009610.081226 + Penalty 17845.222534 = -1991764.858692 nChanged 18 Iteration 172Q (3235.993825 sec): 17 clusters Score: Raw -2009613.356657 + Penalty 17845.222534 = -1991768.134123 nChanged 25 Iteration 173Q (3237.106724 sec): 17 clusters Score: Raw -2009617.285415 + Penalty 17845.222534 = -1991772.062880 nChanged 29 Iteration 174Q (3238.330849 sec): 17 clusters Score: Raw -2009621.810709 + Penalty 17845.222534 = -1991776.588175 nChanged 35 Iteration 175Q (3239.492113 sec): 17 clusters Score: Raw -2009627.366006 + Penalty 17845.222534 = -1991782.143472 nChanged 37 Iteration 176Q (3240.708934 sec): 17 clusters Score: Raw -2009633.899563 + Penalty 17845.222534 = -1991788.677029 nChanged 40 Iteration 177Q (3241.955635 sec): 17 clusters Score: Raw -2009641.954246 + Penalty 17845.222534 = -1991796.731712 nChanged 35 Iteration 178Q (3243.245380 sec): 17 clusters Score: Raw -2009649.012849 + Penalty 17845.222534 = -1991803.790315 nChanged 40 Writing temp clu file Because OldScore, -1991796.731712, is greater than current (better) Score,-1991803.790315 Compute initial score before splitting: Score: Raw -2009649.012849 + Penalty 17845.222534 = -1991803.790315 Trying to split cluster 1 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3243.309879 sec): 2 clusters Score: Raw -16676.150548 + Penalty 661.774992 = -16014.375555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3243.412874 sec): 3 clusters Score: Raw -16553.355305 + Penalty 1323.549985 = -15229.805321 nChanged 169 SP:Iteration 1F (3243.524970 sec): 3 clusters Score: Raw -16923.378028 + Penalty 1323.549985 = -15599.828043 nChanged 73 SP:Iteration 2F (3243.633051 sec): 3 clusters Score: Raw -17108.640485 + Penalty 1323.549985 = -15785.090500 nChanged 43 SP:Iteration 3F (3243.741364 sec): 3 clusters Score: Raw -17211.063630 + Penalty 1323.549985 = -15887.513645 nChanged 19 SP:Iteration 4Q (3243.858571 sec): 3 clusters Score: Raw -17259.332719 + Penalty 1323.549985 = -15935.782735 nChanged 11 SP:Iteration 5Q (3243.954258 sec): 3 clusters Score: Raw -17291.233606 + Penalty 1323.549985 = -15967.683621 nChanged 7 SP:Iteration 6Q (3244.058616 sec): 3 clusters Score: Raw -17301.674532 + Penalty 1323.549985 = -15978.124547 nChanged 5 SP:Iteration 7Q (3244.163469 sec): 3 clusters Score: Raw -17310.263045 + Penalty 1323.549985 = -15986.713060 nChanged 2 SP:Iteration 8Q (3244.261057 sec): 3 clusters Score: Raw -17316.642409 + Penalty 1323.549985 = -15993.092424 nChanged 1 SP:Iteration 9Q (3244.358009 sec): 3 clusters Score: Raw -17319.650854 + Penalty 1323.549985 = -15996.100869 nChanged 0 SP:Iteration 10F (3244.431665 sec): 3 clusters Score: Raw -17319.650854 + Penalty 1323.549985 = -15996.100869 nChanged 0 Trying to split cluster 2 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3244.512000 sec): 2 clusters Score: Raw -105586.249163 + Penalty 802.816962 = -104783.432201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3244.593671 sec): 3 clusters Score: Raw -104584.456352 + Penalty 1605.633923 = -102978.822429 nChanged 794 SP:Iteration 1F (3244.700931 sec): 3 clusters Score: Raw -105138.806505 + Penalty 1605.633923 = -103533.172582 nChanged 200 SP:Iteration 2F (3244.820599 sec): 3 clusters Score: Raw -105301.821538 + Penalty 1605.633923 = -103696.187615 nChanged 131 SP:Iteration 3F (3244.899625 sec): 3 clusters Score: Raw -105397.936053 + Penalty 1605.633923 = -103792.302130 nChanged 105 SP:Iteration 4F (3245.007725 sec): 3 clusters Score: Raw -105470.997736 + Penalty 1605.633923 = -103865.363812 nChanged 68 SP:Iteration 5Q (3245.141115 sec): 3 clusters Score: Raw -105512.006665 + Penalty 1605.633923 = -103906.372742 nChanged 39 SP:Iteration 6Q (3245.207231 sec): 3 clusters Score: Raw -105530.796268 + Penalty 1605.633923 = -103925.162345 nChanged 31 SP:Iteration 7Q (3245.309086 sec): 3 clusters Score: Raw -105545.449913 + Penalty 1605.633923 = -103939.815990 nChanged 22 SP:Iteration 8Q (3245.427881 sec): 3 clusters Score: Raw -105554.590863 + Penalty 1605.633923 = -103948.956940 nChanged 24 SP:Iteration 9Q (3245.537211 sec): 3 clusters Score: Raw -105563.045004 + Penalty 1605.633923 = -103957.411081 nChanged 17 SP:Iteration 10Q (3245.628442 sec): 3 clusters Score: Raw -105572.791505 + Penalty 1605.633923 = -103967.157581 nChanged 13 SP:Iteration 11Q (3245.723407 sec): 3 clusters Score: Raw -105577.790210 + Penalty 1605.633923 = -103972.156287 nChanged 15 SP:Iteration 12Q (3245.820855 sec): 3 clusters Score: Raw -105583.380702 + Penalty 1605.633923 = -103977.746778 nChanged 12 SP:Iteration 13Q (3245.909690 sec): 3 clusters Score: Raw -105588.276724 + Penalty 1605.633923 = -103982.642801 nChanged 8 SP:Iteration 14Q (3245.993560 sec): 3 clusters Score: Raw -105593.083908 + Penalty 1605.633923 = -103987.449984 nChanged 10 SP:Iteration 15Q (3246.121517 sec): 3 clusters Score: Raw -105598.265711 + Penalty 1605.633923 = -103992.631788 nChanged 10 SP:Iteration 16Q (3246.201657 sec): 3 clusters Score: Raw -105603.223918 + Penalty 1605.633923 = -103997.589995 nChanged 11 SP:Iteration 17Q (3246.309081 sec): 3 clusters Score: Raw -105611.303635 + Penalty 1605.633923 = -104005.669711 nChanged 13 SP:Iteration 18Q (3246.414224 sec): 3 clusters Score: Raw -105624.903500 + Penalty 1605.633923 = -104019.269577 nChanged 15 SP:Iteration 19Q (3246.513913 sec): 3 clusters Score: Raw -105634.543012 + Penalty 1605.633923 = -104028.909089 nChanged 20 SP:Iteration 20F (3246.635351 sec): 3 clusters Score: Raw -105647.651453 + Penalty 1605.633923 = -104042.017530 nChanged 13 SP:Iteration 21Q (3246.720467 sec): 3 clusters Score: Raw -105653.407997 + Penalty 1605.633923 = -104047.774074 nChanged 8 SP:Iteration 22Q (3246.818831 sec): 3 clusters Score: Raw -105657.779491 + Penalty 1605.633923 = -104052.145568 nChanged 6 SP:Iteration 23Q (3246.926115 sec): 3 clusters Score: Raw -105661.556050 + Penalty 1605.633923 = -104055.922127 nChanged 8 SP:Iteration 24Q (3247.033518 sec): 3 clusters Score: Raw -105663.640252 + Penalty 1605.633923 = -104058.006329 nChanged 3 SP:Iteration 25Q (3247.141343 sec): 3 clusters Score: Raw -105664.587214 + Penalty 1605.633923 = -104058.953290 nChanged 5 SP:Iteration 26Q (3247.268349 sec): 3 clusters Score: Raw -105667.148220 + Penalty 1605.633923 = -104061.514297 nChanged 6 SP:Iteration 27Q (3247.370855 sec): 3 clusters Score: Raw -105669.302177 + Penalty 1605.633923 = -104063.668254 nChanged 6 SP:Iteration 28Q (3247.461582 sec): 3 clusters Score: Raw -105670.680693 + Penalty 1605.633923 = -104065.046770 nChanged 4 SP:Iteration 29Q (3247.576871 sec): 3 clusters Score: Raw -105671.733163 + Penalty 1605.633923 = -104066.099239 nChanged 2 SP:Iteration 30Q (3247.693566 sec): 3 clusters Score: Raw -105672.038404 + Penalty 1605.633923 = -104066.404481 nChanged 0 SP:Iteration 31F (3247.780494 sec): 3 clusters Score: Raw -105672.038404 + Penalty 1605.633923 = -104066.404481 nChanged 0 Trying to split cluster 3 (2685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3247.844586 sec): 2 clusters Score: Raw -148282.789787 + Penalty 829.020781 = -147453.769006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3247.956261 sec): 3 clusters Score: Raw -146959.370765 + Penalty 1658.041561 = -145301.329204 nChanged 1018 SP:Iteration 1F (3248.045970 sec): 3 clusters Score: Raw -147562.653328 + Penalty 1658.041561 = -145904.611767 nChanged 221 SP:Iteration 2F (3248.154586 sec): 3 clusters Score: Raw -147709.646269 + Penalty 1658.041561 = -146051.604708 nChanged 148 SP:Iteration 3F (3248.263166 sec): 3 clusters Score: Raw -147786.442119 + Penalty 1658.041561 = -146128.400558 nChanged 108 SP:Iteration 4Q (3248.372083 sec): 3 clusters Score: Raw -147842.447192 + Penalty 1658.041561 = -146184.405631 nChanged 90 SP:Iteration 5Q (3248.476124 sec): 3 clusters Score: Raw -147893.111283 + Penalty 1658.041561 = -146235.069722 nChanged 84 SP:Iteration 6Q (3248.608805 sec): 3 clusters Score: Raw -147933.138856 + Penalty 1658.041561 = -146275.097295 nChanged 65 SP:Iteration 7Q (3248.708777 sec): 3 clusters Score: Raw -147962.099613 + Penalty 1658.041561 = -146304.058051 nChanged 56 SP:Iteration 8Q (3248.799855 sec): 3 clusters Score: Raw -147988.223021 + Penalty 1658.041561 = -146330.181460 nChanged 50 SP:Iteration 9Q (3248.890216 sec): 3 clusters Score: Raw -148010.564783 + Penalty 1658.041561 = -146352.523222 nChanged 53 SP:Iteration 10Q (3248.994783 sec): 3 clusters Score: Raw -148043.140423 + Penalty 1658.041561 = -146385.098861 nChanged 54 SP:Iteration 11Q (3249.097582 sec): 3 clusters Score: Raw -148074.721364 + Penalty 1658.041561 = -146416.679803 nChanged 50 SP:Iteration 12Q (3249.201170 sec): 3 clusters Score: Raw -148105.186774 + Penalty 1658.041561 = -146447.145213 nChanged 47 SP:Iteration 13Q (3249.306082 sec): 3 clusters Score: Raw -148130.572683 + Penalty 1658.041561 = -146472.531122 nChanged 47 SP:Iteration 14Q (3249.407903 sec): 3 clusters Score: Raw -148155.880676 + Penalty 1658.041561 = -146497.839115 nChanged 50 SP:Iteration 15Q (3249.526735 sec): 3 clusters Score: Raw -148178.464044 + Penalty 1658.041561 = -146520.422483 nChanged 44 SP:Iteration 16Q (3249.614035 sec): 3 clusters Score: Raw -148202.771852 + Penalty 1658.041561 = -146544.730291 nChanged 49 SP:Iteration 17Q (3249.703615 sec): 3 clusters Score: Raw -148226.820782 + Penalty 1658.041561 = -146568.779221 nChanged 41 SP:Iteration 18Q (3249.813815 sec): 3 clusters Score: Raw -148248.025412 + Penalty 1658.041561 = -146589.983850 nChanged 34 SP:Iteration 19Q (3249.931647 sec): 3 clusters Score: Raw -148260.801910 + Penalty 1658.041561 = -146602.760349 nChanged 24 SP:Iteration 20F (3250.041592 sec): 3 clusters Score: Raw -148268.841929 + Penalty 1658.041561 = -146610.800367 nChanged 22 SP:Iteration 21Q (3250.149328 sec): 3 clusters Score: Raw -148280.082676 + Penalty 1658.041561 = -146622.041114 nChanged 27 SP:Iteration 22Q (3250.245418 sec): 3 clusters Score: Raw -148294.049245 + Penalty 1658.041561 = -146636.007684 nChanged 23 SP:Iteration 23Q (3250.371843 sec): 3 clusters Score: Raw -148301.758775 + Penalty 1658.041561 = -146643.717214 nChanged 18 SP:Iteration 24Q (3250.471376 sec): 3 clusters Score: Raw -148307.225692 + Penalty 1658.041561 = -146649.184131 nChanged 15 SP:Iteration 25Q (3250.597315 sec): 3 clusters Score: Raw -148314.010119 + Penalty 1658.041561 = -146655.968557 nChanged 11 SP:Iteration 26Q (3250.716742 sec): 3 clusters Score: Raw -148318.483912 + Penalty 1658.041561 = -146660.442350 nChanged 10 SP:Iteration 27Q (3250.809385 sec): 3 clusters Score: Raw -148321.360361 + Penalty 1658.041561 = -146663.318800 nChanged 9 SP:Iteration 28Q (3250.891743 sec): 3 clusters Score: Raw -148327.234742 + Penalty 1658.041561 = -146669.193181 nChanged 15 SP:Iteration 29Q (3250.992090 sec): 3 clusters Score: Raw -148332.401219 + Penalty 1658.041561 = -146674.359657 nChanged 18 SP:Iteration 30Q (3251.100932 sec): 3 clusters Score: Raw -148337.865347 + Penalty 1658.041561 = -146679.823785 nChanged 17 SP:Iteration 31Q (3251.214407 sec): 3 clusters Score: Raw -148345.765292 + Penalty 1658.041561 = -146687.723730 nChanged 12 SP:Iteration 32Q (3251.331824 sec): 3 clusters Score: Raw -148351.094514 + Penalty 1658.041561 = -146693.052952 nChanged 16 SP:Iteration 33Q (3251.440216 sec): 3 clusters Score: Raw -148359.010809 + Penalty 1658.041561 = -146700.969248 nChanged 15 SP:Iteration 34Q (3251.526195 sec): 3 clusters Score: Raw -148367.984430 + Penalty 1658.041561 = -146709.942869 nChanged 13 SP:Iteration 35Q (3251.635540 sec): 3 clusters Score: Raw -148373.667020 + Penalty 1658.041561 = -146715.625459 nChanged 10 SP:Iteration 36Q (3251.744458 sec): 3 clusters Score: Raw -148377.889275 + Penalty 1658.041561 = -146719.847713 nChanged 17 SP:Iteration 37Q (3251.828003 sec): 3 clusters Score: Raw -148384.113496 + Penalty 1658.041561 = -146726.071935 nChanged 12 SP:Iteration 38Q (3251.924003 sec): 3 clusters Score: Raw -148389.209064 + Penalty 1658.041561 = -146731.167503 nChanged 9 SP:Iteration 39Q (3252.008024 sec): 3 clusters Score: Raw -148392.017860 + Penalty 1658.041561 = -146733.976298 nChanged 12 SP:Iteration 40F (3252.093790 sec): 3 clusters Score: Raw -148397.974157 + Penalty 1658.041561 = -146739.932595 nChanged 12 SP:Iteration 41Q (3252.200100 sec): 3 clusters Score: Raw -148404.828803 + Penalty 1658.041561 = -146746.787242 nChanged 18 SP:Iteration 42Q (3252.311560 sec): 3 clusters Score: Raw -148410.443179 + Penalty 1658.041561 = -146752.401617 nChanged 11 SP:Iteration 43Q (3252.410870 sec): 3 clusters Score: Raw -148414.428915 + Penalty 1658.041561 = -146756.387353 nChanged 9 SP:Iteration 44Q (3252.512055 sec): 3 clusters Score: Raw -148417.496060 + Penalty 1658.041561 = -146759.454498 nChanged 10 SP:Iteration 45Q (3252.619685 sec): 3 clusters Score: Raw -148423.499910 + Penalty 1658.041561 = -146765.458348 nChanged 14 SP:Iteration 46Q (3252.728680 sec): 3 clusters Score: Raw -148431.697205 + Penalty 1658.041561 = -146773.655643 nChanged 16 SP:Iteration 47Q (3252.836915 sec): 3 clusters Score: Raw -148439.875855 + Penalty 1658.041561 = -146781.834294 nChanged 13 SP:Iteration 48Q (3252.945414 sec): 3 clusters Score: Raw -148443.533187 + Penalty 1658.041561 = -146785.491626 nChanged 6 SP:Iteration 49Q (3253.073864 sec): 3 clusters Score: Raw -148445.707870 + Penalty 1658.041561 = -146787.666309 nChanged 5 SP:Iteration 50Q (3253.152507 sec): 3 clusters Score: Raw -148447.407618 + Penalty 1658.041561 = -146789.366056 nChanged 9 SP:Iteration 51Q (3253.254056 sec): 3 clusters Score: Raw -148450.815148 + Penalty 1658.041561 = -146792.773586 nChanged 6 SP:Iteration 52Q (3253.376122 sec): 3 clusters Score: Raw -148452.554801 + Penalty 1658.041561 = -146794.513239 nChanged 2 SP:Iteration 53Q (3253.478973 sec): 3 clusters Score: Raw -148453.249960 + Penalty 1658.041561 = -146795.208399 nChanged 2 SP:Iteration 54Q (3253.598932 sec): 3 clusters Score: Raw -148453.684781 + Penalty 1658.041561 = -146795.643219 nChanged 0 SP:Iteration 55F (3253.677457 sec): 3 clusters Score: Raw -148453.684781 + Penalty 1658.041561 = -146795.643219 nChanged 0 Trying to split cluster 4 (849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3253.753470 sec): 2 clusters Score: Raw -32358.339699 + Penalty 708.126215 = -31650.213485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3253.820909 sec): 3 clusters Score: Raw -32061.467162 + Penalty 1416.252429 = -30645.214733 nChanged 269 SP:Iteration 1F (3253.921891 sec): 3 clusters Score: Raw -32308.357053 + Penalty 1416.252429 = -30892.104624 nChanged 69 SP:Iteration 2F (3254.029025 sec): 3 clusters Score: Raw -32397.625760 + Penalty 1416.252429 = -30981.373330 nChanged 47 SP:Iteration 3F (3254.120275 sec): 3 clusters Score: Raw -32443.810963 + Penalty 1416.252429 = -31027.558534 nChanged 32 SP:Iteration 4Q (3254.234131 sec): 3 clusters Score: Raw -32493.471533 + Penalty 1416.252429 = -31077.219103 nChanged 31 SP:Iteration 5Q (3254.311944 sec): 3 clusters Score: Raw -32527.114517 + Penalty 1416.252429 = -31110.862088 nChanged 21 SP:Iteration 6Q (3254.414554 sec): 3 clusters Score: Raw -32549.475560 + Penalty 1416.252429 = -31133.223131 nChanged 15 SP:Iteration 7Q (3254.505188 sec): 3 clusters Score: Raw -32560.709874 + Penalty 1416.252429 = -31144.457445 nChanged 11 SP:Iteration 8Q (3254.580918 sec): 3 clusters Score: Raw -32573.774609 + Penalty 1416.252429 = -31157.522180 nChanged 13 SP:Iteration 9Q (3254.654330 sec): 3 clusters Score: Raw -32583.646533 + Penalty 1416.252429 = -31167.394104 nChanged 11 SP:Iteration 10Q (3254.742035 sec): 3 clusters Score: Raw -32589.685382 + Penalty 1416.252429 = -31173.432953 nChanged 6 SP:Iteration 11Q (3254.825988 sec): 3 clusters Score: Raw -32592.510846 + Penalty 1416.252429 = -31176.258417 nChanged 4 SP:Iteration 12Q (3254.916274 sec): 3 clusters Score: Raw -32595.355398 + Penalty 1416.252429 = -31179.102969 nChanged 3 SP:Iteration 13Q (3255.011924 sec): 3 clusters Score: Raw -32597.609752 + Penalty 1416.252429 = -31181.357323 nChanged 1 SP:Iteration 14Q (3255.090380 sec): 3 clusters Score: Raw -32598.164544 + Penalty 1416.252429 = -31181.912115 nChanged 2 SP:Iteration 15Q (3255.189612 sec): 3 clusters Score: Raw -32599.230063 + Penalty 1416.252429 = -31182.977634 nChanged 0 SP:Iteration 16F (3255.287615 sec): 3 clusters Score: Raw -32599.230063 + Penalty 1416.252429 = -31182.977634 nChanged 0 Trying to split cluster 5 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3255.340600 sec): 2 clusters Score: Raw -49298.573015 + Penalty 748.744377 = -48549.828637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3255.424710 sec): 3 clusters Score: Raw -48785.386912 + Penalty 1497.488754 = -47287.898158 nChanged 467 SP:Iteration 1F (3255.534219 sec): 3 clusters Score: Raw -49159.216942 + Penalty 1497.488754 = -47661.728188 nChanged 110 SP:Iteration 2F (3255.620756 sec): 3 clusters Score: Raw -49279.564885 + Penalty 1497.488754 = -47782.076130 nChanged 66 SP:Iteration 3F (3255.709259 sec): 3 clusters Score: Raw -49341.391057 + Penalty 1497.488754 = -47843.902303 nChanged 47 SP:Iteration 4Q (3255.781302 sec): 3 clusters Score: Raw -49388.389650 + Penalty 1497.488754 = -47890.900895 nChanged 50 SP:Iteration 5Q (3255.885417 sec): 3 clusters Score: Raw -49441.584058 + Penalty 1497.488754 = -47944.095304 nChanged 48 SP:Iteration 6Q (3255.963041 sec): 3 clusters Score: Raw -49484.745637 + Penalty 1497.488754 = -47987.256882 nChanged 36 SP:Iteration 7Q (3256.080894 sec): 3 clusters Score: Raw -49512.533306 + Penalty 1497.488754 = -48015.044551 nChanged 23 SP:Iteration 8Q (3256.172145 sec): 3 clusters Score: Raw -49531.346746 + Penalty 1497.488754 = -48033.857991 nChanged 18 SP:Iteration 9Q (3256.249792 sec): 3 clusters Score: Raw -49541.588706 + Penalty 1497.488754 = -48044.099951 nChanged 14 SP:Iteration 10Q (3256.346478 sec): 3 clusters Score: Raw -49550.106595 + Penalty 1497.488754 = -48052.617841 nChanged 16 SP:Iteration 11Q (3256.442447 sec): 3 clusters Score: Raw -49560.644608 + Penalty 1497.488754 = -48063.155854 nChanged 14 SP:Iteration 12Q (3256.526030 sec): 3 clusters Score: Raw -49578.395630 + Penalty 1497.488754 = -48080.906875 nChanged 14 SP:Iteration 13Q (3256.645119 sec): 3 clusters Score: Raw -49587.559730 + Penalty 1497.488754 = -48090.070976 nChanged 9 SP:Iteration 14Q (3256.745044 sec): 3 clusters Score: Raw -49592.904842 + Penalty 1497.488754 = -48095.416088 nChanged 10 SP:Iteration 15Q (3256.821691 sec): 3 clusters Score: Raw -49597.513884 + Penalty 1497.488754 = -48100.025130 nChanged 2 SP:Iteration 16Q (3256.901622 sec): 3 clusters Score: Raw -49597.934980 + Penalty 1497.488754 = -48100.446226 nChanged 0 SP:Iteration 17F (3257.010385 sec): 3 clusters Score: Raw -49597.934980 + Penalty 1497.488754 = -48100.446226 nChanged 0 Trying to split cluster 6 (1363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3257.066082 sec): 2 clusters Score: Raw -63983.796031 + Penalty 757.831560 = -63225.964471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3257.162979 sec): 3 clusters Score: Raw -63418.256089 + Penalty 1515.663121 = -61902.592968 nChanged 473 SP:Iteration 1F (3257.256790 sec): 3 clusters Score: Raw -63758.342802 + Penalty 1515.663121 = -62242.679682 nChanged 113 SP:Iteration 2F (3257.357446 sec): 3 clusters Score: Raw -63853.074481 + Penalty 1515.663121 = -62337.411360 nChanged 71 SP:Iteration 3F (3257.451449 sec): 3 clusters Score: Raw -63910.727318 + Penalty 1515.663121 = -62395.064198 nChanged 46 SP:Iteration 4Q (3257.564110 sec): 3 clusters Score: Raw -63944.537963 + Penalty 1515.663121 = -62428.874842 nChanged 29 SP:Iteration 5Q (3257.674630 sec): 3 clusters Score: Raw -63961.509344 + Penalty 1515.663121 = -62445.846223 nChanged 28 SP:Iteration 6Q (3257.745252 sec): 3 clusters Score: Raw -63978.766099 + Penalty 1515.663121 = -62463.102978 nChanged 24 SP:Iteration 7Q (3257.837843 sec): 3 clusters Score: Raw -63997.692311 + Penalty 1515.663121 = -62482.029190 nChanged 26 SP:Iteration 8Q (3257.919782 sec): 3 clusters Score: Raw -64014.412708 + Penalty 1515.663121 = -62498.749587 nChanged 17 SP:Iteration 9Q (3258.005957 sec): 3 clusters Score: Raw -64023.025277 + Penalty 1515.663121 = -62507.362157 nChanged 14 SP:Iteration 10Q (3258.094509 sec): 3 clusters Score: Raw -64030.694414 + Penalty 1515.663121 = -62515.031293 nChanged 12 SP:Iteration 11Q (3258.188542 sec): 3 clusters Score: Raw -64039.934747 + Penalty 1515.663121 = -62524.271626 nChanged 16 SP:Iteration 12Q (3258.282861 sec): 3 clusters Score: Raw -64052.729077 + Penalty 1515.663121 = -62537.065957 nChanged 23 SP:Iteration 13Q (3258.351518 sec): 3 clusters Score: Raw -64067.204155 + Penalty 1515.663121 = -62551.541035 nChanged 20 SP:Iteration 14Q (3258.438580 sec): 3 clusters Score: Raw -64075.125198 + Penalty 1515.663121 = -62559.462077 nChanged 10 SP:Iteration 15Q (3258.536515 sec): 3 clusters Score: Raw -64080.808072 + Penalty 1515.663121 = -62565.144952 nChanged 8 SP:Iteration 16Q (3258.618813 sec): 3 clusters Score: Raw -64084.893184 + Penalty 1515.663121 = -62569.230064 nChanged 7 SP:Iteration 17Q (3258.741424 sec): 3 clusters Score: Raw -64086.879106 + Penalty 1515.663121 = -62571.215986 nChanged 4 SP:Iteration 18Q (3258.824399 sec): 3 clusters Score: Raw -64088.524604 + Penalty 1515.663121 = -62572.861484 nChanged 3 SP:Iteration 19Q (3258.926384 sec): 3 clusters Score: Raw -64091.174681 + Penalty 1515.663121 = -62575.511561 nChanged 8 SP:Iteration 20F (3259.028785 sec): 3 clusters Score: Raw -64095.798485 + Penalty 1515.663121 = -62580.135364 nChanged 7 SP:Iteration 21Q (3259.103725 sec): 3 clusters Score: Raw -64098.471428 + Penalty 1515.663121 = -62582.808307 nChanged 4 SP:Iteration 22Q (3259.224194 sec): 3 clusters Score: Raw -64099.970280 + Penalty 1515.663121 = -62584.307159 nChanged 5 SP:Iteration 23Q (3259.311248 sec): 3 clusters Score: Raw -64105.053300 + Penalty 1515.663121 = -62589.390179 nChanged 6 SP:Iteration 24Q (3259.409269 sec): 3 clusters Score: Raw -64108.873557 + Penalty 1515.663121 = -62593.210436 nChanged 9 SP:Iteration 25Q (3259.527352 sec): 3 clusters Score: Raw -64113.963414 + Penalty 1515.663121 = -62598.300293 nChanged 7 SP:Iteration 26Q (3259.630747 sec): 3 clusters Score: Raw -64119.874923 + Penalty 1515.663121 = -62604.211802 nChanged 9 SP:Iteration 27Q (3259.704842 sec): 3 clusters Score: Raw -64125.672145 + Penalty 1515.663121 = -62610.009024 nChanged 6 SP:Iteration 28Q (3259.807062 sec): 3 clusters Score: Raw -64129.321560 + Penalty 1515.663121 = -62613.658439 nChanged 5 SP:Iteration 29Q (3259.886482 sec): 3 clusters Score: Raw -64130.631337 + Penalty 1515.663121 = -62614.968216 nChanged 3 SP:Iteration 30Q (3259.992050 sec): 3 clusters Score: Raw -64131.815936 + Penalty 1515.663121 = -62616.152816 nChanged 3 SP:Iteration 31Q (3260.077994 sec): 3 clusters Score: Raw -64132.452481 + Penalty 1515.663121 = -62616.789360 nChanged 2 SP:Iteration 32Q (3260.185688 sec): 3 clusters Score: Raw -64133.546099 + Penalty 1515.663121 = -62617.882978 nChanged 3 SP:Iteration 33Q (3260.280606 sec): 3 clusters Score: Raw -64135.195005 + Penalty 1515.663121 = -62619.531884 nChanged 4 SP:Iteration 34Q (3260.387137 sec): 3 clusters Score: Raw -64136.241991 + Penalty 1515.663121 = -62620.578870 nChanged 2 SP:Iteration 35Q (3260.487390 sec): 3 clusters Score: Raw -64136.826343 + Penalty 1515.663121 = -62621.163223 nChanged 2 SP:Iteration 36Q (3260.589502 sec): 3 clusters Score: Raw -64137.558693 + Penalty 1515.663121 = -62621.895573 nChanged 1 SP:Iteration 37Q (3260.682054 sec): 3 clusters Score: Raw -64137.672682 + Penalty 1515.663121 = -62622.009561 nChanged 0 SP:Iteration 38F (3260.802270 sec): 3 clusters Score: Raw -64137.672682 + Penalty 1515.663121 = -62622.009561 nChanged 0 Trying to split cluster 7 (3039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3260.858168 sec): 2 clusters Score: Raw -165019.266143 + Penalty 842.024798 = -164177.241345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3260.965337 sec): 3 clusters Score: Raw -163465.173050 + Penalty 1684.049597 = -161781.123454 nChanged 1226 SP:Iteration 1F (3261.069434 sec): 3 clusters Score: Raw -164248.142473 + Penalty 1684.049597 = -162564.092876 nChanged 276 SP:Iteration 2F (3261.177208 sec): 3 clusters Score: Raw -164477.249526 + Penalty 1684.049597 = -162793.199930 nChanged 221 SP:Iteration 3F (3261.289735 sec): 3 clusters Score: Raw -164679.448985 + Penalty 1684.049597 = -162995.399389 nChanged 194 SP:Iteration 4F (3261.353680 sec): 3 clusters Score: Raw -164823.329460 + Penalty 1684.049597 = -163139.279864 nChanged 143 SP:Iteration 5Q (3261.456249 sec): 3 clusters Score: Raw -164915.619210 + Penalty 1684.049597 = -163231.569613 nChanged 119 SP:Iteration 6Q (3261.577642 sec): 3 clusters Score: Raw -164989.030652 + Penalty 1684.049597 = -163304.981055 nChanged 94 SP:Iteration 7Q (3261.685980 sec): 3 clusters Score: Raw -165050.274190 + Penalty 1684.049597 = -163366.224593 nChanged 84 SP:Iteration 8Q (3261.768166 sec): 3 clusters Score: Raw -165097.572609 + Penalty 1684.049597 = -163413.523012 nChanged 73 SP:Iteration 9Q (3261.871533 sec): 3 clusters Score: Raw -165135.580780 + Penalty 1684.049597 = -163451.531184 nChanged 56 SP:Iteration 10Q (3261.968745 sec): 3 clusters Score: Raw -165162.522778 + Penalty 1684.049597 = -163478.473182 nChanged 43 SP:Iteration 11Q (3262.043968 sec): 3 clusters Score: Raw -165179.146669 + Penalty 1684.049597 = -163495.097073 nChanged 36 SP:Iteration 12Q (3262.146072 sec): 3 clusters Score: Raw -165190.665882 + Penalty 1684.049597 = -163506.616286 nChanged 18 SP:Iteration 13Q (3262.247429 sec): 3 clusters Score: Raw -165194.350623 + Penalty 1684.049597 = -163510.301027 nChanged 7 SP:Iteration 14Q (3262.360380 sec): 3 clusters Score: Raw -165196.088702 + Penalty 1684.049597 = -163512.039105 nChanged 4 SP:Iteration 15Q (3262.452033 sec): 3 clusters Score: Raw -165196.998840 + Penalty 1684.049597 = -163512.949243 nChanged 4 SP:Iteration 16Q (3262.574112 sec): 3 clusters Score: Raw -165197.398987 + Penalty 1684.049597 = -163513.349390 nChanged 3 SP:Iteration 17Q (3262.683782 sec): 3 clusters Score: Raw -165198.368444 + Penalty 1684.049597 = -163514.318848 nChanged 4 SP:Iteration 18Q (3262.779512 sec): 3 clusters Score: Raw -165199.469771 + Penalty 1684.049597 = -163515.420174 nChanged 3 SP:Iteration 19Q (3262.876628 sec): 3 clusters Score: Raw -165200.145607 + Penalty 1684.049597 = -163516.096011 nChanged 5 SP:Iteration 20F (3262.970466 sec): 3 clusters Score: Raw -165201.414107 + Penalty 1684.049597 = -163517.364511 nChanged 6 SP:Iteration 21Q (3263.094243 sec): 3 clusters Score: Raw -165203.054747 + Penalty 1684.049597 = -163519.005150 nChanged 4 SP:Iteration 22Q (3263.197627 sec): 3 clusters Score: Raw -165203.511061 + Penalty 1684.049597 = -163519.461464 nChanged 2 SP:Iteration 23Q (3263.284934 sec): 3 clusters Score: Raw -165203.992193 + Penalty 1684.049597 = -163519.942596 nChanged 2 SP:Iteration 24Q (3263.414054 sec): 3 clusters Score: Raw -165204.755870 + Penalty 1684.049597 = -163520.706273 nChanged 2 SP:Iteration 25Q (3263.507886 sec): 3 clusters Score: Raw -165205.497843 + Penalty 1684.049597 = -163521.448246 nChanged 0 SP:Iteration 26F (3263.617483 sec): 3 clusters Score: Raw -165205.497843 + Penalty 1684.049597 = -163521.448246 nChanged 0 Trying to split cluster 8 (1687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3263.675711 sec): 2 clusters Score: Raw -72378.790507 + Penalty 780.224244 = -71598.566264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3263.785252 sec): 3 clusters Score: Raw -71600.939290 + Penalty 1560.448487 = -70040.490803 nChanged 627 SP:Iteration 1F (3263.895589 sec): 3 clusters Score: Raw -72084.891567 + Penalty 1560.448487 = -70524.443080 nChanged 165 SP:Iteration 2F (3264.002246 sec): 3 clusters Score: Raw -72288.587205 + Penalty 1560.448487 = -70728.138718 nChanged 146 SP:Iteration 3F (3264.123880 sec): 3 clusters Score: Raw -72471.160010 + Penalty 1560.448487 = -70910.711522 nChanged 111 SP:Iteration 4F (3264.201484 sec): 3 clusters Score: Raw -72601.908680 + Penalty 1560.448487 = -71041.460193 nChanged 100 SP:Iteration 5F (3264.310719 sec): 3 clusters Score: Raw -72744.229501 + Penalty 1560.448487 = -71183.781014 nChanged 75 SP:Iteration 6Q (3264.442828 sec): 3 clusters Score: Raw -72828.693552 + Penalty 1560.448487 = -71268.245065 nChanged 44 SP:Iteration 7Q (3264.520810 sec): 3 clusters Score: Raw -72866.718593 + Penalty 1560.448487 = -71306.270106 nChanged 31 SP:Iteration 8Q (3264.630716 sec): 3 clusters Score: Raw -72897.091698 + Penalty 1560.448487 = -71336.643210 nChanged 33 SP:Iteration 9Q (3264.732262 sec): 3 clusters Score: Raw -72925.757209 + Penalty 1560.448487 = -71365.308722 nChanged 22 SP:Iteration 10Q (3264.840612 sec): 3 clusters Score: Raw -72944.997376 + Penalty 1560.448487 = -71384.548889 nChanged 26 SP:Iteration 11Q (3264.939846 sec): 3 clusters Score: Raw -72970.190281 + Penalty 1560.448487 = -71409.741794 nChanged 25 SP:Iteration 12Q (3265.037689 sec): 3 clusters Score: Raw -72997.286082 + Penalty 1560.448487 = -71436.837595 nChanged 22 SP:Iteration 13Q (3265.132633 sec): 3 clusters Score: Raw -73014.461867 + Penalty 1560.448487 = -71454.013380 nChanged 31 SP:Iteration 14Q (3265.242168 sec): 3 clusters Score: Raw -73040.682031 + Penalty 1560.448487 = -71480.233544 nChanged 21 SP:Iteration 15Q (3265.346920 sec): 3 clusters Score: Raw -73060.440238 + Penalty 1560.448487 = -71499.991751 nChanged 26 SP:Iteration 16Q (3265.447378 sec): 3 clusters Score: Raw -73081.095381 + Penalty 1560.448487 = -71520.646894 nChanged 23 SP:Iteration 17Q (3265.571482 sec): 3 clusters Score: Raw -73096.957292 + Penalty 1560.448487 = -71536.508805 nChanged 15 SP:Iteration 18Q (3265.651377 sec): 3 clusters Score: Raw -73108.819408 + Penalty 1560.448487 = -71548.370921 nChanged 16 SP:Iteration 19Q (3265.753084 sec): 3 clusters Score: Raw -73120.880997 + Penalty 1560.448487 = -71560.432510 nChanged 14 SP:Iteration 20F (3265.853752 sec): 3 clusters Score: Raw -73130.237811 + Penalty 1560.448487 = -71569.789324 nChanged 11 SP:Iteration 21Q (3265.954016 sec): 3 clusters Score: Raw -73137.647897 + Penalty 1560.448487 = -71577.199410 nChanged 9 SP:Iteration 22Q (3266.057255 sec): 3 clusters Score: Raw -73145.959728 + Penalty 1560.448487 = -71585.511241 nChanged 8 SP:Iteration 23Q (3266.160155 sec): 3 clusters Score: Raw -73153.403230 + Penalty 1560.448487 = -71592.954743 nChanged 12 SP:Iteration 24Q (3266.259706 sec): 3 clusters Score: Raw -73161.719858 + Penalty 1560.448487 = -71601.271371 nChanged 11 SP:Iteration 25Q (3266.357163 sec): 3 clusters Score: Raw -73175.123017 + Penalty 1560.448487 = -71614.674529 nChanged 13 SP:Iteration 26Q (3266.455759 sec): 3 clusters Score: Raw -73189.546510 + Penalty 1560.448487 = -71629.098022 nChanged 10 SP:Iteration 27Q (3266.555843 sec): 3 clusters Score: Raw -73199.647297 + Penalty 1560.448487 = -71639.198809 nChanged 7 SP:Iteration 28Q (3266.655944 sec): 3 clusters Score: Raw -73206.466654 + Penalty 1560.448487 = -71646.018166 nChanged 9 SP:Iteration 29Q (3266.753647 sec): 3 clusters Score: Raw -73217.469706 + Penalty 1560.448487 = -71657.021218 nChanged 14 SP:Iteration 30Q (3266.856166 sec): 3 clusters Score: Raw -73231.814809 + Penalty 1560.448487 = -71671.366322 nChanged 8 SP:Iteration 31Q (3266.955641 sec): 3 clusters Score: Raw -73239.749348 + Penalty 1560.448487 = -71679.300860 nChanged 7 SP:Iteration 32Q (3267.064078 sec): 3 clusters Score: Raw -73250.104003 + Penalty 1560.448487 = -71689.655515 nChanged 10 SP:Iteration 33Q (3267.146710 sec): 3 clusters Score: Raw -73259.548562 + Penalty 1560.448487 = -71699.100074 nChanged 4 SP:Iteration 34Q (3267.249010 sec): 3 clusters Score: Raw -73262.788085 + Penalty 1560.448487 = -71702.339597 nChanged 4 SP:Iteration 35Q (3267.354903 sec): 3 clusters Score: Raw -73264.080697 + Penalty 1560.448487 = -71703.632210 nChanged 1 SP:Iteration 36Q (3267.462388 sec): 3 clusters Score: Raw -73264.372034 + Penalty 1560.448487 = -71703.923547 nChanged 0 SP:Iteration 37F (3267.587620 sec): 3 clusters Score: Raw -73264.372034 + Penalty 1560.448487 = -71703.923547 nChanged 0 Score: Raw -2010540.652036 + Penalty 18960.548943 = -1991580.103094 Splitting cluster 8 changes total score from -1991803.790315 to -1991580.103094 So it's not getting split. Trying to split cluster 9 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3269.132274 sec): 2 clusters Score: Raw -50264.118855 + Penalty 728.824956 = -49535.293899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3269.213763 sec): 3 clusters Score: Raw -49842.223651 + Penalty 1457.649912 = -48384.573740 nChanged 347 SP:Iteration 1F (3269.321187 sec): 3 clusters Score: Raw -50153.595678 + Penalty 1457.649912 = -48695.945766 nChanged 91 SP:Iteration 2F (3269.428484 sec): 3 clusters Score: Raw -50230.947663 + Penalty 1457.649912 = -48773.297752 nChanged 44 SP:Iteration 3Q (3269.515883 sec): 3 clusters Score: Raw -50274.952805 + Penalty 1457.649912 = -48817.302894 nChanged 33 SP:Iteration 4Q (3269.621565 sec): 3 clusters Score: Raw -50305.227382 + Penalty 1457.649912 = -48847.577471 nChanged 18 SP:Iteration 5Q (3269.721764 sec): 3 clusters Score: Raw -50319.141937 + Penalty 1457.649912 = -48861.492026 nChanged 12 SP:Iteration 6Q (3269.821763 sec): 3 clusters Score: Raw -50331.185128 + Penalty 1457.649912 = -48873.535217 nChanged 14 SP:Iteration 7Q (3269.925671 sec): 3 clusters Score: Raw -50344.847398 + Penalty 1457.649912 = -48887.197487 nChanged 11 SP:Iteration 8Q (3270.024548 sec): 3 clusters Score: Raw -50354.192985 + Penalty 1457.649912 = -48896.543074 nChanged 4 SP:Iteration 9Q (3270.147141 sec): 3 clusters Score: Raw -50355.597013 + Penalty 1457.649912 = -48897.947101 nChanged 2 SP:Iteration 10Q (3270.218477 sec): 3 clusters Score: Raw -50357.239476 + Penalty 1457.649912 = -48899.589565 nChanged 3 SP:Iteration 11Q (3270.318927 sec): 3 clusters Score: Raw -50360.664248 + Penalty 1457.649912 = -48903.014336 nChanged 4 SP:Iteration 12Q (3270.429886 sec): 3 clusters Score: Raw -50363.518632 + Penalty 1457.649912 = -48905.868720 nChanged 4 SP:Iteration 13Q (3270.533771 sec): 3 clusters Score: Raw -50367.240251 + Penalty 1457.649912 = -48909.590339 nChanged 4 SP:Iteration 14Q (3270.619515 sec): 3 clusters Score: Raw -50371.153376 + Penalty 1457.649912 = -48913.503465 nChanged 5 SP:Iteration 15Q (3270.722484 sec): 3 clusters Score: Raw -50375.504882 + Penalty 1457.649912 = -48917.854970 nChanged 2 SP:Iteration 16Q (3270.798387 sec): 3 clusters Score: Raw -50377.140343 + Penalty 1457.649912 = -48919.490431 nChanged 3 SP:Iteration 17Q (3270.885090 sec): 3 clusters Score: Raw -50379.545166 + Penalty 1457.649912 = -48921.895255 nChanged 6 SP:Iteration 18Q (3270.974758 sec): 3 clusters Score: Raw -50385.140607 + Penalty 1457.649912 = -48927.490695 nChanged 9 SP:Iteration 19Q (3271.088280 sec): 3 clusters Score: Raw -50394.990449 + Penalty 1457.649912 = -48937.340537 nChanged 10 SP:Iteration 20F (3271.178400 sec): 3 clusters Score: Raw -50404.691340 + Penalty 1457.649912 = -48947.041428 nChanged 6 SP:Iteration 21Q (3271.263445 sec): 3 clusters Score: Raw -50408.865598 + Penalty 1457.649912 = -48951.215686 nChanged 4 SP:Iteration 22Q (3271.357890 sec): 3 clusters Score: Raw -50412.536037 + Penalty 1457.649912 = -48954.886126 nChanged 3 SP:Iteration 23Q (3271.436745 sec): 3 clusters Score: Raw -50414.823257 + Penalty 1457.649912 = -48957.173345 nChanged 3 SP:Iteration 24Q (3271.547207 sec): 3 clusters Score: Raw -50416.916106 + Penalty 1457.649912 = -48959.266194 nChanged 1 SP:Iteration 25Q (3271.613547 sec): 3 clusters Score: Raw -50417.466054 + Penalty 1457.649912 = -48959.816142 nChanged 1 SP:Iteration 26Q (3271.709150 sec): 3 clusters Score: Raw -50418.886581 + Penalty 1457.649912 = -48961.236669 nChanged 2 SP:Iteration 27Q (3271.808312 sec): 3 clusters Score: Raw -50419.573592 + Penalty 1457.649912 = -48961.923680 nChanged 1 SP:Iteration 28Q (3271.877813 sec): 3 clusters Score: Raw -50420.604753 + Penalty 1457.649912 = -48962.954841 nChanged 2 SP:Iteration 29Q (3271.980481 sec): 3 clusters Score: Raw -50423.203810 + Penalty 1457.649912 = -48965.553898 nChanged 3 SP:Iteration 30Q (3272.069792 sec): 3 clusters Score: Raw -50424.755397 + Penalty 1457.649912 = -48967.105485 nChanged 3 SP:Iteration 31Q (3272.167640 sec): 3 clusters Score: Raw -50427.376639 + Penalty 1457.649912 = -48969.726727 nChanged 1 SP:Iteration 32Q (3272.249224 sec): 3 clusters Score: Raw -50427.858306 + Penalty 1457.649912 = -48970.208395 nChanged 0 SP:Iteration 33F (3272.349073 sec): 3 clusters Score: Raw -50427.858306 + Penalty 1457.649912 = -48970.208395 nChanged 0 Trying to split cluster 10 (3851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3272.386709 sec): 2 clusters Score: Raw -204165.206476 + Penalty 866.889254 = -203298.317222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3272.502827 sec): 3 clusters Score: Raw -202145.989110 + Penalty 1733.778508 = -200412.210602 nChanged 1606 SP:Iteration 1F (3272.600802 sec): 3 clusters Score: Raw -203190.792942 + Penalty 1733.778508 = -201457.014434 nChanged 348 SP:Iteration 2F (3272.696938 sec): 3 clusters Score: Raw -203441.213013 + Penalty 1733.778508 = -201707.434505 nChanged 273 SP:Iteration 3F (3272.771375 sec): 3 clusters Score: Raw -203661.960545 + Penalty 1733.778508 = -201928.182036 nChanged 240 SP:Iteration 4F (3272.865115 sec): 3 clusters Score: Raw -203819.781294 + Penalty 1733.778508 = -202086.002786 nChanged 182 SP:Iteration 5Q (3272.946665 sec): 3 clusters Score: Raw -203947.891700 + Penalty 1733.778508 = -202214.113192 nChanged 159 SP:Iteration 6Q (3273.038665 sec): 3 clusters Score: Raw -204059.692828 + Penalty 1733.778508 = -202325.914320 nChanged 145 SP:Iteration 7Q (3273.138381 sec): 3 clusters Score: Raw -204167.932366 + Penalty 1733.778508 = -202434.153858 nChanged 130 SP:Iteration 8Q (3273.228884 sec): 3 clusters Score: Raw -204254.974461 + Penalty 1733.778508 = -202521.195953 nChanged 109 SP:Iteration 9Q (3273.300274 sec): 3 clusters Score: Raw -204330.706286 + Penalty 1733.778508 = -202596.927777 nChanged 79 SP:Iteration 10Q (3273.389180 sec): 3 clusters Score: Raw -204388.144352 + Penalty 1733.778508 = -202654.365844 nChanged 73 SP:Iteration 11Q (3273.473160 sec): 3 clusters Score: Raw -204436.854583 + Penalty 1733.778508 = -202703.076075 nChanged 57 SP:Iteration 12Q (3273.517137 sec): 3 clusters Score: Raw -204483.072835 + Penalty 1733.778508 = -202749.294327 nChanged 52 SP:Iteration 13Q (3273.550572 sec): 3 clusters Score: Raw -204536.634321 + Penalty 1733.778508 = -202802.855813 nChanged 40 SP:Iteration 14Q (3273.579045 sec): 3 clusters Score: Raw -204562.864826 + Penalty 1733.778508 = -202829.086318 nChanged 33 SP:Iteration 15Q (3273.607822 sec): 3 clusters Score: Raw -204585.815820 + Penalty 1733.778508 = -202852.037311 nChanged 22 SP:Iteration 16Q (3273.674614 sec): 3 clusters Score: Raw -204599.726708 + Penalty 1733.778508 = -202865.948200 nChanged 24 SP:Iteration 17Q (3273.784729 sec): 3 clusters Score: Raw -204618.510190 + Penalty 1733.778508 = -202884.731682 nChanged 29 SP:Iteration 18Q (3273.853323 sec): 3 clusters Score: Raw -204638.924592 + Penalty 1733.778508 = -202905.146084 nChanged 28 SP:Iteration 19Q (3273.946472 sec): 3 clusters Score: Raw -204658.346240 + Penalty 1733.778508 = -202924.567732 nChanged 25 SP:Iteration 20F (3274.004460 sec): 3 clusters Score: Raw -204670.140660 + Penalty 1733.778508 = -202936.362151 nChanged 9 SP:Iteration 21Q (3274.088450 sec): 3 clusters Score: Raw -204672.795344 + Penalty 1733.778508 = -202939.016835 nChanged 4 SP:Iteration 22Q (3274.178993 sec): 3 clusters Score: Raw -204674.160811 + Penalty 1733.778508 = -202940.382303 nChanged 3 SP:Iteration 23Q (3274.257478 sec): 3 clusters Score: Raw -204675.222744 + Penalty 1733.778508 = -202941.444236 nChanged 3 SP:Iteration 24Q (3274.343385 sec): 3 clusters Score: Raw -204675.843577 + Penalty 1733.778508 = -202942.065069 nChanged 3 SP:Iteration 25Q (3274.411336 sec): 3 clusters Score: Raw -204677.297765 + Penalty 1733.778508 = -202943.519257 nChanged 5 SP:Iteration 26Q (3274.480372 sec): 3 clusters Score: Raw -204678.720538 + Penalty 1733.778508 = -202944.942030 nChanged 2 SP:Iteration 27Q (3274.568128 sec): 3 clusters Score: Raw -204679.345581 + Penalty 1733.778508 = -202945.567073 nChanged 3 SP:Iteration 28Q (3274.640520 sec): 3 clusters Score: Raw -204680.977044 + Penalty 1733.778508 = -202947.198536 nChanged 1 SP:Iteration 29Q (3274.717997 sec): 3 clusters Score: Raw -204681.121232 + Penalty 1733.778508 = -202947.342724 nChanged 0 SP:Iteration 30F (3274.801102 sec): 3 clusters Score: Raw -204681.121232 + Penalty 1733.778508 = -202947.342724 nChanged 0 Trying to split cluster 11 (11975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3274.861203 sec): 2 clusters Score: Raw -678867.022282 + Penalty 986.010524 = -677881.011758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3274.946540 sec): 3 clusters Score: Raw -671685.791180 + Penalty 1972.021049 = -669713.770132 nChanged 5351 SP:Iteration 1F (3275.050975 sec): 3 clusters Score: Raw -674841.597604 + Penalty 1972.021049 = -672869.576556 nChanged 716 SP:Iteration 2F (3275.130919 sec): 3 clusters Score: Raw -675189.997562 + Penalty 1972.021049 = -673217.976513 nChanged 722 SP:Iteration 3F (3275.224433 sec): 3 clusters Score: Raw -675608.313301 + Penalty 1972.021049 = -673636.292252 nChanged 728 SP:Iteration 4F (3275.335804 sec): 3 clusters Score: Raw -676076.555267 + Penalty 1972.021049 = -674104.534218 nChanged 786 SP:Iteration 5F (3275.422295 sec): 3 clusters Score: Raw -676617.861353 + Penalty 1972.021049 = -674645.840304 nChanged 764 SP:Iteration 6F (3275.506802 sec): 3 clusters Score: Raw -677143.282132 + Penalty 1972.021049 = -675171.261083 nChanged 650 SP:Iteration 7F (3275.604597 sec): 3 clusters Score: Raw -677619.742880 + Penalty 1972.021049 = -675647.721832 nChanged 544 SP:Iteration 8Q (3275.686125 sec): 3 clusters Score: Raw -678028.576178 + Penalty 1972.021049 = -676056.555129 nChanged 396 SP:Iteration 9Q (3275.795209 sec): 3 clusters Score: Raw -678316.909886 + Penalty 1972.021049 = -676344.888837 nChanged 320 SP:Iteration 10Q (3275.874904 sec): 3 clusters Score: Raw -678541.460690 + Penalty 1972.021049 = -676569.439641 nChanged 212 SP:Iteration 11Q (3275.968060 sec): 3 clusters Score: Raw -678704.555945 + Penalty 1972.021049 = -676732.534896 nChanged 157 SP:Iteration 12Q (3276.053035 sec): 3 clusters Score: Raw -678831.271422 + Penalty 1972.021049 = -676859.250373 nChanged 108 SP:Iteration 13Q (3276.142708 sec): 3 clusters Score: Raw -678908.261118 + Penalty 1972.021049 = -676936.240069 nChanged 80 SP:Iteration 14Q (3276.232583 sec): 3 clusters Score: Raw -678953.630634 + Penalty 1972.021049 = -676981.609585 nChanged 56 SP:Iteration 15Q (3276.319790 sec): 3 clusters Score: Raw -678978.533764 + Penalty 1972.021049 = -677006.512715 nChanged 41 SP:Iteration 16Q (3276.409664 sec): 3 clusters Score: Raw -678995.446575 + Penalty 1972.021049 = -677023.425527 nChanged 30 SP:Iteration 17Q (3276.513761 sec): 3 clusters Score: Raw -679009.666073 + Penalty 1972.021049 = -677037.645024 nChanged 34 SP:Iteration 18Q (3276.594347 sec): 3 clusters Score: Raw -679026.034678 + Penalty 1972.021049 = -677054.013629 nChanged 30 SP:Iteration 19Q (3276.675668 sec): 3 clusters Score: Raw -679041.460708 + Penalty 1972.021049 = -677069.439659 nChanged 24 SP:Iteration 20F (3276.766466 sec): 3 clusters Score: Raw -679050.040476 + Penalty 1972.021049 = -677078.019428 nChanged 8 SP:Iteration 21Q (3276.844087 sec): 3 clusters Score: Raw -679054.570253 + Penalty 1972.021049 = -677082.549204 nChanged 4 SP:Iteration 22Q (3276.924687 sec): 3 clusters Score: Raw -679055.927560 + Penalty 1972.021049 = -677083.906511 nChanged 5 SP:Iteration 23Q (3277.021653 sec): 3 clusters Score: Raw -679056.971004 + Penalty 1972.021049 = -677084.949955 nChanged 4 SP:Iteration 24Q (3277.094192 sec): 3 clusters Score: Raw -679058.342843 + Penalty 1972.021049 = -677086.321794 nChanged 3 SP:Iteration 25Q (3277.187144 sec): 3 clusters Score: Raw -679059.387278 + Penalty 1972.021049 = -677087.366230 nChanged 3 SP:Iteration 26Q (3277.298421 sec): 3 clusters Score: Raw -679061.232396 + Penalty 1972.021049 = -677089.211348 nChanged 5 SP:Iteration 27Q (3277.433695 sec): 3 clusters Score: Raw -679062.995247 + Penalty 1972.021049 = -677090.974198 nChanged 4 SP:Iteration 28Q (3277.541439 sec): 3 clusters Score: Raw -679065.213297 + Penalty 1972.021049 = -677093.192248 nChanged 8 SP:Iteration 29Q (3277.655023 sec): 3 clusters Score: Raw -679066.996608 + Penalty 1972.021049 = -677094.975559 nChanged 3 SP:Iteration 30Q (3277.768650 sec): 3 clusters Score: Raw -679067.704699 + Penalty 1972.021049 = -677095.683650 nChanged 1 SP:Iteration 31Q (3277.908035 sec): 3 clusters Score: Raw -679067.812055 + Penalty 1972.021049 = -677095.791006 nChanged 0 SP:Iteration 32F (3278.043009 sec): 3 clusters Score: Raw -679067.812055 + Penalty 1972.021049 = -677095.791006 nChanged 0 Trying to split cluster 12 (1425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3278.115739 sec): 2 clusters Score: Raw -58993.806730 + Penalty 762.502345 = -58231.304386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3278.246474 sec): 3 clusters Score: Raw -58390.535294 + Penalty 1525.004689 = -56865.530604 nChanged 516 SP:Iteration 1F (3278.358447 sec): 3 clusters Score: Raw -58723.086047 + Penalty 1525.004689 = -57198.081357 nChanged 115 SP:Iteration 2F (3278.443807 sec): 3 clusters Score: Raw -58813.116002 + Penalty 1525.004689 = -57288.111313 nChanged 74 SP:Iteration 3F (3278.526371 sec): 3 clusters Score: Raw -58877.013835 + Penalty 1525.004689 = -57352.009145 nChanged 64 SP:Iteration 4Q (3278.609695 sec): 3 clusters Score: Raw -58925.297110 + Penalty 1525.004689 = -57400.292420 nChanged 47 SP:Iteration 5Q (3278.685112 sec): 3 clusters Score: Raw -58959.773415 + Penalty 1525.004689 = -57434.768726 nChanged 32 SP:Iteration 6Q (3278.769165 sec): 3 clusters Score: Raw -58981.529767 + Penalty 1525.004689 = -57456.525078 nChanged 21 SP:Iteration 7Q (3278.853695 sec): 3 clusters Score: Raw -58996.085572 + Penalty 1525.004689 = -57471.080883 nChanged 24 SP:Iteration 8Q (3278.965122 sec): 3 clusters Score: Raw -59017.500550 + Penalty 1525.004689 = -57492.495860 nChanged 17 SP:Iteration 9Q (3279.025707 sec): 3 clusters Score: Raw -59033.328548 + Penalty 1525.004689 = -57508.323859 nChanged 20 SP:Iteration 10Q (3279.100368 sec): 3 clusters Score: Raw -59051.991719 + Penalty 1525.004689 = -57526.987030 nChanged 24 SP:Iteration 11Q (3279.175968 sec): 3 clusters Score: Raw -59067.458921 + Penalty 1525.004689 = -57542.454232 nChanged 18 SP:Iteration 12Q (3279.262550 sec): 3 clusters Score: Raw -59077.464737 + Penalty 1525.004689 = -57552.460047 nChanged 13 SP:Iteration 13Q (3279.349828 sec): 3 clusters Score: Raw -59092.901361 + Penalty 1525.004689 = -57567.896672 nChanged 15 SP:Iteration 14Q (3279.438358 sec): 3 clusters Score: Raw -59101.082045 + Penalty 1525.004689 = -57576.077355 nChanged 10 SP:Iteration 15Q (3279.520779 sec): 3 clusters Score: Raw -59106.239687 + Penalty 1525.004689 = -57581.234998 nChanged 6 SP:Iteration 16Q (3279.616018 sec): 3 clusters Score: Raw -59108.851696 + Penalty 1525.004689 = -57583.847007 nChanged 6 SP:Iteration 17Q (3279.697575 sec): 3 clusters Score: Raw -59113.156387 + Penalty 1525.004689 = -57588.151697 nChanged 8 SP:Iteration 18Q (3279.786147 sec): 3 clusters Score: Raw -59120.488939 + Penalty 1525.004689 = -57595.484249 nChanged 10 SP:Iteration 19Q (3279.939916 sec): 3 clusters Score: Raw -59125.459206 + Penalty 1525.004689 = -57600.454517 nChanged 3 SP:Iteration 20F (3280.083146 sec): 3 clusters Score: Raw -59126.311817 + Penalty 1525.004689 = -57601.307127 nChanged 2 SP:Iteration 21Q (3280.171497 sec): 3 clusters Score: Raw -59127.577205 + Penalty 1525.004689 = -57602.572516 nChanged 4 SP:Iteration 22Q (3280.259595 sec): 3 clusters Score: Raw -59129.564041 + Penalty 1525.004689 = -57604.559351 nChanged 1 SP:Iteration 23Q (3280.339545 sec): 3 clusters Score: Raw -59130.716290 + Penalty 1525.004689 = -57605.711600 nChanged 3 SP:Iteration 24Q (3280.427866 sec): 3 clusters Score: Raw -59132.438675 + Penalty 1525.004689 = -57607.433986 nChanged 4 SP:Iteration 25Q (3280.507365 sec): 3 clusters Score: Raw -59135.219061 + Penalty 1525.004689 = -57610.214372 nChanged 6 SP:Iteration 26Q (3280.596240 sec): 3 clusters Score: Raw -59138.823038 + Penalty 1525.004689 = -57613.818348 nChanged 5 SP:Iteration 27Q (3280.684857 sec): 3 clusters Score: Raw -59142.631508 + Penalty 1525.004689 = -57617.626819 nChanged 9 SP:Iteration 28Q (3280.772870 sec): 3 clusters Score: Raw -59153.976686 + Penalty 1525.004689 = -57628.971997 nChanged 9 SP:Iteration 29Q (3280.861621 sec): 3 clusters Score: Raw -59161.882689 + Penalty 1525.004689 = -57636.877999 nChanged 11 SP:Iteration 30Q (3280.950415 sec): 3 clusters Score: Raw -59169.232555 + Penalty 1525.004689 = -57644.227866 nChanged 7 SP:Iteration 31Q (3281.050753 sec): 3 clusters Score: Raw -59173.855696 + Penalty 1525.004689 = -57648.851007 nChanged 7 SP:Iteration 32Q (3281.150191 sec): 3 clusters Score: Raw -59176.914311 + Penalty 1525.004689 = -57651.909622 nChanged 6 SP:Iteration 33Q (3281.251825 sec): 3 clusters Score: Raw -59180.089988 + Penalty 1525.004689 = -57655.085299 nChanged 3 SP:Iteration 34Q (3281.335914 sec): 3 clusters Score: Raw -59181.090770 + Penalty 1525.004689 = -57656.086080 nChanged 1 SP:Iteration 35Q (3281.426099 sec): 3 clusters Score: Raw -59181.357852 + Penalty 1525.004689 = -57656.353163 nChanged 0 SP:Iteration 36F (3281.537918 sec): 3 clusters Score: Raw -59181.357852 + Penalty 1525.004689 = -57656.353163 nChanged 0 Trying to split cluster 13 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3281.584035 sec): 2 clusters Score: Raw -42718.613604 + Penalty 716.673304 = -42001.940300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3281.665608 sec): 3 clusters Score: Raw -42369.188882 + Penalty 1433.346608 = -40935.842274 nChanged 298 SP:Iteration 1F (3281.734856 sec): 3 clusters Score: Raw -42602.003883 + Penalty 1433.346608 = -41168.657275 nChanged 70 SP:Iteration 2F (3281.836607 sec): 3 clusters Score: Raw -42690.648658 + Penalty 1433.346608 = -41257.302050 nChanged 51 SP:Iteration 3F (3281.898775 sec): 3 clusters Score: Raw -42743.604967 + Penalty 1433.346608 = -41310.258359 nChanged 34 SP:Iteration 4Q (3281.981119 sec): 3 clusters Score: Raw -42772.498948 + Penalty 1433.346608 = -41339.152340 nChanged 26 SP:Iteration 5Q (3282.043791 sec): 3 clusters Score: Raw -42792.344499 + Penalty 1433.346608 = -41358.997891 nChanged 15 SP:Iteration 6Q (3282.125387 sec): 3 clusters Score: Raw -42805.279643 + Penalty 1433.346608 = -41371.933036 nChanged 10 SP:Iteration 7Q (3282.207350 sec): 3 clusters Score: Raw -42814.774292 + Penalty 1433.346608 = -41381.427684 nChanged 5 SP:Iteration 8Q (3282.275555 sec): 3 clusters Score: Raw -42818.577407 + Penalty 1433.346608 = -41385.230800 nChanged 2 SP:Iteration 9Q (3282.357415 sec): 3 clusters Score: Raw -42823.178984 + Penalty 1433.346608 = -41389.832376 nChanged 7 SP:Iteration 10Q (3282.439497 sec): 3 clusters Score: Raw -42829.941056 + Penalty 1433.346608 = -41396.594448 nChanged 8 SP:Iteration 11Q (3282.521248 sec): 3 clusters Score: Raw -42835.815845 + Penalty 1433.346608 = -41402.469237 nChanged 4 SP:Iteration 12Q (3282.603062 sec): 3 clusters Score: Raw -42839.551754 + Penalty 1433.346608 = -41406.205147 nChanged 4 SP:Iteration 13Q (3282.685725 sec): 3 clusters Score: Raw -42841.736615 + Penalty 1433.346608 = -41408.390008 nChanged 1 SP:Iteration 14Q (3282.766890 sec): 3 clusters Score: Raw -42843.003272 + Penalty 1433.346608 = -41409.656665 nChanged 0 SP:Iteration 15F (3282.859637 sec): 3 clusters Score: Raw -42843.003272 + Penalty 1433.346608 = -41409.656665 nChanged 0 Trying to split cluster 14 (3522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3282.892215 sec): 2 clusters Score: Raw -189884.403971 + Penalty 857.512350 = -189026.891621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3282.988740 sec): 3 clusters Score: Raw -188106.870074 + Penalty 1715.024701 = -186391.845373 nChanged 1413 SP:Iteration 1F (3283.121565 sec): 3 clusters Score: Raw -188967.907629 + Penalty 1715.024701 = -187252.882929 nChanged 311 SP:Iteration 2F (3283.225145 sec): 3 clusters Score: Raw -189193.088699 + Penalty 1715.024701 = -187478.063998 nChanged 247 SP:Iteration 3F (3283.319274 sec): 3 clusters Score: Raw -189377.088331 + Penalty 1715.024701 = -187662.063630 nChanged 218 SP:Iteration 4F (3283.417755 sec): 3 clusters Score: Raw -189529.871146 + Penalty 1715.024701 = -187814.846445 nChanged 172 SP:Iteration 5Q (3283.511460 sec): 3 clusters Score: Raw -189638.493844 + Penalty 1715.024701 = -187923.469143 nChanged 137 SP:Iteration 6Q (3283.592172 sec): 3 clusters Score: Raw -189704.508894 + Penalty 1715.024701 = -187989.484193 nChanged 95 SP:Iteration 7Q (3283.689132 sec): 3 clusters Score: Raw -189757.816166 + Penalty 1715.024701 = -188042.791466 nChanged 84 SP:Iteration 8Q (3283.747898 sec): 3 clusters Score: Raw -189800.214405 + Penalty 1715.024701 = -188085.189704 nChanged 69 SP:Iteration 9Q (3283.838062 sec): 3 clusters Score: Raw -189834.859732 + Penalty 1715.024701 = -188119.835031 nChanged 63 SP:Iteration 10Q (3283.922054 sec): 3 clusters Score: Raw -189861.012528 + Penalty 1715.024701 = -188145.987827 nChanged 58 SP:Iteration 11Q (3284.006590 sec): 3 clusters Score: Raw -189879.752576 + Penalty 1715.024701 = -188164.727876 nChanged 41 SP:Iteration 12Q (3284.087416 sec): 3 clusters Score: Raw -189895.051938 + Penalty 1715.024701 = -188180.027237 nChanged 39 SP:Iteration 13Q (3284.173455 sec): 3 clusters Score: Raw -189907.543878 + Penalty 1715.024701 = -188192.519177 nChanged 40 SP:Iteration 14Q (3284.242658 sec): 3 clusters Score: Raw -189922.201654 + Penalty 1715.024701 = -188207.176954 nChanged 33 SP:Iteration 15Q (3284.334187 sec): 3 clusters Score: Raw -189934.777275 + Penalty 1715.024701 = -188219.752574 nChanged 40 SP:Iteration 16Q (3284.409823 sec): 3 clusters Score: Raw -189948.780342 + Penalty 1715.024701 = -188233.755642 nChanged 36 SP:Iteration 17Q (3284.487133 sec): 3 clusters Score: Raw -189962.646177 + Penalty 1715.024701 = -188247.621476 nChanged 39 SP:Iteration 18Q (3284.586150 sec): 3 clusters Score: Raw -189976.830515 + Penalty 1715.024701 = -188261.805815 nChanged 35 SP:Iteration 19Q (3284.671605 sec): 3 clusters Score: Raw -189991.969954 + Penalty 1715.024701 = -188276.945253 nChanged 37 SP:Iteration 20F (3284.745233 sec): 3 clusters Score: Raw -190008.615406 + Penalty 1715.024701 = -188293.590705 nChanged 37 SP:Iteration 21Q (3284.819350 sec): 3 clusters Score: Raw -190022.319414 + Penalty 1715.024701 = -188307.294713 nChanged 40 SP:Iteration 22Q (3284.916767 sec): 3 clusters Score: Raw -190037.195901 + Penalty 1715.024701 = -188322.171200 nChanged 35 SP:Iteration 23Q (3285.003805 sec): 3 clusters Score: Raw -190052.052019 + Penalty 1715.024701 = -188337.027319 nChanged 36 SP:Iteration 24Q (3285.094732 sec): 3 clusters Score: Raw -190067.829202 + Penalty 1715.024701 = -188352.804502 nChanged 37 SP:Iteration 25Q (3285.166325 sec): 3 clusters Score: Raw -190084.496513 + Penalty 1715.024701 = -188369.471812 nChanged 41 SP:Iteration 26Q (3285.263683 sec): 3 clusters Score: Raw -190096.869296 + Penalty 1715.024701 = -188381.844596 nChanged 29 SP:Iteration 27Q (3285.339848 sec): 3 clusters Score: Raw -190107.456880 + Penalty 1715.024701 = -188392.432179 nChanged 25 SP:Iteration 28Q (3285.434052 sec): 3 clusters Score: Raw -190117.085837 + Penalty 1715.024701 = -188402.061136 nChanged 15 SP:Iteration 29Q (3285.516223 sec): 3 clusters Score: Raw -190122.894963 + Penalty 1715.024701 = -188407.870262 nChanged 11 SP:Iteration 30Q (3285.607580 sec): 3 clusters Score: Raw -190128.200626 + Penalty 1715.024701 = -188413.175926 nChanged 12 SP:Iteration 31Q (3285.682121 sec): 3 clusters Score: Raw -190134.304187 + Penalty 1715.024701 = -188419.279486 nChanged 17 SP:Iteration 32Q (3285.770329 sec): 3 clusters Score: Raw -190141.721531 + Penalty 1715.024701 = -188426.696831 nChanged 16 SP:Iteration 33Q (3285.846113 sec): 3 clusters Score: Raw -190146.445600 + Penalty 1715.024701 = -188431.420900 nChanged 17 SP:Iteration 34Q (3285.922713 sec): 3 clusters Score: Raw -190155.514004 + Penalty 1715.024701 = -188440.489303 nChanged 15 SP:Iteration 35Q (3286.010865 sec): 3 clusters Score: Raw -190161.188980 + Penalty 1715.024701 = -188446.164279 nChanged 16 SP:Iteration 36Q (3286.102607 sec): 3 clusters Score: Raw -190171.280976 + Penalty 1715.024701 = -188456.256275 nChanged 16 SP:Iteration 37Q (3286.185495 sec): 3 clusters Score: Raw -190179.744751 + Penalty 1715.024701 = -188464.720050 nChanged 12 SP:Iteration 38Q (3286.280666 sec): 3 clusters Score: Raw -190183.769158 + Penalty 1715.024701 = -188468.744457 nChanged 14 SP:Iteration 39Q (3286.358823 sec): 3 clusters Score: Raw -190190.329579 + Penalty 1715.024701 = -188475.304878 nChanged 16 SP:Iteration 40F (3286.427005 sec): 3 clusters Score: Raw -190195.148849 + Penalty 1715.024701 = -188480.124148 nChanged 14 SP:Iteration 41Q (3286.514170 sec): 3 clusters Score: Raw -190201.058439 + Penalty 1715.024701 = -188486.033738 nChanged 18 SP:Iteration 42Q (3286.613521 sec): 3 clusters Score: Raw -190206.601702 + Penalty 1715.024701 = -188491.577001 nChanged 14 SP:Iteration 43Q (3286.693113 sec): 3 clusters Score: Raw -190212.175182 + Penalty 1715.024701 = -188497.150482 nChanged 21 SP:Iteration 44Q (3286.758474 sec): 3 clusters Score: Raw -190217.933186 + Penalty 1715.024701 = -188502.908485 nChanged 14 SP:Iteration 45Q (3286.837052 sec): 3 clusters Score: Raw -190220.542916 + Penalty 1715.024701 = -188505.518215 nChanged 13 SP:Iteration 46Q (3286.939107 sec): 3 clusters Score: Raw -190223.423358 + Penalty 1715.024701 = -188508.398657 nChanged 7 SP:Iteration 47Q (3287.008101 sec): 3 clusters Score: Raw -190225.137582 + Penalty 1715.024701 = -188510.112881 nChanged 6 SP:Iteration 48Q (3287.086188 sec): 3 clusters Score: Raw -190226.933432 + Penalty 1715.024701 = -188511.908731 nChanged 5 SP:Iteration 49Q (3287.149218 sec): 3 clusters Score: Raw -190228.283526 + Penalty 1715.024701 = -188513.258825 nChanged 5 SP:Iteration 50Q (3287.227079 sec): 3 clusters Score: Raw -190229.166805 + Penalty 1715.024701 = -188514.142104 nChanged 4 SP:Iteration 51Q (3287.298574 sec): 3 clusters Score: Raw -190229.710093 + Penalty 1715.024701 = -188514.685393 nChanged 2 SP:Iteration 52Q (3287.381737 sec): 3 clusters Score: Raw -190230.089042 + Penalty 1715.024701 = -188515.064341 nChanged 1 SP:Iteration 53Q (3287.463669 sec): 3 clusters Score: Raw -190230.213438 + Penalty 1715.024701 = -188515.188737 nChanged 0 SP:Iteration 54F (3287.544352 sec): 3 clusters Score: Raw -190230.213438 + Penalty 1715.024701 = -188515.188737 nChanged 0 Trying to split cluster 15 (2432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3287.594685 sec): 2 clusters Score: Raw -118973.777702 + Penalty 818.629271 = -118155.148431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3287.670013 sec): 3 clusters Score: Raw -117765.832912 + Penalty 1637.258541 = -116128.574371 nChanged 939 SP:Iteration 1F (3287.760007 sec): 3 clusters Score: Raw -118384.739790 + Penalty 1637.258541 = -116747.481249 nChanged 238 SP:Iteration 2F (3287.819691 sec): 3 clusters Score: Raw -118579.775002 + Penalty 1637.258541 = -116942.516461 nChanged 177 SP:Iteration 3F (3287.922410 sec): 3 clusters Score: Raw -118725.824114 + Penalty 1637.258541 = -117088.565573 nChanged 146 SP:Iteration 4F (3287.989905 sec): 3 clusters Score: Raw -118838.795696 + Penalty 1637.258541 = -117201.537155 nChanged 111 SP:Iteration 5Q (3288.075406 sec): 3 clusters Score: Raw -118922.653934 + Penalty 1637.258541 = -117285.395393 nChanged 84 SP:Iteration 6Q (3288.148954 sec): 3 clusters Score: Raw -118970.561655 + Penalty 1637.258541 = -117333.303114 nChanged 57 SP:Iteration 7Q (3288.226738 sec): 3 clusters Score: Raw -119005.175800 + Penalty 1637.258541 = -117367.917259 nChanged 57 SP:Iteration 8Q (3288.305939 sec): 3 clusters Score: Raw -119035.071907 + Penalty 1637.258541 = -117397.813366 nChanged 35 SP:Iteration 9Q (3288.374535 sec): 3 clusters Score: Raw -119051.244976 + Penalty 1637.258541 = -117413.986435 nChanged 40 SP:Iteration 10Q (3288.475791 sec): 3 clusters Score: Raw -119069.866806 + Penalty 1637.258541 = -117432.608265 nChanged 35 SP:Iteration 11Q (3288.557681 sec): 3 clusters Score: Raw -119083.160426 + Penalty 1637.258541 = -117445.901885 nChanged 24 SP:Iteration 12Q (3288.635684 sec): 3 clusters Score: Raw -119094.397382 + Penalty 1637.258541 = -117457.138841 nChanged 22 SP:Iteration 13Q (3288.710282 sec): 3 clusters Score: Raw -119104.093367 + Penalty 1637.258541 = -117466.834826 nChanged 19 SP:Iteration 14Q (3288.783860 sec): 3 clusters Score: Raw -119115.453576 + Penalty 1637.258541 = -117478.195035 nChanged 26 SP:Iteration 15Q (3288.858859 sec): 3 clusters Score: Raw -119129.071650 + Penalty 1637.258541 = -117491.813109 nChanged 21 SP:Iteration 16Q (3288.937145 sec): 3 clusters Score: Raw -119140.720179 + Penalty 1637.258541 = -117503.461638 nChanged 16 SP:Iteration 17Q (3289.037467 sec): 3 clusters Score: Raw -119147.202367 + Penalty 1637.258541 = -117509.943826 nChanged 19 SP:Iteration 18Q (3289.119663 sec): 3 clusters Score: Raw -119154.883220 + Penalty 1637.258541 = -117517.624679 nChanged 21 SP:Iteration 19Q (3289.189388 sec): 3 clusters Score: Raw -119165.249208 + Penalty 1637.258541 = -117527.990667 nChanged 29 SP:Iteration 20F (3289.266920 sec): 3 clusters Score: Raw -119181.447318 + Penalty 1637.258541 = -117544.188777 nChanged 29 SP:Iteration 21Q (3289.342370 sec): 3 clusters Score: Raw -119197.680357 + Penalty 1637.258541 = -117560.421816 nChanged 27 SP:Iteration 22Q (3289.423186 sec): 3 clusters Score: Raw -119214.023489 + Penalty 1637.258541 = -117576.764948 nChanged 23 SP:Iteration 23Q (3289.519154 sec): 3 clusters Score: Raw -119224.530291 + Penalty 1637.258541 = -117587.271750 nChanged 22 SP:Iteration 24Q (3289.579752 sec): 3 clusters Score: Raw -119236.978545 + Penalty 1637.258541 = -117599.720004 nChanged 17 SP:Iteration 25Q (3289.664606 sec): 3 clusters Score: Raw -119245.351509 + Penalty 1637.258541 = -117608.092968 nChanged 21 SP:Iteration 26Q (3289.737700 sec): 3 clusters Score: Raw -119256.114262 + Penalty 1637.258541 = -117618.855721 nChanged 17 SP:Iteration 27Q (3289.820470 sec): 3 clusters Score: Raw -119265.328098 + Penalty 1637.258541 = -117628.069557 nChanged 22 SP:Iteration 28Q (3289.896871 sec): 3 clusters Score: Raw -119279.984679 + Penalty 1637.258541 = -117642.726138 nChanged 24 SP:Iteration 29Q (3289.983616 sec): 3 clusters Score: Raw -119290.526651 + Penalty 1637.258541 = -117653.268110 nChanged 16 SP:Iteration 30Q (3290.069002 sec): 3 clusters Score: Raw -119297.535261 + Penalty 1637.258541 = -117660.276720 nChanged 14 SP:Iteration 31Q (3290.150987 sec): 3 clusters Score: Raw -119303.518747 + Penalty 1637.258541 = -117666.260206 nChanged 10 SP:Iteration 32Q (3290.228936 sec): 3 clusters Score: Raw -119306.836544 + Penalty 1637.258541 = -117669.578003 nChanged 8 SP:Iteration 33Q (3290.322469 sec): 3 clusters Score: Raw -119310.897440 + Penalty 1637.258541 = -117673.638899 nChanged 12 SP:Iteration 34Q (3290.395932 sec): 3 clusters Score: Raw -119315.271334 + Penalty 1637.258541 = -117678.012793 nChanged 7 SP:Iteration 35Q (3290.500054 sec): 3 clusters Score: Raw -119317.887831 + Penalty 1637.258541 = -117680.629290 nChanged 4 SP:Iteration 36Q (3290.574992 sec): 3 clusters Score: Raw -119318.429814 + Penalty 1637.258541 = -117681.171273 nChanged 0 SP:Iteration 37F (3290.636456 sec): 3 clusters Score: Raw -119318.429814 + Penalty 1637.258541 = -117681.171273 nChanged 0 Trying to split cluster 16 (2317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3290.668819 sec): 2 clusters Score: Raw -112128.422587 + Penalty 813.542995 = -111314.879592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3290.750260 sec): 3 clusters Score: Raw -110939.244487 + Penalty 1627.085990 = -109312.158497 nChanged 904 SP:Iteration 1F (3290.827435 sec): 3 clusters Score: Raw -111510.804133 + Penalty 1627.085990 = -109883.718143 nChanged 194 SP:Iteration 2F (3290.926094 sec): 3 clusters Score: Raw -111638.496803 + Penalty 1627.085990 = -110011.410813 nChanged 122 SP:Iteration 3F (3290.990331 sec): 3 clusters Score: Raw -111723.591761 + Penalty 1627.085990 = -110096.505771 nChanged 121 SP:Iteration 4F (3291.077965 sec): 3 clusters Score: Raw -111835.384510 + Penalty 1627.085990 = -110208.298519 nChanged 106 SP:Iteration 5Q (3291.134670 sec): 3 clusters Score: Raw -111924.079698 + Penalty 1627.085990 = -110296.993707 nChanged 98 SP:Iteration 6Q (3291.209564 sec): 3 clusters Score: Raw -111996.150169 + Penalty 1627.085990 = -110369.064179 nChanged 82 SP:Iteration 7Q (3291.287318 sec): 3 clusters Score: Raw -112069.100454 + Penalty 1627.085990 = -110442.014464 nChanged 81 SP:Iteration 8Q (3291.370563 sec): 3 clusters Score: Raw -112126.717327 + Penalty 1627.085990 = -110499.631336 nChanged 69 SP:Iteration 9Q (3291.420146 sec): 3 clusters Score: Raw -112169.911260 + Penalty 1627.085990 = -110542.825270 nChanged 56 SP:Iteration 10Q (3291.474146 sec): 3 clusters Score: Raw -112200.495549 + Penalty 1627.085990 = -110573.409559 nChanged 47 SP:Iteration 11Q (3291.550582 sec): 3 clusters Score: Raw -112228.381039 + Penalty 1627.085990 = -110601.295049 nChanged 37 SP:Iteration 12Q (3291.639378 sec): 3 clusters Score: Raw -112249.346377 + Penalty 1627.085990 = -110622.260387 nChanged 36 SP:Iteration 13Q (3291.734109 sec): 3 clusters Score: Raw -112265.109677 + Penalty 1627.085990 = -110638.023687 nChanged 31 SP:Iteration 14Q (3291.807052 sec): 3 clusters Score: Raw -112280.204732 + Penalty 1627.085990 = -110653.118742 nChanged 27 SP:Iteration 15Q (3291.885992 sec): 3 clusters Score: Raw -112293.265929 + Penalty 1627.085990 = -110666.179939 nChanged 22 SP:Iteration 16Q (3291.979485 sec): 3 clusters Score: Raw -112302.139929 + Penalty 1627.085990 = -110675.053938 nChanged 20 SP:Iteration 17Q (3292.068300 sec): 3 clusters Score: Raw -112309.965545 + Penalty 1627.085990 = -110682.879554 nChanged 11 SP:Iteration 18Q (3292.140657 sec): 3 clusters Score: Raw -112313.571754 + Penalty 1627.085990 = -110686.485764 nChanged 17 SP:Iteration 19Q (3292.242089 sec): 3 clusters Score: Raw -112319.045740 + Penalty 1627.085990 = -110691.959750 nChanged 10 SP:Iteration 20F (3292.310445 sec): 3 clusters Score: Raw -112323.750168 + Penalty 1627.085990 = -110696.664177 nChanged 12 SP:Iteration 21Q (3292.396685 sec): 3 clusters Score: Raw -112328.099314 + Penalty 1627.085990 = -110701.013324 nChanged 9 SP:Iteration 22Q (3292.471247 sec): 3 clusters Score: Raw -112330.753987 + Penalty 1627.085990 = -110703.667997 nChanged 9 SP:Iteration 23Q (3292.540562 sec): 3 clusters Score: Raw -112333.158465 + Penalty 1627.085990 = -110706.072475 nChanged 6 SP:Iteration 24Q (3292.618519 sec): 3 clusters Score: Raw -112334.083141 + Penalty 1627.085990 = -110706.997151 nChanged 3 SP:Iteration 25Q (3292.704642 sec): 3 clusters Score: Raw -112335.174925 + Penalty 1627.085990 = -110708.088935 nChanged 6 SP:Iteration 26Q (3292.792841 sec): 3 clusters Score: Raw -112337.713923 + Penalty 1627.085990 = -110710.627933 nChanged 7 SP:Iteration 27Q (3292.868394 sec): 3 clusters Score: Raw -112339.891390 + Penalty 1627.085990 = -110712.805400 nChanged 5 SP:Iteration 28Q (3292.957768 sec): 3 clusters Score: Raw -112342.682702 + Penalty 1627.085990 = -110715.596712 nChanged 9 SP:Iteration 29Q (3293.044241 sec): 3 clusters Score: Raw -112346.062583 + Penalty 1627.085990 = -110718.976593 nChanged 9 SP:Iteration 30Q (3293.135004 sec): 3 clusters Score: Raw -112349.004794 + Penalty 1627.085990 = -110721.918804 nChanged 9 SP:Iteration 31Q (3293.203962 sec): 3 clusters Score: Raw -112352.581619 + Penalty 1627.085990 = -110725.495629 nChanged 8 SP:Iteration 32Q (3293.281676 sec): 3 clusters Score: Raw -112355.426174 + Penalty 1627.085990 = -110728.340184 nChanged 2 SP:Iteration 33Q (3293.364476 sec): 3 clusters Score: Raw -112356.703133 + Penalty 1627.085990 = -110729.617143 nChanged 3 SP:Iteration 34Q (3293.427197 sec): 3 clusters Score: Raw -112357.568851 + Penalty 1627.085990 = -110730.482861 nChanged 2 SP:Iteration 35Q (3293.505722 sec): 3 clusters Score: Raw -112358.140945 + Penalty 1627.085990 = -110731.054954 nChanged 1 SP:Iteration 36Q (3293.590886 sec): 3 clusters Score: Raw -112358.310898 + Penalty 1627.085990 = -110731.224908 nChanged 2 SP:Iteration 37Q (3293.670462 sec): 3 clusters Score: Raw -112358.728130 + Penalty 1627.085990 = -110731.642139 nChanged 2 SP:Iteration 38Q (3293.768866 sec): 3 clusters Score: Raw -112359.507915 + Penalty 1627.085990 = -110732.421925 nChanged 4 SP:Iteration 39Q (3293.843047 sec): 3 clusters Score: Raw -112361.120192 + Penalty 1627.085990 = -110734.034201 nChanged 3 SP:Iteration 40F (3293.916186 sec): 3 clusters Score: Raw -112361.884783 + Penalty 1627.085990 = -110734.798793 nChanged 0 Iteration 179Q (3294.824836 sec): 17 clusters Score: Raw -2009656.966961 + Penalty 17845.222534 = -1991811.744427 nChanged 44 Iteration 180F (3295.898356 sec): 17 clusters Score: Raw -2009665.436585 + Penalty 17845.222534 = -1991820.214051 nChanged 43 Iteration 181Q (3296.921597 sec): 17 clusters Score: Raw -2009672.683259 + Penalty 17845.222534 = -1991827.460725 nChanged 35 Iteration 182Q (3297.989073 sec): 17 clusters Score: Raw -2009677.783032 + Penalty 17845.222534 = -1991832.560498 nChanged 29 Iteration 183Q (3299.101946 sec): 17 clusters Score: Raw -2009682.728470 + Penalty 17845.222534 = -1991837.505936 nChanged 37 Iteration 184Q (3300.177323 sec): 17 clusters Score: Raw -2009687.750587 + Penalty 17845.222534 = -1991842.528053 nChanged 27 Iteration 185Q (3301.241854 sec): 17 clusters Score: Raw -2009692.092131 + Penalty 17845.222534 = -1991846.869597 nChanged 29 Iteration 186Q (3302.360782 sec): 17 clusters Score: Raw -2009697.741283 + Penalty 17845.222534 = -1991852.518749 nChanged 34 Iteration 187Q (3303.456102 sec): 17 clusters Score: Raw -2009703.359498 + Penalty 17845.222534 = -1991858.136964 nChanged 28 Iteration 188Q (3304.539472 sec): 17 clusters Score: Raw -2009708.916073 + Penalty 17845.222534 = -1991863.693539 nChanged 41 Iteration 189Q (3305.442553 sec): 17 clusters Score: Raw -2009719.944988 + Penalty 17845.222534 = -1991874.722454 nChanged 47 Iteration 190Q (3306.359765 sec): 17 clusters Score: Raw -2009733.233288 + Penalty 17845.222534 = -1991888.010754 nChanged 50 Iteration 191Q (3307.286877 sec): 17 clusters Score: Raw -2009746.503802 + Penalty 17845.222534 = -1991901.281268 nChanged 40 Iteration 192Q (3308.138193 sec): 17 clusters Score: Raw -2009756.583506 + Penalty 17845.222534 = -1991911.360971 nChanged 34 Iteration 193Q (3309.044216 sec): 17 clusters Score: Raw -2009764.013177 + Penalty 17845.222534 = -1991918.790643 nChanged 31 Iteration 194Q (3309.925723 sec): 17 clusters Score: Raw -2009769.681966 + Penalty 17845.222534 = -1991924.459432 nChanged 24 Iteration 195Q (3310.816463 sec): 17 clusters Score: Raw -2009773.212657 + Penalty 17845.222534 = -1991927.990123 nChanged 14 Iteration 196Q (3311.668735 sec): 17 clusters Score: Raw -2009775.937841 + Penalty 17845.222534 = -1991930.715306 nChanged 12 Iteration 197Q (3312.704622 sec): 17 clusters Score: Raw -2009777.978288 + Penalty 17845.222534 = -1991932.755754 nChanged 11 Iteration 198Q (3313.814004 sec): 17 clusters Score: Raw -2009779.706753 + Penalty 17845.222534 = -1991934.484219 nChanged 12 Iteration 199Q (3314.952109 sec): 17 clusters Score: Raw -2009781.613340 + Penalty 17845.222534 = -1991936.390806 nChanged 11 Iteration 200F (3316.194488 sec): 17 clusters Score: Raw -2009783.218018 + Penalty 17845.222534 = -1991937.995484 nChanged 8 Iteration 201Q (3317.295516 sec): 17 clusters Score: Raw -2009784.127651 + Penalty 17845.222534 = -1991938.905117 nChanged 3 Iteration 202Q (3318.393650 sec): 17 clusters Score: Raw -2009784.426594 + Penalty 17845.222534 = -1991939.204060 nChanged 2 Iteration 203Q (3319.420934 sec): 17 clusters Score: Raw -2009784.606088 + Penalty 17845.222534 = -1991939.383554 nChanged 2 Iteration 204Q (3320.293282 sec): 17 clusters Score: Raw -2009784.732438 + Penalty 17845.222534 = -1991939.509903 nChanged 1 Iteration 205Q (3321.156862 sec): 17 clusters Score: Raw -2009785.020372 + Penalty 17845.222534 = -1991939.797838 nChanged 3 Iteration 206Q (3322.028402 sec): 17 clusters Score: Raw -2009785.593697 + Penalty 17845.222534 = -1991940.371163 nChanged 5 Iteration 207Q (3322.912112 sec): 17 clusters Score: Raw -2009786.230049 + Penalty 17845.222534 = -1991941.007515 nChanged 4 Iteration 208Q (3323.700747 sec): 17 clusters Score: Raw -2009786.804285 + Penalty 17845.222534 = -1991941.581751 nChanged 2 Iteration 209Q (3324.366297 sec): 17 clusters Score: Raw -2009787.104703 + Penalty 17845.222534 = -1991941.882169 nChanged 1 Iteration 210Q (3325.057599 sec): 17 clusters Score: Raw -2009787.219589 + Penalty 17845.222534 = -1991941.997055 nChanged 3 Iteration 211Q (3325.878103 sec): 17 clusters Score: Raw -2009787.330591 + Penalty 17845.222534 = -1991942.108057 nChanged 1 Iteration 212Q (3326.771636 sec): 17 clusters Score: Raw -2009787.372071 + Penalty 17845.222534 = -1991942.149537 nChanged 0 Iteration 213F (3327.785181 sec): 17 clusters Score: Raw -2009787.372071 + Penalty 17845.222534 = -1991942.149537 nChanged 0 Compute initial score before splitting: Score: Raw -2009787.372071 + Penalty 17845.222534 = -1991942.149537 Trying to split cluster 1 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3327.856749 sec): 2 clusters Score: Raw -16695.960586 + Penalty 661.967124 = -16033.993462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3327.903405 sec): 3 clusters Score: Raw -16647.556684 + Penalty 1323.934249 = -15323.622436 nChanged 182 SP:Iteration 1F (3327.994349 sec): 3 clusters Score: Raw -16986.883872 + Penalty 1323.934249 = -15662.949624 nChanged 51 SP:Iteration 2F (3328.051088 sec): 3 clusters Score: Raw -17087.601872 + Penalty 1323.934249 = -15763.667624 nChanged 28 SP:Iteration 3F (3328.144331 sec): 3 clusters Score: Raw -17135.398780 + Penalty 1323.934249 = -15811.464532 nChanged 12 SP:Iteration 4Q (3328.228247 sec): 3 clusters Score: Raw -17152.558672 + Penalty 1323.934249 = -15828.624424 nChanged 7 SP:Iteration 5Q (3328.318116 sec): 3 clusters Score: Raw -17164.419865 + Penalty 1323.934249 = -15840.485617 nChanged 7 SP:Iteration 6Q (3328.409816 sec): 3 clusters Score: Raw -17170.556787 + Penalty 1323.934249 = -15846.622539 nChanged 3 SP:Iteration 7Q (3328.509372 sec): 3 clusters Score: Raw -17176.140012 + Penalty 1323.934249 = -15852.205764 nChanged 3 SP:Iteration 8Q (3328.599407 sec): 3 clusters Score: Raw -17190.175858 + Penalty 1323.934249 = -15866.241609 nChanged 4 SP:Iteration 9Q (3328.686590 sec): 3 clusters Score: Raw -17197.589041 + Penalty 1323.934249 = -15873.654793 nChanged 3 SP:Iteration 10Q (3328.771800 sec): 3 clusters Score: Raw -17203.176783 + Penalty 1323.934249 = -15879.242534 nChanged 1 SP:Iteration 11Q (3328.858737 sec): 3 clusters Score: Raw -17206.146637 + Penalty 1323.934249 = -15882.212388 nChanged 1 SP:Iteration 12Q (3328.944923 sec): 3 clusters Score: Raw -17207.073390 + Penalty 1323.934249 = -15883.139141 nChanged 2 SP:Iteration 13Q (3329.031059 sec): 3 clusters Score: Raw -17208.861732 + Penalty 1323.934249 = -15884.927484 nChanged 1 SP:Iteration 14Q (3329.117908 sec): 3 clusters Score: Raw -17209.845484 + Penalty 1323.934249 = -15885.911235 nChanged 1 SP:Iteration 15Q (3329.204956 sec): 3 clusters Score: Raw -17211.344340 + Penalty 1323.934249 = -15887.410092 nChanged 1 SP:Iteration 16Q (3329.291792 sec): 3 clusters Score: Raw -17212.509781 + Penalty 1323.934249 = -15888.575532 nChanged 1 SP:Iteration 17Q (3329.376926 sec): 3 clusters Score: Raw -17214.929951 + Penalty 1323.934249 = -15890.995703 nChanged 1 SP:Iteration 18Q (3329.463646 sec): 3 clusters Score: Raw -17222.723753 + Penalty 1323.934249 = -15898.789505 nChanged 2 SP:Iteration 19Q (3329.550171 sec): 3 clusters Score: Raw -17230.911028 + Penalty 1323.934249 = -15906.976779 nChanged 4 SP:Iteration 20F (3329.620675 sec): 3 clusters Score: Raw -17240.468878 + Penalty 1323.934249 = -15916.534630 nChanged 3 SP:Iteration 21Q (3329.703618 sec): 3 clusters Score: Raw -17245.914698 + Penalty 1323.934249 = -15921.980450 nChanged 1 SP:Iteration 22Q (3329.776909 sec): 3 clusters Score: Raw -17246.836111 + Penalty 1323.934249 = -15922.901862 nChanged 0 SP:Iteration 23F (3329.889742 sec): 3 clusters Score: Raw -17246.836111 + Penalty 1323.934249 = -15922.901862 nChanged 0 Trying to split cluster 2 (2072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3329.963228 sec): 2 clusters Score: Raw -105212.949448 + Penalty 801.808308 = -104411.141140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3330.054525 sec): 3 clusters Score: Raw -104193.121419 + Penalty 1603.616617 = -102589.504802 nChanged 833 SP:Iteration 1F (3330.162257 sec): 3 clusters Score: Raw -104739.448743 + Penalty 1603.616617 = -103135.832126 nChanged 226 SP:Iteration 2F (3330.255048 sec): 3 clusters Score: Raw -104947.972582 + Penalty 1603.616617 = -103344.355965 nChanged 166 SP:Iteration 3F (3330.342859 sec): 3 clusters Score: Raw -105080.454242 + Penalty 1603.616617 = -103476.837626 nChanged 124 SP:Iteration 4F (3330.432102 sec): 3 clusters Score: Raw -105182.000082 + Penalty 1603.616617 = -103578.383465 nChanged 101 SP:Iteration 5Q (3330.520250 sec): 3 clusters Score: Raw -105253.538701 + Penalty 1603.616617 = -103649.922084 nChanged 61 SP:Iteration 6Q (3330.602527 sec): 3 clusters Score: Raw -105296.569967 + Penalty 1603.616617 = -103692.953350 nChanged 52 SP:Iteration 7Q (3330.686914 sec): 3 clusters Score: Raw -105325.907066 + Penalty 1603.616617 = -103722.290449 nChanged 34 SP:Iteration 8Q (3330.828472 sec): 3 clusters Score: Raw -105343.555503 + Penalty 1603.616617 = -103739.938886 nChanged 24 SP:Iteration 9Q (3330.916640 sec): 3 clusters Score: Raw -105354.132159 + Penalty 1603.616617 = -103750.515543 nChanged 14 SP:Iteration 10Q (3331.035042 sec): 3 clusters Score: Raw -105359.375201 + Penalty 1603.616617 = -103755.758585 nChanged 10 SP:Iteration 11Q (3331.125775 sec): 3 clusters Score: Raw -105365.014932 + Penalty 1603.616617 = -103761.398315 nChanged 13 SP:Iteration 12Q (3331.208743 sec): 3 clusters Score: Raw -105370.900262 + Penalty 1603.616617 = -103767.283645 nChanged 14 SP:Iteration 13Q (3331.298838 sec): 3 clusters Score: Raw -105377.269065 + Penalty 1603.616617 = -103773.652448 nChanged 14 SP:Iteration 14Q (3331.389643 sec): 3 clusters Score: Raw -105382.969288 + Penalty 1603.616617 = -103779.352671 nChanged 14 SP:Iteration 15Q (3331.487299 sec): 3 clusters Score: Raw -105387.261871 + Penalty 1603.616617 = -103783.645254 nChanged 6 SP:Iteration 16Q (3331.580996 sec): 3 clusters Score: Raw -105389.451133 + Penalty 1603.616617 = -103785.834516 nChanged 3 SP:Iteration 17Q (3331.672146 sec): 3 clusters Score: Raw -105390.282242 + Penalty 1603.616617 = -103786.665625 nChanged 1 SP:Iteration 18Q (3331.770854 sec): 3 clusters Score: Raw -105390.416979 + Penalty 1603.616617 = -103786.800363 nChanged 1 SP:Iteration 19Q (3331.876469 sec): 3 clusters Score: Raw -105390.499662 + Penalty 1603.616617 = -103786.883045 nChanged 1 SP:Iteration 20F (3331.960750 sec): 3 clusters Score: Raw -105390.803618 + Penalty 1603.616617 = -103787.187001 nChanged 2 SP:Iteration 21Q (3332.042331 sec): 3 clusters Score: Raw -105391.197579 + Penalty 1603.616617 = -103787.580962 nChanged 2 SP:Iteration 22Q (3332.125950 sec): 3 clusters Score: Raw -105391.504143 + Penalty 1603.616617 = -103787.887526 nChanged 3 SP:Iteration 23Q (3332.209413 sec): 3 clusters Score: Raw -105392.004071 + Penalty 1603.616617 = -103788.387454 nChanged 3 SP:Iteration 24Q (3332.293720 sec): 3 clusters Score: Raw -105392.482943 + Penalty 1603.616617 = -103788.866326 nChanged 1 SP:Iteration 25Q (3332.377951 sec): 3 clusters Score: Raw -105392.711536 + Penalty 1603.616617 = -103789.094919 nChanged 3 SP:Iteration 26Q (3332.462140 sec): 3 clusters Score: Raw -105393.812393 + Penalty 1603.616617 = -103790.195776 nChanged 1 SP:Iteration 27Q (3332.567355 sec): 3 clusters Score: Raw -105394.547446 + Penalty 1603.616617 = -103790.930830 nChanged 4 SP:Iteration 28Q (3332.651329 sec): 3 clusters Score: Raw -105395.575354 + Penalty 1603.616617 = -103791.958737 nChanged 2 SP:Iteration 29Q (3332.765075 sec): 3 clusters Score: Raw -105396.371299 + Penalty 1603.616617 = -103792.754682 nChanged 1 SP:Iteration 30Q (3332.851485 sec): 3 clusters Score: Raw -105396.489525 + Penalty 1603.616617 = -103792.872908 nChanged 0 SP:Iteration 31F (3332.935850 sec): 3 clusters Score: Raw -105396.489525 + Penalty 1603.616617 = -103792.872908 nChanged 0 Trying to split cluster 3 (2704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3333.006501 sec): 2 clusters Score: Raw -149374.189018 + Penalty 829.761181 = -148544.427837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3333.123993 sec): 3 clusters Score: Raw -148080.184194 + Penalty 1659.522362 = -146420.661832 nChanged 1065 SP:Iteration 1F (3333.219410 sec): 3 clusters Score: Raw -148718.012579 + Penalty 1659.522362 = -147058.490217 nChanged 269 SP:Iteration 2F (3333.307570 sec): 3 clusters Score: Raw -148931.660522 + Penalty 1659.522362 = -147272.138160 nChanged 206 SP:Iteration 3F (3333.386657 sec): 3 clusters Score: Raw -149082.203776 + Penalty 1659.522362 = -147422.681414 nChanged 140 SP:Iteration 4F (3333.468757 sec): 3 clusters Score: Raw -149175.626237 + Penalty 1659.522362 = -147516.103875 nChanged 99 SP:Iteration 5Q (3333.557747 sec): 3 clusters Score: Raw -149234.312927 + Penalty 1659.522362 = -147574.790565 nChanged 71 SP:Iteration 6Q (3333.680840 sec): 3 clusters Score: Raw -149272.814850 + Penalty 1659.522362 = -147613.292489 nChanged 54 SP:Iteration 7Q (3333.755729 sec): 3 clusters Score: Raw -149308.568411 + Penalty 1659.522362 = -147649.046049 nChanged 44 SP:Iteration 8Q (3333.868208 sec): 3 clusters Score: Raw -149331.583487 + Penalty 1659.522362 = -147672.061125 nChanged 40 SP:Iteration 9Q (3333.960232 sec): 3 clusters Score: Raw -149350.527371 + Penalty 1659.522362 = -147691.005009 nChanged 28 SP:Iteration 10Q (3334.065059 sec): 3 clusters Score: Raw -149362.707528 + Penalty 1659.522362 = -147703.185166 nChanged 19 SP:Iteration 11Q (3334.157474 sec): 3 clusters Score: Raw -149370.219379 + Penalty 1659.522362 = -147710.697017 nChanged 18 SP:Iteration 12Q (3334.244534 sec): 3 clusters Score: Raw -149377.553713 + Penalty 1659.522362 = -147718.031351 nChanged 23 SP:Iteration 13Q (3334.382593 sec): 3 clusters Score: Raw -149387.523687 + Penalty 1659.522362 = -147728.001325 nChanged 17 SP:Iteration 14Q (3334.477302 sec): 3 clusters Score: Raw -149395.681966 + Penalty 1659.522362 = -147736.159604 nChanged 13 SP:Iteration 15Q (3334.580373 sec): 3 clusters Score: Raw -149401.626223 + Penalty 1659.522362 = -147742.103861 nChanged 15 SP:Iteration 16Q (3334.654214 sec): 3 clusters Score: Raw -149409.658887 + Penalty 1659.522362 = -147750.136525 nChanged 14 SP:Iteration 17Q (3334.721261 sec): 3 clusters Score: Raw -149415.970019 + Penalty 1659.522362 = -147756.447657 nChanged 17 SP:Iteration 18Q (3334.818787 sec): 3 clusters Score: Raw -149422.619685 + Penalty 1659.522362 = -147763.097324 nChanged 19 SP:Iteration 19Q (3334.884482 sec): 3 clusters Score: Raw -149431.702363 + Penalty 1659.522362 = -147772.180001 nChanged 23 SP:Iteration 20F (3334.982644 sec): 3 clusters Score: Raw -149446.139923 + Penalty 1659.522362 = -147786.617561 nChanged 19 SP:Iteration 21Q (3335.073737 sec): 3 clusters Score: Raw -149463.042284 + Penalty 1659.522362 = -147803.519922 nChanged 24 SP:Iteration 22Q (3335.155165 sec): 3 clusters Score: Raw -149482.129246 + Penalty 1659.522362 = -147822.606884 nChanged 21 SP:Iteration 23Q (3335.219265 sec): 3 clusters Score: Raw -149497.320139 + Penalty 1659.522362 = -147837.797777 nChanged 20 SP:Iteration 24Q (3335.301515 sec): 3 clusters Score: Raw -149517.363855 + Penalty 1659.522362 = -147857.841493 nChanged 13 SP:Iteration 25Q (3335.390051 sec): 3 clusters Score: Raw -149527.559049 + Penalty 1659.522362 = -147868.036687 nChanged 14 SP:Iteration 26Q (3335.465586 sec): 3 clusters Score: Raw -149541.848549 + Penalty 1659.522362 = -147882.326187 nChanged 11 SP:Iteration 27Q (3335.543759 sec): 3 clusters Score: Raw -149549.294688 + Penalty 1659.522362 = -147889.772326 nChanged 13 SP:Iteration 28Q (3335.637205 sec): 3 clusters Score: Raw -149554.890716 + Penalty 1659.522362 = -147895.368354 nChanged 4 SP:Iteration 29Q (3335.718630 sec): 3 clusters Score: Raw -149556.928971 + Penalty 1659.522362 = -147897.406610 nChanged 4 SP:Iteration 30Q (3335.787855 sec): 3 clusters Score: Raw -149558.453795 + Penalty 1659.522362 = -147898.931433 nChanged 4 SP:Iteration 31Q (3335.864429 sec): 3 clusters Score: Raw -149559.366104 + Penalty 1659.522362 = -147899.843743 nChanged 0 SP:Iteration 32F (3335.953965 sec): 3 clusters Score: Raw -149559.366104 + Penalty 1659.522362 = -147899.843743 nChanged 0 Trying to split cluster 4 (842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3335.990687 sec): 2 clusters Score: Raw -32067.202190 + Penalty 707.256901 = -31359.945289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3336.067518 sec): 3 clusters Score: Raw -31746.877781 + Penalty 1414.513803 = -30332.363978 nChanged 277 SP:Iteration 1F (3336.152423 sec): 3 clusters Score: Raw -31999.297369 + Penalty 1414.513803 = -30584.783566 nChanged 72 SP:Iteration 2F (3336.214619 sec): 3 clusters Score: Raw -32088.861246 + Penalty 1414.513803 = -30674.347443 nChanged 50 SP:Iteration 3F (3336.299579 sec): 3 clusters Score: Raw -32146.527993 + Penalty 1414.513803 = -30732.014190 nChanged 35 SP:Iteration 4Q (3336.373704 sec): 3 clusters Score: Raw -32190.877226 + Penalty 1414.513803 = -30776.363423 nChanged 33 SP:Iteration 5Q (3336.444972 sec): 3 clusters Score: Raw -32226.562247 + Penalty 1414.513803 = -30812.048444 nChanged 16 SP:Iteration 6Q (3336.501795 sec): 3 clusters Score: Raw -32237.320812 + Penalty 1414.513803 = -30822.807009 nChanged 7 SP:Iteration 7Q (3336.577698 sec): 3 clusters Score: Raw -32241.691758 + Penalty 1414.513803 = -30827.177955 nChanged 7 SP:Iteration 8Q (3336.640612 sec): 3 clusters Score: Raw -32247.610601 + Penalty 1414.513803 = -30833.096798 nChanged 8 SP:Iteration 9Q (3336.704831 sec): 3 clusters Score: Raw -32256.139144 + Penalty 1414.513803 = -30841.625341 nChanged 7 SP:Iteration 10Q (3336.768459 sec): 3 clusters Score: Raw -32261.135473 + Penalty 1414.513803 = -30846.621670 nChanged 3 SP:Iteration 11Q (3336.845504 sec): 3 clusters Score: Raw -32263.310171 + Penalty 1414.513803 = -30848.796368 nChanged 1 SP:Iteration 12Q (3336.922604 sec): 3 clusters Score: Raw -32264.252343 + Penalty 1414.513803 = -30849.738540 nChanged 1 SP:Iteration 13Q (3336.999304 sec): 3 clusters Score: Raw -32265.315042 + Penalty 1414.513803 = -30850.801239 nChanged 1 SP:Iteration 14Q (3337.083561 sec): 3 clusters Score: Raw -32265.893368 + Penalty 1414.513803 = -30851.379565 nChanged 1 SP:Iteration 15Q (3337.160429 sec): 3 clusters Score: Raw -32266.762096 + Penalty 1414.513803 = -30852.248293 nChanged 1 SP:Iteration 16Q (3337.229141 sec): 3 clusters Score: Raw -32269.140306 + Penalty 1414.513803 = -30854.626503 nChanged 2 SP:Iteration 17Q (3337.304599 sec): 3 clusters Score: Raw -32271.942852 + Penalty 1414.513803 = -30857.429049 nChanged 5 SP:Iteration 18Q (3337.388895 sec): 3 clusters Score: Raw -32279.432565 + Penalty 1414.513803 = -30864.918762 nChanged 2 SP:Iteration 19Q (3337.467716 sec): 3 clusters Score: Raw -32281.130461 + Penalty 1414.513803 = -30866.616658 nChanged 2 SP:Iteration 20F (3337.543241 sec): 3 clusters Score: Raw -32286.347976 + Penalty 1414.513803 = -30871.834173 nChanged 3 SP:Iteration 21Q (3337.604181 sec): 3 clusters Score: Raw -32288.607655 + Penalty 1414.513803 = -30874.093852 nChanged 5 SP:Iteration 22Q (3337.676609 sec): 3 clusters Score: Raw -32292.836943 + Penalty 1414.513803 = -30878.323140 nChanged 8 SP:Iteration 23Q (3337.770993 sec): 3 clusters Score: Raw -32303.589576 + Penalty 1414.513803 = -30889.075773 nChanged 13 SP:Iteration 24Q (3337.838255 sec): 3 clusters Score: Raw -32319.813366 + Penalty 1414.513803 = -30905.299563 nChanged 12 SP:Iteration 25Q (3337.905780 sec): 3 clusters Score: Raw -32336.752633 + Penalty 1414.513803 = -30922.238830 nChanged 9 SP:Iteration 26Q (3337.981407 sec): 3 clusters Score: Raw -32344.813188 + Penalty 1414.513803 = -30930.299385 nChanged 10 SP:Iteration 27Q (3338.072414 sec): 3 clusters Score: Raw -32356.911640 + Penalty 1414.513803 = -30942.397837 nChanged 10 SP:Iteration 28Q (3338.142589 sec): 3 clusters Score: Raw -32370.392138 + Penalty 1414.513803 = -30955.878335 nChanged 12 SP:Iteration 29Q (3338.228172 sec): 3 clusters Score: Raw -32387.266819 + Penalty 1414.513803 = -30972.753016 nChanged 8 SP:Iteration 30Q (3338.281219 sec): 3 clusters Score: Raw -32400.732077 + Penalty 1414.513803 = -30986.218274 nChanged 9 SP:Iteration 31Q (3338.360779 sec): 3 clusters Score: Raw -32405.710728 + Penalty 1414.513803 = -30991.196925 nChanged 1 SP:Iteration 32Q (3338.416628 sec): 3 clusters Score: Raw -32406.912144 + Penalty 1414.513803 = -30992.398341 nChanged 0 SP:Iteration 33F (3338.479946 sec): 3 clusters Score: Raw -32406.912144 + Penalty 1414.513803 = -30992.398341 nChanged 0 Trying to split cluster 5 (1252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3338.532111 sec): 2 clusters Score: Raw -49376.674574 + Penalty 748.912243 = -48627.762331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3338.610088 sec): 3 clusters Score: Raw -48892.200991 + Penalty 1497.824486 = -47394.376505 nChanged 432 SP:Iteration 1F (3338.678359 sec): 3 clusters Score: Raw -49255.550537 + Penalty 1497.824486 = -47757.726051 nChanged 119 SP:Iteration 2F (3338.741022 sec): 3 clusters Score: Raw -49389.776301 + Penalty 1497.824486 = -47891.951815 nChanged 86 SP:Iteration 3F (3338.826623 sec): 3 clusters Score: Raw -49479.409991 + Penalty 1497.824486 = -47981.585505 nChanged 58 SP:Iteration 4Q (3338.905193 sec): 3 clusters Score: Raw -49538.580325 + Penalty 1497.824486 = -48040.755839 nChanged 54 SP:Iteration 5Q (3338.968464 sec): 3 clusters Score: Raw -49590.439905 + Penalty 1497.824486 = -48092.615419 nChanged 39 SP:Iteration 6Q (3339.046308 sec): 3 clusters Score: Raw -49637.541692 + Penalty 1497.824486 = -48139.717207 nChanged 39 SP:Iteration 7Q (3339.123026 sec): 3 clusters Score: Raw -49676.257869 + Penalty 1497.824486 = -48178.433384 nChanged 24 SP:Iteration 8Q (3339.205385 sec): 3 clusters Score: Raw -49695.341989 + Penalty 1497.824486 = -48197.517503 nChanged 14 SP:Iteration 9Q (3339.270503 sec): 3 clusters Score: Raw -49704.231850 + Penalty 1497.824486 = -48206.407364 nChanged 15 SP:Iteration 10Q (3339.357022 sec): 3 clusters Score: Raw -49714.445410 + Penalty 1497.824486 = -48216.620924 nChanged 13 SP:Iteration 11Q (3339.422483 sec): 3 clusters Score: Raw -49721.725565 + Penalty 1497.824486 = -48223.901079 nChanged 12 SP:Iteration 12Q (3339.499293 sec): 3 clusters Score: Raw -49725.803123 + Penalty 1497.824486 = -48227.978637 nChanged 5 SP:Iteration 13Q (3339.573215 sec): 3 clusters Score: Raw -49728.803023 + Penalty 1497.824486 = -48230.978537 nChanged 7 SP:Iteration 14Q (3339.654504 sec): 3 clusters Score: Raw -49733.412301 + Penalty 1497.824486 = -48235.587815 nChanged 6 SP:Iteration 15Q (3339.719328 sec): 3 clusters Score: Raw -49738.361165 + Penalty 1497.824486 = -48240.536679 nChanged 8 SP:Iteration 16Q (3339.796715 sec): 3 clusters Score: Raw -49744.680338 + Penalty 1497.824486 = -48246.855852 nChanged 10 SP:Iteration 17Q (3339.852086 sec): 3 clusters Score: Raw -49753.526502 + Penalty 1497.824486 = -48255.702017 nChanged 14 SP:Iteration 18Q (3339.932729 sec): 3 clusters Score: Raw -49762.201643 + Penalty 1497.824486 = -48264.377158 nChanged 10 SP:Iteration 19Q (3340.022262 sec): 3 clusters Score: Raw -49770.694518 + Penalty 1497.824486 = -48272.870032 nChanged 10 SP:Iteration 20F (3340.092389 sec): 3 clusters Score: Raw -49777.479801 + Penalty 1497.824486 = -48279.655315 nChanged 14 SP:Iteration 21Q (3340.156855 sec): 3 clusters Score: Raw -49787.606122 + Penalty 1497.824486 = -48289.781636 nChanged 18 SP:Iteration 22Q (3340.233863 sec): 3 clusters Score: Raw -49804.511700 + Penalty 1497.824486 = -48306.687214 nChanged 15 SP:Iteration 23Q (3340.327702 sec): 3 clusters Score: Raw -49819.065601 + Penalty 1497.824486 = -48321.241115 nChanged 21 SP:Iteration 24Q (3340.401526 sec): 3 clusters Score: Raw -49838.477211 + Penalty 1497.824486 = -48340.652725 nChanged 14 SP:Iteration 25Q (3340.481895 sec): 3 clusters Score: Raw -49850.810428 + Penalty 1497.824486 = -48352.985942 nChanged 14 SP:Iteration 26Q (3340.557165 sec): 3 clusters Score: Raw -49861.088121 + Penalty 1497.824486 = -48363.263635 nChanged 6 SP:Iteration 27Q (3340.631259 sec): 3 clusters Score: Raw -49868.676783 + Penalty 1497.824486 = -48370.852297 nChanged 13 SP:Iteration 28Q (3340.697483 sec): 3 clusters Score: Raw -49877.987532 + Penalty 1497.824486 = -48380.163046 nChanged 6 SP:Iteration 29Q (3340.780421 sec): 3 clusters Score: Raw -49884.797146 + Penalty 1497.824486 = -48386.972660 nChanged 8 SP:Iteration 30Q (3340.854931 sec): 3 clusters Score: Raw -49892.881229 + Penalty 1497.824486 = -48395.056743 nChanged 7 SP:Iteration 31Q (3340.927997 sec): 3 clusters Score: Raw -49898.135945 + Penalty 1497.824486 = -48400.311460 nChanged 4 SP:Iteration 32Q (3341.016308 sec): 3 clusters Score: Raw -49900.978559 + Penalty 1497.824486 = -48403.154073 nChanged 2 SP:Iteration 33Q (3341.104727 sec): 3 clusters Score: Raw -49902.609794 + Penalty 1497.824486 = -48404.785308 nChanged 2 SP:Iteration 34Q (3341.192580 sec): 3 clusters Score: Raw -49903.134760 + Penalty 1497.824486 = -48405.310274 nChanged 0 SP:Iteration 35F (3341.264664 sec): 3 clusters Score: Raw -49903.134760 + Penalty 1497.824486 = -48405.310274 nChanged 0 Trying to split cluster 6 (1371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3341.309275 sec): 2 clusters Score: Raw -64342.289063 + Penalty 758.446046 = -63583.843017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3341.398005 sec): 3 clusters Score: Raw -63740.622425 + Penalty 1516.892093 = -62223.730333 nChanged 492 SP:Iteration 1F (3341.486146 sec): 3 clusters Score: Raw -64104.715645 + Penalty 1516.892093 = -62587.823552 nChanged 99 SP:Iteration 2F (3341.574301 sec): 3 clusters Score: Raw -64198.557757 + Penalty 1516.892093 = -62681.665665 nChanged 75 SP:Iteration 3F (3341.662003 sec): 3 clusters Score: Raw -64260.669133 + Penalty 1516.892093 = -62743.777040 nChanged 57 SP:Iteration 4Q (3341.750923 sec): 3 clusters Score: Raw -64309.236335 + Penalty 1516.892093 = -62792.344242 nChanged 43 SP:Iteration 5Q (3341.839861 sec): 3 clusters Score: Raw -64340.298026 + Penalty 1516.892093 = -62823.405933 nChanged 22 SP:Iteration 6Q (3341.928882 sec): 3 clusters Score: Raw -64353.296911 + Penalty 1516.892093 = -62836.404818 nChanged 13 SP:Iteration 7Q (3342.029926 sec): 3 clusters Score: Raw -64359.966062 + Penalty 1516.892093 = -62843.073969 nChanged 13 SP:Iteration 8Q (3342.158703 sec): 3 clusters Score: Raw -64366.372794 + Penalty 1516.892093 = -62849.480701 nChanged 8 SP:Iteration 9Q (3342.293305 sec): 3 clusters Score: Raw -64370.288989 + Penalty 1516.892093 = -62853.396897 nChanged 9 SP:Iteration 10Q (3342.381188 sec): 3 clusters Score: Raw -64375.439555 + Penalty 1516.892093 = -62858.547463 nChanged 12 SP:Iteration 11Q (3342.469209 sec): 3 clusters Score: Raw -64383.005933 + Penalty 1516.892093 = -62866.113840 nChanged 6 SP:Iteration 12Q (3342.573723 sec): 3 clusters Score: Raw -64388.655550 + Penalty 1516.892093 = -62871.763457 nChanged 11 SP:Iteration 13Q (3342.641188 sec): 3 clusters Score: Raw -64398.865756 + Penalty 1516.892093 = -62881.973663 nChanged 17 SP:Iteration 14Q (3342.773036 sec): 3 clusters Score: Raw -64408.240978 + Penalty 1516.892093 = -62891.348885 nChanged 20 SP:Iteration 15Q (3342.864142 sec): 3 clusters Score: Raw -64420.675370 + Penalty 1516.892093 = -62903.783277 nChanged 14 SP:Iteration 16Q (3342.925275 sec): 3 clusters Score: Raw -64429.316812 + Penalty 1516.892093 = -62912.424720 nChanged 15 SP:Iteration 17Q (3343.022610 sec): 3 clusters Score: Raw -64434.687710 + Penalty 1516.892093 = -62917.795617 nChanged 9 SP:Iteration 18Q (3343.100347 sec): 3 clusters Score: Raw -64440.891611 + Penalty 1516.892093 = -62923.999518 nChanged 12 SP:Iteration 19Q (3343.176551 sec): 3 clusters Score: Raw -64446.483131 + Penalty 1516.892093 = -62929.591038 nChanged 9 SP:Iteration 20F (3343.253117 sec): 3 clusters Score: Raw -64450.188055 + Penalty 1516.892093 = -62933.295962 nChanged 6 SP:Iteration 21Q (3343.328973 sec): 3 clusters Score: Raw -64452.701715 + Penalty 1516.892093 = -62935.809623 nChanged 4 SP:Iteration 22Q (3343.404916 sec): 3 clusters Score: Raw -64453.729857 + Penalty 1516.892093 = -62936.837764 nChanged 0 SP:Iteration 23F (3343.481731 sec): 3 clusters Score: Raw -64453.729857 + Penalty 1516.892093 = -62936.837764 nChanged 0 Trying to split cluster 7 (3073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3343.531139 sec): 2 clusters Score: Raw -166659.606761 + Penalty 843.193004 = -165816.413757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3343.625590 sec): 3 clusters Score: Raw -165036.973473 + Penalty 1686.386008 = -163350.587465 nChanged 1237 SP:Iteration 1F (3343.753152 sec): 3 clusters Score: Raw -165741.107171 + Penalty 1686.386008 = -164054.721163 nChanged 202 SP:Iteration 2F (3343.835223 sec): 3 clusters Score: Raw -165852.709268 + Penalty 1686.386008 = -164166.323260 nChanged 173 SP:Iteration 3F (3343.922626 sec): 3 clusters Score: Raw -165973.690035 + Penalty 1686.386008 = -164287.304027 nChanged 160 SP:Iteration 4F (3344.009389 sec): 3 clusters Score: Raw -166098.770369 + Penalty 1686.386008 = -164412.384361 nChanged 147 SP:Iteration 5Q (3344.085326 sec): 3 clusters Score: Raw -166232.048481 + Penalty 1686.386008 = -164545.662473 nChanged 157 SP:Iteration 6F (3344.169857 sec): 3 clusters Score: Raw -166341.575863 + Penalty 1686.386008 = -164655.189855 nChanged 141 SP:Iteration 7Q (3344.254815 sec): 3 clusters Score: Raw -166448.245144 + Penalty 1686.386008 = -164761.859136 nChanged 129 SP:Iteration 8Q (3344.341404 sec): 3 clusters Score: Raw -166529.540223 + Penalty 1686.386008 = -164843.154215 nChanged 109 SP:Iteration 9Q (3344.432283 sec): 3 clusters Score: Raw -166583.386406 + Penalty 1686.386008 = -164897.000398 nChanged 81 SP:Iteration 10Q (3344.524176 sec): 3 clusters Score: Raw -166619.955497 + Penalty 1686.386008 = -164933.569489 nChanged 67 SP:Iteration 11Q (3344.616443 sec): 3 clusters Score: Raw -166649.518171 + Penalty 1686.386008 = -164963.132163 nChanged 54 SP:Iteration 12Q (3344.696489 sec): 3 clusters Score: Raw -166669.902605 + Penalty 1686.386008 = -164983.516596 nChanged 34 SP:Iteration 13Q (3344.784433 sec): 3 clusters Score: Raw -166682.758286 + Penalty 1686.386008 = -164996.372278 nChanged 41 SP:Iteration 14Q (3344.889558 sec): 3 clusters Score: Raw -166701.324816 + Penalty 1686.386008 = -165014.938808 nChanged 42 SP:Iteration 15Q (3344.975812 sec): 3 clusters Score: Raw -166720.655085 + Penalty 1686.386008 = -165034.269077 nChanged 39 SP:Iteration 16Q (3345.057732 sec): 3 clusters Score: Raw -166734.803616 + Penalty 1686.386008 = -165048.417608 nChanged 36 SP:Iteration 17Q (3345.145634 sec): 3 clusters Score: Raw -166747.292309 + Penalty 1686.386008 = -165060.906301 nChanged 37 SP:Iteration 18Q (3345.272285 sec): 3 clusters Score: Raw -166761.338806 + Penalty 1686.386008 = -165074.952798 nChanged 29 SP:Iteration 19Q (3345.380480 sec): 3 clusters Score: Raw -166772.186693 + Penalty 1686.386008 = -165085.800685 nChanged 25 SP:Iteration 20F (3345.490731 sec): 3 clusters Score: Raw -166778.487704 + Penalty 1686.386008 = -165092.101695 nChanged 17 SP:Iteration 21Q (3345.587017 sec): 3 clusters Score: Raw -166782.324991 + Penalty 1686.386008 = -165095.938982 nChanged 13 SP:Iteration 22Q (3345.671743 sec): 3 clusters Score: Raw -166785.510982 + Penalty 1686.386008 = -165099.124974 nChanged 11 SP:Iteration 23Q (3345.758012 sec): 3 clusters Score: Raw -166788.382933 + Penalty 1686.386008 = -165101.996925 nChanged 11 SP:Iteration 24Q (3345.844162 sec): 3 clusters Score: Raw -166790.280455 + Penalty 1686.386008 = -165103.894447 nChanged 9 SP:Iteration 25Q (3345.927110 sec): 3 clusters Score: Raw -166792.620930 + Penalty 1686.386008 = -165106.234922 nChanged 8 SP:Iteration 26Q (3346.012540 sec): 3 clusters Score: Raw -166794.380742 + Penalty 1686.386008 = -165107.994734 nChanged 10 SP:Iteration 27Q (3346.092060 sec): 3 clusters Score: Raw -166797.867194 + Penalty 1686.386008 = -165111.481186 nChanged 15 SP:Iteration 28Q (3346.177882 sec): 3 clusters Score: Raw -166801.706729 + Penalty 1686.386008 = -165115.320721 nChanged 8 SP:Iteration 29Q (3346.258680 sec): 3 clusters Score: Raw -166803.118410 + Penalty 1686.386008 = -165116.732402 nChanged 5 SP:Iteration 30Q (3346.344087 sec): 3 clusters Score: Raw -166804.438198 + Penalty 1686.386008 = -165118.052190 nChanged 6 SP:Iteration 31Q (3346.424805 sec): 3 clusters Score: Raw -166805.307559 + Penalty 1686.386008 = -165118.921551 nChanged 4 SP:Iteration 32Q (3346.536813 sec): 3 clusters Score: Raw -166806.161250 + Penalty 1686.386008 = -165119.775242 nChanged 3 SP:Iteration 33Q (3346.651759 sec): 3 clusters Score: Raw -166806.697235 + Penalty 1686.386008 = -165120.311227 nChanged 3 SP:Iteration 34Q (3346.732526 sec): 3 clusters Score: Raw -166807.576959 + Penalty 1686.386008 = -165121.190951 nChanged 6 SP:Iteration 35Q (3346.825830 sec): 3 clusters Score: Raw -166808.933350 + Penalty 1686.386008 = -165122.547342 nChanged 6 SP:Iteration 36Q (3346.931445 sec): 3 clusters Score: Raw -166810.330749 + Penalty 1686.386008 = -165123.944741 nChanged 6 SP:Iteration 37Q (3347.034336 sec): 3 clusters Score: Raw -166812.001974 + Penalty 1686.386008 = -165125.615966 nChanged 5 SP:Iteration 38Q (3347.128073 sec): 3 clusters Score: Raw -166813.993777 + Penalty 1686.386008 = -165127.607769 nChanged 4 SP:Iteration 39Q (3347.216673 sec): 3 clusters Score: Raw -166815.145481 + Penalty 1686.386008 = -165128.759473 nChanged 6 SP:Iteration 40F (3347.330330 sec): 3 clusters Score: Raw -166816.661658 + Penalty 1686.386008 = -165130.275650 nChanged 6 SP:Iteration 41Q (3347.428308 sec): 3 clusters Score: Raw -166818.332152 + Penalty 1686.386008 = -165131.946144 nChanged 4 SP:Iteration 42Q (3347.521479 sec): 3 clusters Score: Raw -166819.323522 + Penalty 1686.386008 = -165132.937514 nChanged 4 SP:Iteration 43Q (3347.613198 sec): 3 clusters Score: Raw -166819.738248 + Penalty 1686.386008 = -165133.352240 nChanged 4 SP:Iteration 44Q (3347.725495 sec): 3 clusters Score: Raw -166820.938781 + Penalty 1686.386008 = -165134.552773 nChanged 5 SP:Iteration 45Q (3347.796221 sec): 3 clusters Score: Raw -166822.180633 + Penalty 1686.386008 = -165135.794625 nChanged 8 SP:Iteration 46Q (3347.892186 sec): 3 clusters Score: Raw -166824.670442 + Penalty 1686.386008 = -165138.284434 nChanged 7 SP:Iteration 47Q (3348.003004 sec): 3 clusters Score: Raw -166826.493467 + Penalty 1686.386008 = -165140.107458 nChanged 7 SP:Iteration 48Q (3348.086690 sec): 3 clusters Score: Raw -166827.810060 + Penalty 1686.386008 = -165141.424052 nChanged 7 SP:Iteration 49Q (3348.161927 sec): 3 clusters Score: Raw -166830.284339 + Penalty 1686.386008 = -165143.898331 nChanged 9 SP:Iteration 50Q (3348.226158 sec): 3 clusters Score: Raw -166833.393462 + Penalty 1686.386008 = -165147.007454 nChanged 9 SP:Iteration 51Q (3348.297133 sec): 3 clusters Score: Raw -166835.018185 + Penalty 1686.386008 = -165148.632177 nChanged 2 SP:Iteration 52Q (3348.383355 sec): 3 clusters Score: Raw -166835.268600 + Penalty 1686.386008 = -165148.882592 nChanged 0 SP:Iteration 53F (3348.458504 sec): 3 clusters Score: Raw -166835.268600 + Penalty 1686.386008 = -165148.882592 nChanged 0 Trying to split cluster 8 (1683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3348.501743 sec): 2 clusters Score: Raw -72221.707558 + Penalty 779.974985 = -71441.732572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3348.576688 sec): 3 clusters Score: Raw -71452.500927 + Penalty 1559.949971 = -69892.550956 nChanged 621 SP:Iteration 1F (3348.653792 sec): 3 clusters Score: Raw -71848.506312 + Penalty 1559.949971 = -70288.556341 nChanged 145 SP:Iteration 2F (3348.716802 sec): 3 clusters Score: Raw -71980.983677 + Penalty 1559.949971 = -70421.033706 nChanged 104 SP:Iteration 3F (3348.782695 sec): 3 clusters Score: Raw -72071.707671 + Penalty 1559.949971 = -70511.757700 nChanged 75 SP:Iteration 4Q (3348.887226 sec): 3 clusters Score: Raw -72134.906949 + Penalty 1559.949971 = -70574.956978 nChanged 70 SP:Iteration 5Q (3348.948417 sec): 3 clusters Score: Raw -72211.902316 + Penalty 1559.949971 = -70651.952345 nChanged 90 SP:Iteration 6F (3349.030628 sec): 3 clusters Score: Raw -72328.913048 + Penalty 1559.949971 = -70768.963078 nChanged 76 SP:Iteration 7Q (3349.101015 sec): 3 clusters Score: Raw -72409.925096 + Penalty 1559.949971 = -70849.975125 nChanged 79 SP:Iteration 8Q (3349.172915 sec): 3 clusters Score: Raw -72488.936385 + Penalty 1559.949971 = -70928.986414 nChanged 51 SP:Iteration 9Q (3349.239278 sec): 3 clusters Score: Raw -72541.412383 + Penalty 1559.949971 = -70981.462412 nChanged 43 SP:Iteration 10Q (3349.308136 sec): 3 clusters Score: Raw -72578.312024 + Penalty 1559.949971 = -71018.362054 nChanged 32 SP:Iteration 11Q (3349.378988 sec): 3 clusters Score: Raw -72604.380089 + Penalty 1559.949971 = -71044.430118 nChanged 26 SP:Iteration 12Q (3349.457000 sec): 3 clusters Score: Raw -72623.477209 + Penalty 1559.949971 = -71063.527238 nChanged 28 SP:Iteration 13Q (3349.540477 sec): 3 clusters Score: Raw -72638.250829 + Penalty 1559.949971 = -71078.300858 nChanged 20 SP:Iteration 14Q (3349.620230 sec): 3 clusters Score: Raw -72653.266607 + Penalty 1559.949971 = -71093.316637 nChanged 22 SP:Iteration 15Q (3349.692843 sec): 3 clusters Score: Raw -72668.852150 + Penalty 1559.949971 = -71108.902179 nChanged 17 SP:Iteration 16Q (3349.763254 sec): 3 clusters Score: Raw -72676.479673 + Penalty 1559.949971 = -71116.529702 nChanged 14 SP:Iteration 17Q (3349.817528 sec): 3 clusters Score: Raw -72686.576829 + Penalty 1559.949971 = -71126.626858 nChanged 13 SP:Iteration 18Q (3349.898337 sec): 3 clusters Score: Raw -72691.954821 + Penalty 1559.949971 = -71132.004850 nChanged 9 SP:Iteration 19Q (3349.970462 sec): 3 clusters Score: Raw -72696.921652 + Penalty 1559.949971 = -71136.971681 nChanged 10 SP:Iteration 20F (3350.060425 sec): 3 clusters Score: Raw -72702.779852 + Penalty 1559.949971 = -71142.829882 nChanged 7 SP:Iteration 21Q (3350.133208 sec): 3 clusters Score: Raw -72706.071360 + Penalty 1559.949971 = -71146.121389 nChanged 7 SP:Iteration 22Q (3350.206436 sec): 3 clusters Score: Raw -72711.286203 + Penalty 1559.949971 = -71151.336232 nChanged 5 SP:Iteration 23Q (3350.289872 sec): 3 clusters Score: Raw -72714.477134 + Penalty 1559.949971 = -71154.527164 nChanged 7 SP:Iteration 24Q (3350.370619 sec): 3 clusters Score: Raw -72718.121477 + Penalty 1559.949971 = -71158.171506 nChanged 10 SP:Iteration 25Q (3350.456019 sec): 3 clusters Score: Raw -72724.917895 + Penalty 1559.949971 = -71164.967924 nChanged 13 SP:Iteration 26Q (3350.525949 sec): 3 clusters Score: Raw -72733.304333 + Penalty 1559.949971 = -71173.354362 nChanged 11 SP:Iteration 27Q (3350.610844 sec): 3 clusters Score: Raw -72738.166017 + Penalty 1559.949971 = -71178.216046 nChanged 6 SP:Iteration 28Q (3350.693211 sec): 3 clusters Score: Raw -72740.488173 + Penalty 1559.949971 = -71180.538203 nChanged 3 SP:Iteration 29Q (3350.776469 sec): 3 clusters Score: Raw -72741.237552 + Penalty 1559.949971 = -71181.287581 nChanged 2 SP:Iteration 30Q (3350.844574 sec): 3 clusters Score: Raw -72741.694352 + Penalty 1559.949971 = -71181.744381 nChanged 2 SP:Iteration 31Q (3350.932292 sec): 3 clusters Score: Raw -72742.345318 + Penalty 1559.949971 = -71182.395348 nChanged 1 SP:Iteration 32Q (3351.006365 sec): 3 clusters Score: Raw -72742.833478 + Penalty 1559.949971 = -71182.883507 nChanged 2 SP:Iteration 33Q (3351.092564 sec): 3 clusters Score: Raw -72744.188565 + Penalty 1559.949971 = -71184.238594 nChanged 3 SP:Iteration 34Q (3351.172578 sec): 3 clusters Score: Raw -72745.750616 + Penalty 1559.949971 = -71185.800645 nChanged 5 SP:Iteration 35Q (3351.253516 sec): 3 clusters Score: Raw -72747.428856 + Penalty 1559.949971 = -71187.478885 nChanged 2 SP:Iteration 36Q (3351.316593 sec): 3 clusters Score: Raw -72747.873846 + Penalty 1559.949971 = -71187.923875 nChanged 2 SP:Iteration 37Q (3351.407721 sec): 3 clusters Score: Raw -72748.489413 + Penalty 1559.949971 = -71188.539442 nChanged 0 SP:Iteration 38F (3351.481395 sec): 3 clusters Score: Raw -72748.489413 + Penalty 1559.949971 = -71188.539442 nChanged 0 Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3351.526653 sec): 2 clusters Score: Raw -49532.728763 + Penalty 727.393580 = -48805.335182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3351.582528 sec): 3 clusters Score: Raw -49150.272867 + Penalty 1454.787160 = -47695.485707 nChanged 333 SP:Iteration 1F (3351.676014 sec): 3 clusters Score: Raw -49391.428332 + Penalty 1454.787160 = -47936.641172 nChanged 76 SP:Iteration 2F (3351.742241 sec): 3 clusters Score: Raw -49457.240133 + Penalty 1454.787160 = -48002.452973 nChanged 48 SP:Iteration 3Q (3351.830472 sec): 3 clusters Score: Raw -49497.256494 + Penalty 1454.787160 = -48042.469334 nChanged 29 SP:Iteration 4Q (3351.913820 sec): 3 clusters Score: Raw -49520.927993 + Penalty 1454.787160 = -48066.140832 nChanged 28 SP:Iteration 5Q (3351.992007 sec): 3 clusters Score: Raw -49541.253272 + Penalty 1454.787160 = -48086.466112 nChanged 14 SP:Iteration 6Q (3352.068986 sec): 3 clusters Score: Raw -49552.308651 + Penalty 1454.787160 = -48097.521491 nChanged 10 SP:Iteration 7Q (3352.140045 sec): 3 clusters Score: Raw -49561.661305 + Penalty 1454.787160 = -48106.874144 nChanged 12 SP:Iteration 8Q (3352.230771 sec): 3 clusters Score: Raw -49570.710526 + Penalty 1454.787160 = -48115.923366 nChanged 9 SP:Iteration 9Q (3352.309783 sec): 3 clusters Score: Raw -49577.334442 + Penalty 1454.787160 = -48122.547281 nChanged 9 SP:Iteration 10Q (3352.380576 sec): 3 clusters Score: Raw -49584.808196 + Penalty 1454.787160 = -48130.021036 nChanged 10 SP:Iteration 11Q (3352.458653 sec): 3 clusters Score: Raw -49589.511198 + Penalty 1454.787160 = -48134.724038 nChanged 9 SP:Iteration 12Q (3352.537797 sec): 3 clusters Score: Raw -49594.283847 + Penalty 1454.787160 = -48139.496687 nChanged 4 SP:Iteration 13Q (3352.600722 sec): 3 clusters Score: Raw -49597.974114 + Penalty 1454.787160 = -48143.186954 nChanged 3 SP:Iteration 14Q (3352.695021 sec): 3 clusters Score: Raw -49600.953623 + Penalty 1454.787160 = -48146.166463 nChanged 5 SP:Iteration 15Q (3352.776270 sec): 3 clusters Score: Raw -49603.384348 + Penalty 1454.787160 = -48148.597188 nChanged 7 SP:Iteration 16Q (3352.868867 sec): 3 clusters Score: Raw -49609.259689 + Penalty 1454.787160 = -48154.472529 nChanged 9 SP:Iteration 17Q (3352.930212 sec): 3 clusters Score: Raw -49614.787070 + Penalty 1454.787160 = -48159.999909 nChanged 6 SP:Iteration 18Q (3353.011059 sec): 3 clusters Score: Raw -49618.784454 + Penalty 1454.787160 = -48163.997294 nChanged 7 SP:Iteration 19Q (3353.081494 sec): 3 clusters Score: Raw -49623.088308 + Penalty 1454.787160 = -48168.301147 nChanged 4 SP:Iteration 20F (3353.154244 sec): 3 clusters Score: Raw -49625.475738 + Penalty 1454.787160 = -48170.688577 nChanged 0 Trying to split cluster 10 (3808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3353.222360 sec): 2 clusters Score: Raw -202014.410053 + Penalty 865.710237 = -201148.699816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3353.274844 sec): 3 clusters Score: Raw -200013.304004 + Penalty 1731.420473 = -198281.883531 nChanged 1569 SP:Iteration 1F (3353.365616 sec): 3 clusters Score: Raw -200922.962714 + Penalty 1731.420473 = -199191.542240 nChanged 288 SP:Iteration 2F (3353.423955 sec): 3 clusters Score: Raw -201134.740758 + Penalty 1731.420473 = -199403.320285 nChanged 251 SP:Iteration 3F (3353.500099 sec): 3 clusters Score: Raw -201298.161309 + Penalty 1731.420473 = -199566.740835 nChanged 201 SP:Iteration 4F (3353.574228 sec): 3 clusters Score: Raw -201424.464947 + Penalty 1731.420473 = -199693.044473 nChanged 154 SP:Iteration 5Q (3353.644527 sec): 3 clusters Score: Raw -201505.572861 + Penalty 1731.420473 = -199774.152388 nChanged 132 SP:Iteration 6Q (3353.711318 sec): 3 clusters Score: Raw -201570.743346 + Penalty 1731.420473 = -199839.322873 nChanged 123 SP:Iteration 7Q (3353.803196 sec): 3 clusters Score: Raw -201619.825131 + Penalty 1731.420473 = -199888.404658 nChanged 101 SP:Iteration 8Q (3353.916239 sec): 3 clusters Score: Raw -201657.506242 + Penalty 1731.420473 = -199926.085769 nChanged 78 SP:Iteration 9Q (3353.990779 sec): 3 clusters Score: Raw -201684.342881 + Penalty 1731.420473 = -199952.922408 nChanged 67 SP:Iteration 10Q (3354.086179 sec): 3 clusters Score: Raw -201711.981247 + Penalty 1731.420473 = -199980.560774 nChanged 76 SP:Iteration 11Q (3354.202245 sec): 3 clusters Score: Raw -201738.802876 + Penalty 1731.420473 = -200007.382403 nChanged 66 SP:Iteration 12Q (3354.318689 sec): 3 clusters Score: Raw -201762.146485 + Penalty 1731.420473 = -200030.726012 nChanged 67 SP:Iteration 13Q (3354.405070 sec): 3 clusters Score: Raw -201785.541928 + Penalty 1731.420473 = -200054.121455 nChanged 51 SP:Iteration 14Q (3354.511498 sec): 3 clusters Score: Raw -201803.232816 + Penalty 1731.420473 = -200071.812343 nChanged 48 SP:Iteration 15Q (3354.606806 sec): 3 clusters Score: Raw -201822.488499 + Penalty 1731.420473 = -200091.068025 nChanged 46 SP:Iteration 16Q (3354.699443 sec): 3 clusters Score: Raw -201841.262070 + Penalty 1731.420473 = -200109.841597 nChanged 44 SP:Iteration 17Q (3354.794810 sec): 3 clusters Score: Raw -201858.785542 + Penalty 1731.420473 = -200127.365069 nChanged 41 SP:Iteration 18Q (3354.894970 sec): 3 clusters Score: Raw -201877.757298 + Penalty 1731.420473 = -200146.336825 nChanged 46 SP:Iteration 19Q (3354.989874 sec): 3 clusters Score: Raw -201898.582884 + Penalty 1731.420473 = -200167.162411 nChanged 71 SP:Iteration 20F (3355.112241 sec): 3 clusters Score: Raw -201927.158164 + Penalty 1731.420473 = -200195.737691 nChanged 64 SP:Iteration 21Q (3355.221110 sec): 3 clusters Score: Raw -201963.790083 + Penalty 1731.420473 = -200232.369610 nChanged 83 SP:Iteration 22Q (3355.316316 sec): 3 clusters Score: Raw -202022.616821 + Penalty 1731.420473 = -200291.196348 nChanged 108 SP:Iteration 23Q (3355.427985 sec): 3 clusters Score: Raw -202108.580729 + Penalty 1731.420473 = -200377.160256 nChanged 113 SP:Iteration 24Q (3355.520843 sec): 3 clusters Score: Raw -202237.453648 + Penalty 1731.420473 = -200506.033175 nChanged 136 SP:Iteration 25Q (3355.639488 sec): 3 clusters Score: Raw -202409.662164 + Penalty 1731.420473 = -200678.241691 nChanged 110 SP:Iteration 26Q (3355.740453 sec): 3 clusters Score: Raw -202513.450051 + Penalty 1731.420473 = -200782.029578 nChanged 82 SP:Iteration 27Q (3355.829398 sec): 3 clusters Score: Raw -202568.149191 + Penalty 1731.420473 = -200836.728718 nChanged 53 SP:Iteration 28Q (3355.916019 sec): 3 clusters Score: Raw -202591.756164 + Penalty 1731.420473 = -200860.335691 nChanged 33 SP:Iteration 29Q (3356.003481 sec): 3 clusters Score: Raw -202606.270423 + Penalty 1731.420473 = -200874.849950 nChanged 23 SP:Iteration 30Q (3356.090681 sec): 3 clusters Score: Raw -202615.083178 + Penalty 1731.420473 = -200883.662704 nChanged 15 SP:Iteration 31Q (3356.177705 sec): 3 clusters Score: Raw -202618.979648 + Penalty 1731.420473 = -200887.559175 nChanged 7 SP:Iteration 32Q (3356.267218 sec): 3 clusters Score: Raw -202620.390686 + Penalty 1731.420473 = -200888.970213 nChanged 4 SP:Iteration 33Q (3356.355713 sec): 3 clusters Score: Raw -202621.184705 + Penalty 1731.420473 = -200889.764232 nChanged 3 SP:Iteration 34Q (3356.441430 sec): 3 clusters Score: Raw -202621.763672 + Penalty 1731.420473 = -200890.343199 nChanged 3 SP:Iteration 35Q (3356.529477 sec): 3 clusters Score: Raw -202622.128356 + Penalty 1731.420473 = -200890.707883 nChanged 1 SP:Iteration 36Q (3356.629482 sec): 3 clusters Score: Raw -202622.316444 + Penalty 1731.420473 = -200890.895971 nChanged 0 SP:Iteration 37F (3356.731057 sec): 3 clusters Score: Raw -202622.316444 + Penalty 1731.420473 = -200890.895971 nChanged 0 Trying to split cluster 11 (11887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3356.805660 sec): 2 clusters Score: Raw -674248.088354 + Penalty 985.236068 = -673262.852286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3356.982471 sec): 3 clusters Score: Raw -667133.794954 + Penalty 1970.472135 = -665163.322819 nChanged 5347 SP:Iteration 1F (3357.095187 sec): 3 clusters Score: Raw -670232.554440 + Penalty 1970.472135 = -668262.082305 nChanged 712 SP:Iteration 2F (3357.231659 sec): 3 clusters Score: Raw -670579.841192 + Penalty 1970.472135 = -668609.369056 nChanged 773 SP:Iteration 3F (3357.344004 sec): 3 clusters Score: Raw -670951.847739 + Penalty 1970.472135 = -668981.375604 nChanged 729 SP:Iteration 4F (3357.455311 sec): 3 clusters Score: Raw -671298.984429 + Penalty 1970.472135 = -669328.512294 nChanged 648 SP:Iteration 5F (3357.583377 sec): 3 clusters Score: Raw -671595.109163 + Penalty 1970.472135 = -669624.637028 nChanged 591 SP:Iteration 6Q (3357.720306 sec): 3 clusters Score: Raw -671829.112494 + Penalty 1970.472135 = -669858.640359 nChanged 499 SP:Iteration 7Q (3357.839885 sec): 3 clusters Score: Raw -672030.714512 + Penalty 1970.472135 = -670060.242376 nChanged 429 SP:Iteration 8Q (3357.970719 sec): 3 clusters Score: Raw -672200.534175 + Penalty 1970.472135 = -670230.062040 nChanged 392 SP:Iteration 9Q (3358.124074 sec): 3 clusters Score: Raw -672360.768429 + Penalty 1970.472135 = -670390.296293 nChanged 347 SP:Iteration 10Q (3358.253523 sec): 3 clusters Score: Raw -672527.699679 + Penalty 1970.472135 = -670557.227543 nChanged 364 SP:Iteration 11Q (3358.388811 sec): 3 clusters Score: Raw -672722.247850 + Penalty 1970.472135 = -670751.775714 nChanged 353 SP:Iteration 12Q (3358.501167 sec): 3 clusters Score: Raw -672899.316330 + Penalty 1970.472135 = -670928.844194 nChanged 322 SP:Iteration 13Q (3358.628021 sec): 3 clusters Score: Raw -673081.686780 + Penalty 1970.472135 = -671111.214644 nChanged 325 SP:Iteration 14Q (3358.754817 sec): 3 clusters Score: Raw -673297.005377 + Penalty 1970.472135 = -671326.533242 nChanged 303 SP:Iteration 15Q (3358.863196 sec): 3 clusters Score: Raw -673503.077061 + Penalty 1970.472135 = -671532.604926 nChanged 269 SP:Iteration 16Q (3358.987548 sec): 3 clusters Score: Raw -673683.747420 + Penalty 1970.472135 = -671713.275285 nChanged 232 SP:Iteration 17Q (3359.128796 sec): 3 clusters Score: Raw -673871.921274 + Penalty 1970.472135 = -671901.449139 nChanged 193 SP:Iteration 18Q (3359.265378 sec): 3 clusters Score: Raw -674050.121178 + Penalty 1970.472135 = -672079.649043 nChanged 148 SP:Iteration 19Q (3359.417559 sec): 3 clusters Score: Raw -674176.975831 + Penalty 1970.472135 = -672206.503696 nChanged 127 SP:Iteration 20F (3359.526206 sec): 3 clusters Score: Raw -674304.714319 + Penalty 1970.472135 = -672334.242184 nChanged 110 SP:Iteration 21Q (3359.685956 sec): 3 clusters Score: Raw -674420.366458 + Penalty 1970.472135 = -672449.894322 nChanged 104 SP:Iteration 22Q (3359.809014 sec): 3 clusters Score: Raw -674510.782295 + Penalty 1970.472135 = -672540.310160 nChanged 79 SP:Iteration 23Q (3359.953391 sec): 3 clusters Score: Raw -674559.442885 + Penalty 1970.472135 = -672588.970750 nChanged 55 SP:Iteration 24Q (3360.091653 sec): 3 clusters Score: Raw -674589.061754 + Penalty 1970.472135 = -672618.589619 nChanged 47 SP:Iteration 25Q (3360.240188 sec): 3 clusters Score: Raw -674609.237115 + Penalty 1970.472135 = -672638.764980 nChanged 33 SP:Iteration 26Q (3360.383329 sec): 3 clusters Score: Raw -674619.141949 + Penalty 1970.472135 = -672648.669813 nChanged 18 SP:Iteration 27Q (3360.525505 sec): 3 clusters Score: Raw -674623.738601 + Penalty 1970.472135 = -672653.266466 nChanged 17 SP:Iteration 28Q (3360.669670 sec): 3 clusters Score: Raw -674628.142201 + Penalty 1970.472135 = -672657.670065 nChanged 15 SP:Iteration 29Q (3360.769963 sec): 3 clusters Score: Raw -674632.975276 + Penalty 1970.472135 = -672662.503140 nChanged 11 SP:Iteration 30Q (3360.902034 sec): 3 clusters Score: Raw -674636.387213 + Penalty 1970.472135 = -672665.915078 nChanged 14 SP:Iteration 31Q (3361.025350 sec): 3 clusters Score: Raw -674640.649769 + Penalty 1970.472135 = -672670.177633 nChanged 11 SP:Iteration 32Q (3361.121933 sec): 3 clusters Score: Raw -674644.207794 + Penalty 1970.472135 = -672673.735658 nChanged 15 SP:Iteration 33Q (3361.220365 sec): 3 clusters Score: Raw -674647.679323 + Penalty 1970.472135 = -672677.207188 nChanged 12 SP:Iteration 34Q (3361.349024 sec): 3 clusters Score: Raw -674650.415682 + Penalty 1970.472135 = -672679.943546 nChanged 13 SP:Iteration 35Q (3361.444020 sec): 3 clusters Score: Raw -674653.268505 + Penalty 1970.472135 = -672682.796370 nChanged 11 SP:Iteration 36Q (3361.555652 sec): 3 clusters Score: Raw -674655.958664 + Penalty 1970.472135 = -672685.486528 nChanged 10 SP:Iteration 37Q (3361.631717 sec): 3 clusters Score: Raw -674658.349151 + Penalty 1970.472135 = -672687.877016 nChanged 11 SP:Iteration 38Q (3361.738430 sec): 3 clusters Score: Raw -674662.093885 + Penalty 1970.472135 = -672691.621750 nChanged 12 SP:Iteration 39Q (3361.839112 sec): 3 clusters Score: Raw -674665.559653 + Penalty 1970.472135 = -672695.087517 nChanged 19 SP:Iteration 40F (3361.945953 sec): 3 clusters Score: Raw -674671.173082 + Penalty 1970.472135 = -672700.700946 nChanged 22 SP:Iteration 41Q (3362.058711 sec): 3 clusters Score: Raw -674676.406989 + Penalty 1970.472135 = -672705.934853 nChanged 18 SP:Iteration 42Q (3362.162004 sec): 3 clusters Score: Raw -674681.928177 + Penalty 1970.472135 = -672711.456041 nChanged 17 SP:Iteration 43Q (3362.278935 sec): 3 clusters Score: Raw -674686.494389 + Penalty 1970.472135 = -672716.022254 nChanged 11 SP:Iteration 44Q (3362.397358 sec): 3 clusters Score: Raw -674688.820214 + Penalty 1970.472135 = -672718.348078 nChanged 11 SP:Iteration 45Q (3362.504170 sec): 3 clusters Score: Raw -674691.005542 + Penalty 1970.472135 = -672720.533407 nChanged 10 SP:Iteration 46Q (3362.627816 sec): 3 clusters Score: Raw -674693.664864 + Penalty 1970.472135 = -672723.192729 nChanged 15 SP:Iteration 47Q (3362.721806 sec): 3 clusters Score: Raw -674697.800156 + Penalty 1970.472135 = -672727.328021 nChanged 20 SP:Iteration 48Q (3362.849698 sec): 3 clusters Score: Raw -674703.993146 + Penalty 1970.472135 = -672733.521010 nChanged 14 SP:Iteration 49Q (3362.948346 sec): 3 clusters Score: Raw -674708.463114 + Penalty 1970.472135 = -672737.990978 nChanged 16 SP:Iteration 50Q (3363.057097 sec): 3 clusters Score: Raw -674712.641249 + Penalty 1970.472135 = -672742.169113 nChanged 16 SP:Iteration 51Q (3363.149942 sec): 3 clusters Score: Raw -674716.544986 + Penalty 1970.472135 = -672746.072851 nChanged 19 SP:Iteration 52Q (3363.252753 sec): 3 clusters Score: Raw -674720.406086 + Penalty 1970.472135 = -672749.933950 nChanged 11 SP:Iteration 53Q (3363.378329 sec): 3 clusters Score: Raw -674722.660379 + Penalty 1970.472135 = -672752.188244 nChanged 8 SP:Iteration 54Q (3363.466984 sec): 3 clusters Score: Raw -674724.708953 + Penalty 1970.472135 = -672754.236817 nChanged 11 SP:Iteration 55Q (3363.572934 sec): 3 clusters Score: Raw -674727.035411 + Penalty 1970.472135 = -672756.563275 nChanged 6 SP:Iteration 56Q (3363.693633 sec): 3 clusters Score: Raw -674728.112548 + Penalty 1970.472135 = -672757.640412 nChanged 8 SP:Iteration 57Q (3363.785309 sec): 3 clusters Score: Raw -674730.607740 + Penalty 1970.472135 = -672760.135605 nChanged 13 SP:Iteration 58Q (3363.887342 sec): 3 clusters Score: Raw -674734.145108 + Penalty 1970.472135 = -672763.672972 nChanged 15 SP:Iteration 59Q (3364.011403 sec): 3 clusters Score: Raw -674738.168744 + Penalty 1970.472135 = -672767.696609 nChanged 13 SP:Iteration 60F (3364.120841 sec): 3 clusters Score: Raw -674740.659106 + Penalty 1970.472135 = -672770.186971 nChanged 6 SP:Iteration 61Q (3364.232465 sec): 3 clusters Score: Raw -674741.990891 + Penalty 1970.472135 = -672771.518755 nChanged 7 SP:Iteration 62Q (3364.315603 sec): 3 clusters Score: Raw -674743.703759 + Penalty 1970.472135 = -672773.231623 nChanged 9 SP:Iteration 63Q (3364.426901 sec): 3 clusters Score: Raw -674745.858681 + Penalty 1970.472135 = -672775.386546 nChanged 8 SP:Iteration 64Q (3364.556217 sec): 3 clusters Score: Raw -674747.691489 + Penalty 1970.472135 = -672777.219353 nChanged 6 SP:Iteration 65Q (3364.666244 sec): 3 clusters Score: Raw -674748.742921 + Penalty 1970.472135 = -672778.270786 nChanged 4 SP:Iteration 66Q (3364.777280 sec): 3 clusters Score: Raw -674749.674842 + Penalty 1970.472135 = -672779.202707 nChanged 4 SP:Iteration 67Q (3364.856099 sec): 3 clusters Score: Raw -674750.768282 + Penalty 1970.472135 = -672780.296146 nChanged 4 SP:Iteration 68Q (3364.959883 sec): 3 clusters Score: Raw -674751.978576 + Penalty 1970.472135 = -672781.506440 nChanged 3 SP:Iteration 69Q (3365.055550 sec): 3 clusters Score: Raw -674752.508777 + Penalty 1970.472135 = -672782.036641 nChanged 3 SP:Iteration 70Q (3365.156050 sec): 3 clusters Score: Raw -674752.896720 + Penalty 1970.472135 = -672782.424584 nChanged 3 SP:Iteration 71Q (3365.252668 sec): 3 clusters Score: Raw -674753.274962 + Penalty 1970.472135 = -672782.802826 nChanged 1 SP:Iteration 72Q (3365.350602 sec): 3 clusters Score: Raw -674753.375375 + Penalty 1970.472135 = -672782.903239 nChanged 1 SP:Iteration 73Q (3365.447177 sec): 3 clusters Score: Raw -674753.581742 + Penalty 1970.472135 = -672783.109607 nChanged 2 SP:Iteration 74Q (3365.539811 sec): 3 clusters Score: Raw -674753.903731 + Penalty 1970.472135 = -672783.431596 nChanged 2 SP:Iteration 75Q (3365.625925 sec): 3 clusters Score: Raw -674754.444715 + Penalty 1970.472135 = -672783.972580 nChanged 2 SP:Iteration 76Q (3365.729520 sec): 3 clusters Score: Raw -674754.526168 + Penalty 1970.472135 = -672784.054032 nChanged 1 SP:Iteration 77Q (3365.796170 sec): 3 clusters Score: Raw -674754.601343 + Penalty 1970.472135 = -672784.129207 nChanged 0 SP:Iteration 78F (3365.909705 sec): 3 clusters Score: Raw -674754.601343 + Penalty 1970.472135 = -672784.129207 nChanged 0 Trying to split cluster 12 (1421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3365.948393 sec): 2 clusters Score: Raw -58889.263852 + Penalty 762.207193 = -58127.056659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3366.035854 sec): 3 clusters Score: Raw -58250.644449 + Penalty 1524.414387 = -56726.230062 nChanged 514 SP:Iteration 1F (3366.112397 sec): 3 clusters Score: Raw -58626.468015 + Penalty 1524.414387 = -57102.053628 nChanged 133 SP:Iteration 2F (3366.167871 sec): 3 clusters Score: Raw -58725.776620 + Penalty 1524.414387 = -57201.362234 nChanged 66 SP:Iteration 3Q (3366.239758 sec): 3 clusters Score: Raw -58772.264926 + Penalty 1524.414387 = -57247.850539 nChanged 41 SP:Iteration 4Q (3366.297294 sec): 3 clusters Score: Raw -58803.953148 + Penalty 1524.414387 = -57279.538761 nChanged 36 SP:Iteration 5Q (3366.386142 sec): 3 clusters Score: Raw -58834.553789 + Penalty 1524.414387 = -57310.139402 nChanged 35 SP:Iteration 6Q (3366.453182 sec): 3 clusters Score: Raw -58857.467828 + Penalty 1524.414387 = -57333.053441 nChanged 32 SP:Iteration 7Q (3366.515828 sec): 3 clusters Score: Raw -58883.081588 + Penalty 1524.414387 = -57358.667201 nChanged 28 SP:Iteration 8Q (3366.584644 sec): 3 clusters Score: Raw -58905.020182 + Penalty 1524.414387 = -57380.605795 nChanged 26 SP:Iteration 9Q (3366.650048 sec): 3 clusters Score: Raw -58917.058437 + Penalty 1524.414387 = -57392.644050 nChanged 25 SP:Iteration 10Q (3366.716720 sec): 3 clusters Score: Raw -58928.031838 + Penalty 1524.414387 = -57403.617451 nChanged 14 SP:Iteration 11Q (3366.791184 sec): 3 clusters Score: Raw -58935.701288 + Penalty 1524.414387 = -57411.286901 nChanged 15 SP:Iteration 12Q (3366.884829 sec): 3 clusters Score: Raw -58949.582600 + Penalty 1524.414387 = -57425.168213 nChanged 15 SP:Iteration 13Q (3366.956836 sec): 3 clusters Score: Raw -58957.834580 + Penalty 1524.414387 = -57433.420193 nChanged 10 SP:Iteration 14Q (3367.028484 sec): 3 clusters Score: Raw -58964.455655 + Penalty 1524.414387 = -57440.041268 nChanged 15 SP:Iteration 15Q (3367.089471 sec): 3 clusters Score: Raw -58974.558530 + Penalty 1524.414387 = -57450.144144 nChanged 13 SP:Iteration 16Q (3367.182579 sec): 3 clusters Score: Raw -58979.634861 + Penalty 1524.414387 = -57455.220474 nChanged 9 SP:Iteration 17Q (3367.257269 sec): 3 clusters Score: Raw -58982.092588 + Penalty 1524.414387 = -57457.678201 nChanged 8 SP:Iteration 18Q (3367.319887 sec): 3 clusters Score: Raw -58986.566279 + Penalty 1524.414387 = -57462.151892 nChanged 9 SP:Iteration 19Q (3367.405749 sec): 3 clusters Score: Raw -58991.899397 + Penalty 1524.414387 = -57467.485010 nChanged 9 SP:Iteration 20F (3367.469655 sec): 3 clusters Score: Raw -58996.455532 + Penalty 1524.414387 = -57472.041145 nChanged 12 SP:Iteration 21Q (3367.544202 sec): 3 clusters Score: Raw -59001.727994 + Penalty 1524.414387 = -57477.313608 nChanged 9 SP:Iteration 22Q (3367.639442 sec): 3 clusters Score: Raw -59004.322448 + Penalty 1524.414387 = -57479.908061 nChanged 2 SP:Iteration 23Q (3367.707858 sec): 3 clusters Score: Raw -59004.654401 + Penalty 1524.414387 = -57480.240014 nChanged 0 SP:Iteration 24F (3367.787802 sec): 3 clusters Score: Raw -59004.654401 + Penalty 1524.414387 = -57480.240014 nChanged 0 Trying to split cluster 13 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3367.810568 sec): 2 clusters Score: Raw -42422.597235 + Penalty 715.987027 = -41706.610208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3367.890027 sec): 3 clusters Score: Raw -42058.472423 + Penalty 1431.974054 = -40626.498369 nChanged 302 SP:Iteration 1F (3367.990601 sec): 3 clusters Score: Raw -42311.048028 + Penalty 1431.974054 = -40879.073975 nChanged 75 SP:Iteration 2F (3368.078187 sec): 3 clusters Score: Raw -42374.379322 + Penalty 1431.974054 = -40942.405268 nChanged 30 SP:Iteration 3Q (3368.180537 sec): 3 clusters Score: Raw -42395.095612 + Penalty 1431.974054 = -40963.121558 nChanged 17 SP:Iteration 4Q (3368.279839 sec): 3 clusters Score: Raw -42408.732781 + Penalty 1431.974054 = -40976.758728 nChanged 12 SP:Iteration 5Q (3368.386430 sec): 3 clusters Score: Raw -42417.821431 + Penalty 1431.974054 = -40985.847377 nChanged 16 SP:Iteration 6Q (3368.480084 sec): 3 clusters Score: Raw -42431.553615 + Penalty 1431.974054 = -40999.579561 nChanged 12 SP:Iteration 7Q (3368.555720 sec): 3 clusters Score: Raw -42443.651759 + Penalty 1431.974054 = -41011.677705 nChanged 15 SP:Iteration 8Q (3368.646479 sec): 3 clusters Score: Raw -42455.509330 + Penalty 1431.974054 = -41023.535276 nChanged 14 SP:Iteration 9Q (3368.736423 sec): 3 clusters Score: Raw -42468.395006 + Penalty 1431.974054 = -41036.420952 nChanged 13 SP:Iteration 10Q (3368.825778 sec): 3 clusters Score: Raw -42479.711648 + Penalty 1431.974054 = -41047.737594 nChanged 13 SP:Iteration 11Q (3368.923729 sec): 3 clusters Score: Raw -42490.263981 + Penalty 1431.974054 = -41058.289927 nChanged 10 SP:Iteration 12Q (3369.024862 sec): 3 clusters Score: Raw -42498.845635 + Penalty 1431.974054 = -41066.871581 nChanged 10 SP:Iteration 13Q (3369.105051 sec): 3 clusters Score: Raw -42509.243093 + Penalty 1431.974054 = -41077.269040 nChanged 11 SP:Iteration 14Q (3369.202367 sec): 3 clusters Score: Raw -42516.145880 + Penalty 1431.974054 = -41084.171826 nChanged 5 SP:Iteration 15Q (3369.288666 sec): 3 clusters Score: Raw -42518.856670 + Penalty 1431.974054 = -41086.882616 nChanged 2 SP:Iteration 16Q (3369.411303 sec): 3 clusters Score: Raw -42520.079745 + Penalty 1431.974054 = -41088.105691 nChanged 2 SP:Iteration 17Q (3369.474892 sec): 3 clusters Score: Raw -42521.785465 + Penalty 1431.974054 = -41089.811411 nChanged 3 SP:Iteration 18Q (3369.552735 sec): 3 clusters Score: Raw -42524.390649 + Penalty 1431.974054 = -41092.416595 nChanged 1 SP:Iteration 19Q (3369.634757 sec): 3 clusters Score: Raw -42524.491199 + Penalty 1431.974054 = -41092.517146 nChanged 0 SP:Iteration 20F (3369.716309 sec): 3 clusters Score: Raw -42524.491199 + Penalty 1431.974054 = -41092.517146 nChanged 0 Trying to split cluster 14 (3535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3369.786495 sec): 2 clusters Score: Raw -190592.619738 + Penalty 857.899201 = -189734.720537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3369.868585 sec): 3 clusters Score: Raw -188726.281458 + Penalty 1715.798401 = -187010.483056 nChanged 1457 SP:Iteration 1F (3369.992760 sec): 3 clusters Score: Raw -189647.225251 + Penalty 1715.798401 = -187931.426850 nChanged 306 SP:Iteration 2F (3370.099184 sec): 3 clusters Score: Raw -189883.769970 + Penalty 1715.798401 = -188167.971569 nChanged 267 SP:Iteration 3F (3370.186509 sec): 3 clusters Score: Raw -190107.826502 + Penalty 1715.798401 = -188392.028100 nChanged 236 SP:Iteration 4F (3370.275131 sec): 3 clusters Score: Raw -190290.821888 + Penalty 1715.798401 = -188575.023487 nChanged 187 SP:Iteration 5F (3370.363906 sec): 3 clusters Score: Raw -190418.246595 + Penalty 1715.798401 = -188702.448194 nChanged 166 SP:Iteration 6Q (3370.445147 sec): 3 clusters Score: Raw -190549.010387 + Penalty 1715.798401 = -188833.211986 nChanged 161 SP:Iteration 7Q (3370.566309 sec): 3 clusters Score: Raw -190669.369863 + Penalty 1715.798401 = -188953.571461 nChanged 133 SP:Iteration 8Q (3370.669134 sec): 3 clusters Score: Raw -190753.925194 + Penalty 1715.798401 = -189038.126792 nChanged 94 SP:Iteration 9Q (3370.772525 sec): 3 clusters Score: Raw -190807.967481 + Penalty 1715.798401 = -189092.169080 nChanged 72 SP:Iteration 10Q (3370.880559 sec): 3 clusters Score: Raw -190842.752438 + Penalty 1715.798401 = -189126.954036 nChanged 57 SP:Iteration 11Q (3370.977148 sec): 3 clusters Score: Raw -190869.706465 + Penalty 1715.798401 = -189153.908064 nChanged 50 SP:Iteration 12Q (3371.058950 sec): 3 clusters Score: Raw -190890.066703 + Penalty 1715.798401 = -189174.268302 nChanged 36 SP:Iteration 13Q (3371.169809 sec): 3 clusters Score: Raw -190900.481622 + Penalty 1715.798401 = -189184.683220 nChanged 27 SP:Iteration 14Q (3371.292093 sec): 3 clusters Score: Raw -190910.618970 + Penalty 1715.798401 = -189194.820568 nChanged 24 SP:Iteration 15Q (3371.413002 sec): 3 clusters Score: Raw -190916.947893 + Penalty 1715.798401 = -189201.149492 nChanged 15 SP:Iteration 16Q (3371.480229 sec): 3 clusters Score: Raw -190921.312502 + Penalty 1715.798401 = -189205.514101 nChanged 10 SP:Iteration 17Q (3371.576718 sec): 3 clusters Score: Raw -190924.596341 + Penalty 1715.798401 = -189208.797939 nChanged 12 SP:Iteration 18Q (3371.682771 sec): 3 clusters Score: Raw -190927.656864 + Penalty 1715.798401 = -189211.858463 nChanged 10 SP:Iteration 19Q (3371.774896 sec): 3 clusters Score: Raw -190930.144042 + Penalty 1715.798401 = -189214.345640 nChanged 11 SP:Iteration 20F (3371.860908 sec): 3 clusters Score: Raw -190933.395350 + Penalty 1715.798401 = -189217.596949 nChanged 14 SP:Iteration 21Q (3371.948925 sec): 3 clusters Score: Raw -190937.331983 + Penalty 1715.798401 = -189221.533581 nChanged 10 SP:Iteration 22Q (3372.035743 sec): 3 clusters Score: Raw -190939.857647 + Penalty 1715.798401 = -189224.059246 nChanged 13 SP:Iteration 23Q (3372.123664 sec): 3 clusters Score: Raw -190943.801649 + Penalty 1715.798401 = -189228.003247 nChanged 18 SP:Iteration 24Q (3372.231812 sec): 3 clusters Score: Raw -190948.536867 + Penalty 1715.798401 = -189232.738465 nChanged 10 SP:Iteration 25Q (3372.323270 sec): 3 clusters Score: Raw -190951.498742 + Penalty 1715.798401 = -189235.700341 nChanged 12 SP:Iteration 26Q (3372.429643 sec): 3 clusters Score: Raw -190955.394046 + Penalty 1715.798401 = -189239.595645 nChanged 14 SP:Iteration 27Q (3372.499986 sec): 3 clusters Score: Raw -190958.322146 + Penalty 1715.798401 = -189242.523744 nChanged 9 SP:Iteration 28Q (3372.599568 sec): 3 clusters Score: Raw -190962.026726 + Penalty 1715.798401 = -189246.228325 nChanged 9 SP:Iteration 29Q (3372.690750 sec): 3 clusters Score: Raw -190965.295382 + Penalty 1715.798401 = -189249.496980 nChanged 15 SP:Iteration 30Q (3372.793386 sec): 3 clusters Score: Raw -190969.122650 + Penalty 1715.798401 = -189253.324248 nChanged 17 SP:Iteration 31Q (3372.899159 sec): 3 clusters Score: Raw -190974.381009 + Penalty 1715.798401 = -189258.582608 nChanged 25 SP:Iteration 32Q (3372.990362 sec): 3 clusters Score: Raw -190986.828578 + Penalty 1715.798401 = -189271.030177 nChanged 36 SP:Iteration 33Q (3373.086434 sec): 3 clusters Score: Raw -191008.523695 + Penalty 1715.798401 = -189292.725293 nChanged 44 SP:Iteration 34Q (3373.174347 sec): 3 clusters Score: Raw -191044.646695 + Penalty 1715.798401 = -189328.848294 nChanged 59 SP:Iteration 35Q (3373.252358 sec): 3 clusters Score: Raw -191101.619441 + Penalty 1715.798401 = -189385.821040 nChanged 74 SP:Iteration 36Q (3373.339695 sec): 3 clusters Score: Raw -191188.074269 + Penalty 1715.798401 = -189472.275867 nChanged 86 SP:Iteration 37Q (3373.431655 sec): 3 clusters Score: Raw -191289.903405 + Penalty 1715.798401 = -189574.105003 nChanged 64 SP:Iteration 38Q (3373.501197 sec): 3 clusters Score: Raw -191359.318454 + Penalty 1715.798401 = -189643.520052 nChanged 45 SP:Iteration 39Q (3373.592225 sec): 3 clusters Score: Raw -191406.930556 + Penalty 1715.798401 = -189691.132154 nChanged 40 SP:Iteration 40F (3373.665968 sec): 3 clusters Score: Raw -191443.079607 + Penalty 1715.798401 = -189727.281206 nChanged 35 SP:Iteration 41Q (3373.741998 sec): 3 clusters Score: Raw -191477.879633 + Penalty 1715.798401 = -189762.081231 nChanged 22 SP:Iteration 42Q (3373.810105 sec): 3 clusters Score: Raw -191490.355954 + Penalty 1715.798401 = -189774.557552 nChanged 13 SP:Iteration 43Q (3373.899345 sec): 3 clusters Score: Raw -191497.152420 + Penalty 1715.798401 = -189781.354018 nChanged 6 SP:Iteration 44Q (3373.984782 sec): 3 clusters Score: Raw -191501.001077 + Penalty 1715.798401 = -189785.202676 nChanged 8 SP:Iteration 45Q (3374.071281 sec): 3 clusters Score: Raw -191503.934542 + Penalty 1715.798401 = -189788.136140 nChanged 2 SP:Iteration 46Q (3374.142266 sec): 3 clusters Score: Raw -191504.635761 + Penalty 1715.798401 = -189788.837360 nChanged 1 SP:Iteration 47Q (3374.242720 sec): 3 clusters Score: Raw -191504.859590 + Penalty 1715.798401 = -189789.061188 nChanged 0 SP:Iteration 48F (3374.312615 sec): 3 clusters Score: Raw -191504.859590 + Penalty 1715.798401 = -189789.061188 nChanged 0 Score: Raw -2010699.611923 + Penalty 18960.548943 = -1991739.062981 Splitting cluster 14 changes total score from -1991942.149537 to -1991739.062981 So it's not getting split. Trying to split cluster 15 (2424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3375.417007 sec): 2 clusters Score: Raw -118568.549679 + Penalty 818.283306 = -117750.266373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3375.487984 sec): 3 clusters Score: Raw -117383.652179 + Penalty 1636.566613 = -115747.085566 nChanged 970 SP:Iteration 1F (3375.562134 sec): 3 clusters Score: Raw -118034.108734 + Penalty 1636.566613 = -116397.542121 nChanged 201 SP:Iteration 2F (3375.645773 sec): 3 clusters Score: Raw -118179.553212 + Penalty 1636.566613 = -116542.986599 nChanged 146 SP:Iteration 3F (3375.722085 sec): 3 clusters Score: Raw -118299.453990 + Penalty 1636.566613 = -116662.887377 nChanged 146 SP:Iteration 4F (3375.782743 sec): 3 clusters Score: Raw -118412.565887 + Penalty 1636.566613 = -116775.999274 nChanged 127 SP:Iteration 5F (3375.882516 sec): 3 clusters Score: Raw -118502.406093 + Penalty 1636.566613 = -116865.839481 nChanged 100 SP:Iteration 6Q (3375.947790 sec): 3 clusters Score: Raw -118572.155891 + Penalty 1636.566613 = -116935.589278 nChanged 84 SP:Iteration 7Q (3376.030528 sec): 3 clusters Score: Raw -118632.804756 + Penalty 1636.566613 = -116996.238143 nChanged 89 SP:Iteration 8Q (3376.119118 sec): 3 clusters Score: Raw -118690.261055 + Penalty 1636.566613 = -117053.694442 nChanged 66 SP:Iteration 9Q (3376.206633 sec): 3 clusters Score: Raw -118726.823761 + Penalty 1636.566613 = -117090.257148 nChanged 50 SP:Iteration 10Q (3376.286134 sec): 3 clusters Score: Raw -118755.388038 + Penalty 1636.566613 = -117118.821426 nChanged 42 SP:Iteration 11Q (3376.373942 sec): 3 clusters Score: Raw -118776.491620 + Penalty 1636.566613 = -117139.925007 nChanged 27 SP:Iteration 12Q (3376.429880 sec): 3 clusters Score: Raw -118789.935110 + Penalty 1636.566613 = -117153.368497 nChanged 27 SP:Iteration 13Q (3376.508716 sec): 3 clusters Score: Raw -118802.332730 + Penalty 1636.566613 = -117165.766117 nChanged 14 SP:Iteration 14Q (3376.584777 sec): 3 clusters Score: Raw -118806.836924 + Penalty 1636.566613 = -117170.270311 nChanged 9 SP:Iteration 15Q (3376.648563 sec): 3 clusters Score: Raw -118810.018397 + Penalty 1636.566613 = -117173.451784 nChanged 9 SP:Iteration 16Q (3376.753804 sec): 3 clusters Score: Raw -118812.631555 + Penalty 1636.566613 = -117176.064942 nChanged 6 SP:Iteration 17Q (3376.815575 sec): 3 clusters Score: Raw -118814.057237 + Penalty 1636.566613 = -117177.490624 nChanged 2 SP:Iteration 18Q (3376.884922 sec): 3 clusters Score: Raw -118814.878822 + Penalty 1636.566613 = -117178.312209 nChanged 2 SP:Iteration 19Q (3376.969769 sec): 3 clusters Score: Raw -118815.413148 + Penalty 1636.566613 = -117178.846535 nChanged 4 SP:Iteration 20F (3377.052204 sec): 3 clusters Score: Raw -118816.731496 + Penalty 1636.566613 = -117180.164883 nChanged 8 SP:Iteration 21Q (3377.115027 sec): 3 clusters Score: Raw -118819.935778 + Penalty 1636.566613 = -117183.369165 nChanged 7 SP:Iteration 22Q (3377.192658 sec): 3 clusters Score: Raw -118822.222247 + Penalty 1636.566613 = -117185.655634 nChanged 11 SP:Iteration 23Q (3377.277058 sec): 3 clusters Score: Raw -118827.664160 + Penalty 1636.566613 = -117191.097547 nChanged 7 SP:Iteration 24Q (3377.374896 sec): 3 clusters Score: Raw -118830.742160 + Penalty 1636.566613 = -117194.175547 nChanged 8 SP:Iteration 25Q (3377.449854 sec): 3 clusters Score: Raw -118833.690186 + Penalty 1636.566613 = -117197.123573 nChanged 4 SP:Iteration 26Q (3377.531090 sec): 3 clusters Score: Raw -118834.916423 + Penalty 1636.566613 = -117198.349810 nChanged 4 SP:Iteration 27Q (3377.615237 sec): 3 clusters Score: Raw -118835.511667 + Penalty 1636.566613 = -117198.945054 nChanged 4 SP:Iteration 28Q (3377.669873 sec): 3 clusters Score: Raw -118837.152540 + Penalty 1636.566613 = -117200.585927 nChanged 5 SP:Iteration 29Q (3377.742121 sec): 3 clusters Score: Raw -118838.640196 + Penalty 1636.566613 = -117202.073583 nChanged 6 SP:Iteration 30Q (3377.833866 sec): 3 clusters Score: Raw -118842.316691 + Penalty 1636.566613 = -117205.750078 nChanged 5 SP:Iteration 31Q (3377.919740 sec): 3 clusters Score: Raw -118843.654278 + Penalty 1636.566613 = -117207.087665 nChanged 5 SP:Iteration 32Q (3378.008300 sec): 3 clusters Score: Raw -118845.295099 + Penalty 1636.566613 = -117208.728486 nChanged 4 SP:Iteration 33Q (3378.074890 sec): 3 clusters Score: Raw -118846.028858 + Penalty 1636.566613 = -117209.462245 nChanged 2 SP:Iteration 34Q (3378.170725 sec): 3 clusters Score: Raw -118846.442421 + Penalty 1636.566613 = -117209.875808 nChanged 0 SP:Iteration 35F (3378.245658 sec): 3 clusters Score: Raw -118846.442421 + Penalty 1636.566613 = -117209.875808 nChanged 0 Trying to split cluster 16 (2434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3378.272317 sec): 2 clusters Score: Raw -117615.871246 + Penalty 818.715584 = -116797.155662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3378.358681 sec): 3 clusters Score: Raw -116377.399123 + Penalty 1637.431167 = -114739.967956 nChanged 983 SP:Iteration 1F (3378.435440 sec): 3 clusters Score: Raw -116964.130522 + Penalty 1637.431167 = -115326.699355 nChanged 221 SP:Iteration 2F (3378.511919 sec): 3 clusters Score: Raw -117124.933362 + Penalty 1637.431167 = -115487.502194 nChanged 143 SP:Iteration 3F (3378.587415 sec): 3 clusters Score: Raw -117243.526573 + Penalty 1637.431167 = -115606.095405 nChanged 154 SP:Iteration 4F (3378.660955 sec): 3 clusters Score: Raw -117354.395636 + Penalty 1637.431167 = -115716.964469 nChanged 103 SP:Iteration 5Q (3378.738442 sec): 3 clusters Score: Raw -117412.976925 + Penalty 1637.431167 = -115775.545758 nChanged 71 SP:Iteration 6Q (3378.820871 sec): 3 clusters Score: Raw -117460.495594 + Penalty 1637.431167 = -115823.064427 nChanged 61 SP:Iteration 7Q (3378.906264 sec): 3 clusters Score: Raw -117494.148683 + Penalty 1637.431167 = -115856.717516 nChanged 55 SP:Iteration 8Q (3378.986287 sec): 3 clusters Score: Raw -117519.088113 + Penalty 1637.431167 = -115881.656946 nChanged 43 SP:Iteration 9Q (3379.072823 sec): 3 clusters Score: Raw -117537.143224 + Penalty 1637.431167 = -115899.712057 nChanged 33 SP:Iteration 10Q (3379.147642 sec): 3 clusters Score: Raw -117551.488679 + Penalty 1637.431167 = -115914.057512 nChanged 34 SP:Iteration 11Q (3379.226550 sec): 3 clusters Score: Raw -117563.941014 + Penalty 1637.431167 = -115926.509846 nChanged 31 SP:Iteration 12Q (3379.295504 sec): 3 clusters Score: Raw -117575.263152 + Penalty 1637.431167 = -115937.831985 nChanged 30 SP:Iteration 13Q (3379.386960 sec): 3 clusters Score: Raw -117586.175527 + Penalty 1637.431167 = -115948.744359 nChanged 23 SP:Iteration 14Q (3379.458992 sec): 3 clusters Score: Raw -117596.248589 + Penalty 1637.431167 = -115958.817422 nChanged 22 SP:Iteration 15Q (3379.549680 sec): 3 clusters Score: Raw -117604.280380 + Penalty 1637.431167 = -115966.849212 nChanged 18 SP:Iteration 16Q (3379.649287 sec): 3 clusters Score: Raw -117610.583818 + Penalty 1637.431167 = -115973.152651 nChanged 13 SP:Iteration 17Q (3379.711767 sec): 3 clusters Score: Raw -117615.524456 + Penalty 1637.431167 = -115978.093289 nChanged 20 SP:Iteration 18Q (3379.839597 sec): 3 clusters Score: Raw -117623.287182 + Penalty 1637.431167 = -115985.856015 nChanged 19 SP:Iteration 19Q (3379.969664 sec): 3 clusters Score: Raw -117631.418204 + Penalty 1637.431167 = -115993.987037 nChanged 24 SP:Iteration 20F (3380.054300 sec): 3 clusters Score: Raw -117644.834234 + Penalty 1637.431167 = -116007.403067 nChanged 26 SP:Iteration 21Q (3380.139760 sec): 3 clusters Score: Raw -117661.580069 + Penalty 1637.431167 = -116024.148902 nChanged 31 SP:Iteration 22Q (3380.220207 sec): 3 clusters Score: Raw -117678.635089 + Penalty 1637.431167 = -116041.203921 nChanged 27 SP:Iteration 23Q (3380.299594 sec): 3 clusters Score: Raw -117694.000719 + Penalty 1637.431167 = -116056.569551 nChanged 27 SP:Iteration 24Q (3380.403664 sec): 3 clusters Score: Raw -117710.232205 + Penalty 1637.431167 = -116072.801038 nChanged 31 SP:Iteration 25Q (3380.483589 sec): 3 clusters Score: Raw -117732.185647 + Penalty 1637.431167 = -116094.754480 nChanged 30 SP:Iteration 26Q (3380.568093 sec): 3 clusters Score: Raw -117752.659033 + Penalty 1637.431167 = -116115.227865 nChanged 28 SP:Iteration 27Q (3380.674467 sec): 3 clusters Score: Raw -117768.441411 + Penalty 1637.431167 = -116131.010243 nChanged 23 SP:Iteration 28Q (3380.760021 sec): 3 clusters Score: Raw -117776.719915 + Penalty 1637.431167 = -116139.288748 nChanged 15 SP:Iteration 29Q (3380.841260 sec): 3 clusters Score: Raw -117782.550389 + Penalty 1637.431167 = -116145.119221 nChanged 15 SP:Iteration 30Q (3380.925509 sec): 3 clusters Score: Raw -117788.938163 + Penalty 1637.431167 = -116151.506995 nChanged 16 SP:Iteration 31Q (3381.007963 sec): 3 clusters Score: Raw -117797.489095 + Penalty 1637.431167 = -116160.057928 nChanged 22 SP:Iteration 32Q (3381.112182 sec): 3 clusters Score: Raw -117813.286566 + Penalty 1637.431167 = -116175.855398 nChanged 19 SP:Iteration 33Q (3381.178937 sec): 3 clusters Score: Raw -117826.754363 + Penalty 1637.431167 = -116189.323195 nChanged 19 SP:Iteration 34Q (3381.265664 sec): 3 clusters Score: Raw -117838.186992 + Penalty 1637.431167 = -116200.755825 nChanged 14 SP:Iteration 35Q (3381.333649 sec): 3 clusters Score: Raw -117844.377980 + Penalty 1637.431167 = -116206.946813 nChanged 7 SP:Iteration 36Q (3381.421306 sec): 3 clusters Score: Raw -117846.611759 + Penalty 1637.431167 = -116209.180592 nChanged 4 SP:Iteration 37Q (3381.508295 sec): 3 clusters Score: Raw -117847.818972 + Penalty 1637.431167 = -116210.387804 nChanged 3 SP:Iteration 38Q (3381.613701 sec): 3 clusters Score: Raw -117849.803522 + Penalty 1637.431167 = -116212.372355 nChanged 4 SP:Iteration 39Q (3381.713660 sec): 3 clusters Score: Raw -117850.916852 + Penalty 1637.431167 = -116213.485684 nChanged 1 SP:Iteration 40F (3381.796536 sec): 3 clusters Score: Raw -117851.545189 + Penalty 1637.431167 = -116214.114022 nChanged 2 SP:Iteration 41Q (3381.882609 sec): 3 clusters Score: Raw -117852.705126 + Penalty 1637.431167 = -116215.273958 nChanged 6 SP:Iteration 42Q (3381.964210 sec): 3 clusters Score: Raw -117854.858279 + Penalty 1637.431167 = -116217.427112 nChanged 5 SP:Iteration 43Q (3382.049006 sec): 3 clusters Score: Raw -117856.711372 + Penalty 1637.431167 = -116219.280205 nChanged 6 SP:Iteration 44Q (3382.131343 sec): 3 clusters Score: Raw -117860.100292 + Penalty 1637.431167 = -116222.669124 nChanged 8 SP:Iteration 45Q (3382.214383 sec): 3 clusters Score: Raw -117861.678046 + Penalty 1637.431167 = -116224.246879 nChanged 7 SP:Iteration 46Q (3382.293495 sec): 3 clusters Score: Raw -117863.511706 + Penalty 1637.431167 = -116226.080538 nChanged 6 SP:Iteration 47Q (3382.390989 sec): 3 clusters Score: Raw -117864.890777 + Penalty 1637.431167 = -116227.459609 nChanged 2 SP:Iteration 48Q (3382.466323 sec): 3 clusters Score: Raw -117865.371981 + Penalty 1637.431167 = -116227.940814 nChanged 2 SP:Iteration 49Q (3382.585922 sec): 3 clusters Score: Raw -117865.679074 + Penalty 1637.431167 = -116228.247906 nChanged 1 SP:Iteration 50Q (3382.717904 sec): 3 clusters Score: Raw -117865.782919 + Penalty 1637.431167 = -116228.351751 nChanged 1 SP:Iteration 51Q (3382.813175 sec): 3 clusters Score: Raw -117865.927662 + Penalty 1637.431167 = -116228.496495 nChanged 2 SP:Iteration 52Q (3382.963457 sec): 3 clusters Score: Raw -117866.288801 + Penalty 1637.431167 = -116228.857633 nChanged 1 SP:Iteration 53Q (3383.049004 sec): 3 clusters Score: Raw -117866.612150 + Penalty 1637.431167 = -116229.180983 nChanged 5 SP:Iteration 54Q (3383.166355 sec): 3 clusters Score: Raw -117868.471418 + Penalty 1637.431167 = -116231.040250 nChanged 5 SP:Iteration 55Q (3383.264799 sec): 3 clusters Score: Raw -117870.823319 + Penalty 1637.431167 = -116233.392152 nChanged 2 SP:Iteration 56Q (3383.355622 sec): 3 clusters Score: Raw -117871.735881 + Penalty 1637.431167 = -116234.304714 nChanged 3 SP:Iteration 57Q (3383.465211 sec): 3 clusters Score: Raw -117872.901065 + Penalty 1637.431167 = -116235.469898 nChanged 4 SP:Iteration 58Q (3383.535584 sec): 3 clusters Score: Raw -117873.998971 + Penalty 1637.431167 = -116236.567804 nChanged 3 SP:Iteration 59Q (3383.649123 sec): 3 clusters Score: Raw -117875.166283 + Penalty 1637.431167 = -116237.735116 nChanged 3 SP:Iteration 60F (3383.737765 sec): 3 clusters Score: Raw -117876.471468 + Penalty 1637.431167 = -116239.040300 nChanged 1 SP:Iteration 61Q (3383.828766 sec): 3 clusters Score: Raw -117876.695318 + Penalty 1637.431167 = -116239.264150 nChanged 1 SP:Iteration 62Q (3383.915513 sec): 3 clusters Score: Raw -117877.507670 + Penalty 1637.431167 = -116240.076503 nChanged 3 SP:Iteration 63Q (3384.006472 sec): 3 clusters Score: Raw -117878.624399 + Penalty 1637.431167 = -116241.193232 nChanged 1 SP:Iteration 64Q (3384.094316 sec): 3 clusters Score: Raw -117878.823796 + Penalty 1637.431167 = -116241.392628 nChanged 1 SP:Iteration 65Q (3384.185205 sec): 3 clusters Score: Raw -117879.162302 + Penalty 1637.431167 = -116241.731134 nChanged 3 SP:Iteration 66Q (3384.274015 sec): 3 clusters Score: Raw -117880.198243 + Penalty 1637.431167 = -116242.767076 nChanged 5 SP:Iteration 67Q (3384.385898 sec): 3 clusters Score: Raw -117882.596288 + Penalty 1637.431167 = -116245.165121 nChanged 7 SP:Iteration 68Q (3384.449664 sec): 3 clusters Score: Raw -117885.864088 + Penalty 1637.431167 = -116248.432920 nChanged 9 SP:Iteration 69Q (3384.565001 sec): 3 clusters Score: Raw -117889.864742 + Penalty 1637.431167 = -116252.433575 nChanged 12 SP:Iteration 70Q (3384.661684 sec): 3 clusters Score: Raw -117896.018659 + Penalty 1637.431167 = -116258.587491 nChanged 13 SP:Iteration 71Q (3384.752621 sec): 3 clusters Score: Raw -117904.103339 + Penalty 1637.431167 = -116266.672172 nChanged 20 SP:Iteration 72Q (3384.841956 sec): 3 clusters Score: Raw -117913.362743 + Penalty 1637.431167 = -116275.931576 nChanged 16 SP:Iteration 73Q (3384.931672 sec): 3 clusters Score: Raw -117922.071877 + Penalty 1637.431167 = -116284.640710 nChanged 14 SP:Iteration 74Q (3385.019097 sec): 3 clusters Score: Raw -117929.342920 + Penalty 1637.431167 = -116291.911752 nChanged 15 SP:Iteration 75Q (3385.109828 sec): 3 clusters Score: Raw -117937.623903 + Penalty 1637.431167 = -116300.192736 nChanged 9 SP:Iteration 76Q (3385.201139 sec): 3 clusters Score: Raw -117944.022888 + Penalty 1637.431167 = -116306.591721 nChanged 12 SP:Iteration 77Q (3385.271944 sec): 3 clusters Score: Raw -117952.048759 + Penalty 1637.431167 = -116314.617592 nChanged 10 SP:Iteration 78Q (3385.390450 sec): 3 clusters Score: Raw -117956.969387 + Penalty 1637.431167 = -116319.538219 nChanged 9 SP:Iteration 79Q (3385.505581 sec): 3 clusters Score: Raw -117960.687431 + Penalty 1637.431167 = -116323.256264 nChanged 15 SP:Iteration 80F (3385.611376 sec): 3 clusters Score: Raw -117969.167023 + Penalty 1637.431167 = -116331.735856 nChanged 14 SP:Iteration 81Q (3385.683877 sec): 3 clusters Score: Raw -117980.743920 + Penalty 1637.431167 = -116343.312752 nChanged 22 SP:Iteration 82Q (3385.778800 sec): 3 clusters Score: Raw -117994.568013 + Penalty 1637.431167 = -116357.136846 nChanged 20 SP:Iteration 83Q (3385.853861 sec): 3 clusters Score: Raw -118005.318070 + Penalty 1637.431167 = -116367.886903 nChanged 13 SP:Iteration 84Q (3385.917663 sec): 3 clusters Score: Raw -118010.448395 + Penalty 1637.431167 = -116373.017228 nChanged 6 SP:Iteration 85Q (3386.004025 sec): 3 clusters Score: Raw -118012.329714 + Penalty 1637.431167 = -116374.898547 nChanged 7 SP:Iteration 86Q (3386.084102 sec): 3 clusters Score: Raw -118015.233886 + Penalty 1637.431167 = -116377.802718 nChanged 6 SP:Iteration 87Q (3386.150645 sec): 3 clusters Score: Raw -118017.707983 + Penalty 1637.431167 = -116380.276815 nChanged 5 SP:Iteration 88Q (3386.226513 sec): 3 clusters Score: Raw -118020.324040 + Penalty 1637.431167 = -116382.892872 nChanged 5 SP:Iteration 89Q (3386.315708 sec): 3 clusters Score: Raw -118022.448478 + Penalty 1637.431167 = -116385.017311 nChanged 6 SP:Iteration 90Q (3386.388699 sec): 3 clusters Score: Raw -118025.269716 + Penalty 1637.431167 = -116387.838549 nChanged 1 SP:Iteration 91Q (3386.472625 sec): 3 clusters Score: Raw -118025.965707 + Penalty 1637.431167 = -116388.534540 nChanged 2 SP:Iteration 92Q (3386.537272 sec): 3 clusters Score: Raw -118026.460020 + Penalty 1637.431167 = -116389.028852 nChanged 5 SP:Iteration 93Q (3386.622985 sec): 3 clusters Score: Raw -118028.368069 + Penalty 1637.431167 = -116390.936902 nChanged 5 SP:Iteration 94Q (3386.691759 sec): 3 clusters Score: Raw -118029.856486 + Penalty 1637.431167 = -116392.425319 nChanged 4 SP:Iteration 95Q (3386.768486 sec): 3 clusters Score: Raw -118030.588953 + Penalty 1637.431167 = -116393.157786 nChanged 0 SP:Iteration 96F (3386.857315 sec): 3 clusters Score: Raw -118030.588953 + Penalty 1637.431167 = -116393.157786 nChanged 0 Time taken for this iteration:558.378620 seconds. 11->17 Clusters: Score -1991942.149537, best is -1992393.325019 Starting from 12 clusters... ------ Clustering full data set of 41034 points ------ SP: Assigned 12 initial classes randomly. Deleting Class 11 (1431 points): Lose 362.923204 but Gain 1115.326408 Iteration 0F (3387.576564 sec): 11 clusters Score: Raw -1778677.571967 + Penalty 11153.264084 = -1767524.307883 nChanged 36794 Iteration 1F (3388.240664 sec): 11 clusters Score: Raw -1917953.185381 + Penalty 11153.264084 = -1906799.921297 nChanged 15420 Iteration 2F (3388.855698 sec): 11 clusters Score: Raw -1961500.332669 + Penalty 11153.264084 = -1950347.068585 nChanged 7981 Iteration 3F (3389.534043 sec): 11 clusters Score: Raw -1973186.545078 + Penalty 11153.264084 = -1962033.280995 nChanged 4350 Iteration 4F (3390.173810 sec): 11 clusters Score: Raw -1978469.619498 + Penalty 11153.264084 = -1967316.355414 nChanged 3079 Iteration 5F (3390.832283 sec): 11 clusters Score: Raw -1982193.301148 + Penalty 11153.264084 = -1971040.037065 nChanged 2542 Iteration 6F (3391.470761 sec): 11 clusters Score: Raw -1985393.114920 + Penalty 11153.264084 = -1974239.850836 nChanged 2097 Iteration 7F (3392.171094 sec): 11 clusters Score: Raw -1987543.760083 + Penalty 11153.264084 = -1976390.495999 nChanged 1750 Iteration 8Q (3392.751547 sec): 11 clusters Score: Raw -1989115.687544 + Penalty 11153.264084 = -1977962.423461 nChanged 1530 Iteration 9Q (3393.366492 sec): 11 clusters Score: Raw -1990440.193018 + Penalty 11153.264084 = -1979286.928934 nChanged 1375 Iteration 10Q (3393.751740 sec): 11 clusters Score: Raw -1991583.323429 + Penalty 11153.264084 = -1980430.059345 nChanged 1284 Iteration 11Q (3394.395058 sec): 11 clusters Score: Raw -1992600.406389 + Penalty 11153.264084 = -1981447.142305 nChanged 1176 Iteration 12Q (3395.178036 sec): 11 clusters Score: Raw -1993438.129622 + Penalty 11153.264084 = -1982284.865538 nChanged 967 Iteration 13Q (3395.968197 sec): 11 clusters Score: Raw -1993982.120730 + Penalty 11153.264084 = -1982828.856646 nChanged 779 Iteration 14Q (3396.679115 sec): 11 clusters Score: Raw -1994317.490691 + Penalty 11153.264084 = -1983164.226607 nChanged 587 Iteration 15Q (3397.395433 sec): 11 clusters Score: Raw -1994535.154995 + Penalty 11153.264084 = -1983381.890912 nChanged 521 Iteration 16Q (3398.117347 sec): 11 clusters Score: Raw -1994721.898751 + Penalty 11153.264084 = -1983568.634667 nChanged 415 Iteration 17Q (3398.885731 sec): 11 clusters Score: Raw -1994868.375427 + Penalty 11153.264084 = -1983715.111344 nChanged 358 Iteration 18Q (3399.522683 sec): 11 clusters Score: Raw -1994974.027905 + Penalty 11153.264084 = -1983820.763821 nChanged 283 Iteration 19Q (3400.317105 sec): 11 clusters Score: Raw -1995060.521238 + Penalty 11153.264084 = -1983907.257154 nChanged 263 Writing temp clu file Because OldScore, -1983820.763821, is greater than current (better) Score,-1983907.257154 Compute initial score before splitting: Score: Raw -1995060.521238 + Penalty 11153.264084 = -1983907.257154 Trying to split cluster 1 (1788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3400.385075 sec): 2 clusters Score: Raw -88076.440893 + Penalty 786.329560 = -87290.111333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3400.481750 sec): 3 clusters Score: Raw -87280.884873 + Penalty 1572.659121 = -85708.225753 nChanged 691 SP:Iteration 1F (3400.547098 sec): 3 clusters Score: Raw -87852.515116 + Penalty 1572.659121 = -86279.855995 nChanged 162 SP:Iteration 2F (3400.628234 sec): 3 clusters Score: Raw -87977.334144 + Penalty 1572.659121 = -86404.675023 nChanged 99 SP:Iteration 3F (3400.704246 sec): 3 clusters Score: Raw -88056.805571 + Penalty 1572.659121 = -86484.146450 nChanged 74 SP:Iteration 4Q (3400.773573 sec): 3 clusters Score: Raw -88107.470663 + Penalty 1572.659121 = -86534.811542 nChanged 58 SP:Iteration 5Q (3400.855685 sec): 3 clusters Score: Raw -88148.118849 + Penalty 1572.659121 = -86575.459728 nChanged 40 SP:Iteration 6Q (3400.922679 sec): 3 clusters Score: Raw -88179.008356 + Penalty 1572.659121 = -86606.349236 nChanged 35 SP:Iteration 7Q (3401.011376 sec): 3 clusters Score: Raw -88205.156390 + Penalty 1572.659121 = -86632.497269 nChanged 40 SP:Iteration 8Q (3401.086135 sec): 3 clusters Score: Raw -88238.471268 + Penalty 1572.659121 = -86665.812147 nChanged 41 SP:Iteration 9Q (3401.161955 sec): 3 clusters Score: Raw -88271.001169 + Penalty 1572.659121 = -86698.342048 nChanged 39 SP:Iteration 10Q (3401.230883 sec): 3 clusters Score: Raw -88302.366685 + Penalty 1572.659121 = -86729.707565 nChanged 31 SP:Iteration 11Q (3401.325206 sec): 3 clusters Score: Raw -88330.355944 + Penalty 1572.659121 = -86757.696824 nChanged 33 SP:Iteration 12Q (3401.411753 sec): 3 clusters Score: Raw -88358.473975 + Penalty 1572.659121 = -86785.814854 nChanged 28 SP:Iteration 13Q (3401.492054 sec): 3 clusters Score: Raw -88375.812305 + Penalty 1572.659121 = -86803.153184 nChanged 27 SP:Iteration 14Q (3401.563835 sec): 3 clusters Score: Raw -88398.666542 + Penalty 1572.659121 = -86826.007421 nChanged 29 SP:Iteration 15Q (3401.639693 sec): 3 clusters Score: Raw -88417.408597 + Penalty 1572.659121 = -86844.749476 nChanged 21 SP:Iteration 16Q (3401.708328 sec): 3 clusters Score: Raw -88428.290809 + Penalty 1572.659121 = -86855.631689 nChanged 16 SP:Iteration 17Q (3401.792782 sec): 3 clusters Score: Raw -88440.388311 + Penalty 1572.659121 = -86867.729191 nChanged 21 SP:Iteration 18Q (3401.872383 sec): 3 clusters Score: Raw -88457.947207 + Penalty 1572.659121 = -86885.288087 nChanged 20 SP:Iteration 19Q (3401.954639 sec): 3 clusters Score: Raw -88470.940210 + Penalty 1572.659121 = -86898.281089 nChanged 20 SP:Iteration 20F (3402.013335 sec): 3 clusters Score: Raw -88487.386927 + Penalty 1572.659121 = -86914.727806 nChanged 23 SP:Iteration 21Q (3402.107965 sec): 3 clusters Score: Raw -88504.663271 + Penalty 1572.659121 = -86932.004150 nChanged 21 SP:Iteration 22Q (3402.183813 sec): 3 clusters Score: Raw -88528.525278 + Penalty 1572.659121 = -86955.866157 nChanged 26 SP:Iteration 23Q (3402.264190 sec): 3 clusters Score: Raw -88570.698638 + Penalty 1572.659121 = -86998.039517 nChanged 31 SP:Iteration 24Q (3402.332688 sec): 3 clusters Score: Raw -88613.220041 + Penalty 1572.659121 = -87040.560920 nChanged 34 SP:Iteration 25Q (3402.400155 sec): 3 clusters Score: Raw -88669.335366 + Penalty 1572.659121 = -87096.676245 nChanged 31 SP:Iteration 26Q (3402.481667 sec): 3 clusters Score: Raw -88707.787173 + Penalty 1572.659121 = -87135.128052 nChanged 35 SP:Iteration 27Q (3402.560077 sec): 3 clusters Score: Raw -88749.494398 + Penalty 1572.659121 = -87176.835277 nChanged 39 SP:Iteration 28Q (3402.646436 sec): 3 clusters Score: Raw -88812.249893 + Penalty 1572.659121 = -87239.590772 nChanged 46 SP:Iteration 29Q (3402.734849 sec): 3 clusters Score: Raw -88907.962055 + Penalty 1572.659121 = -87335.302934 nChanged 42 SP:Iteration 30Q (3402.806710 sec): 3 clusters Score: Raw -89049.555250 + Penalty 1572.659121 = -87476.896130 nChanged 46 SP:Iteration 31Q (3402.890789 sec): 3 clusters Score: Raw -89165.399363 + Penalty 1572.659121 = -87592.740242 nChanged 30 SP:Iteration 32Q (3402.969891 sec): 3 clusters Score: Raw -89214.235249 + Penalty 1572.659121 = -87641.576128 nChanged 14 SP:Iteration 33Q (3403.045759 sec): 3 clusters Score: Raw -89224.747906 + Penalty 1572.659121 = -87652.088786 nChanged 13 SP:Iteration 34Q (3403.115277 sec): 3 clusters Score: Raw -89234.836613 + Penalty 1572.659121 = -87662.177492 nChanged 12 SP:Iteration 35Q (3403.195600 sec): 3 clusters Score: Raw -89243.053416 + Penalty 1572.659121 = -87670.394295 nChanged 4 SP:Iteration 36Q (3403.253857 sec): 3 clusters Score: Raw -89244.148287 + Penalty 1572.659121 = -87671.489166 nChanged 0 SP:Iteration 37F (3403.336500 sec): 3 clusters Score: Raw -89247.042348 + Penalty 1572.659121 = -87674.383227 nChanged 1 SP:Iteration 38Q (3403.412915 sec): 3 clusters Score: Raw -89248.195781 + Penalty 1572.659121 = -87675.536660 nChanged 0 SP:Iteration 39F (3403.498136 sec): 3 clusters Score: Raw -89248.195781 + Penalty 1572.659121 = -87675.536660 nChanged 0 Score: Raw -1996283.480743 + Penalty 12268.590492 = -1984014.890250 Splitting cluster 1 changes total score from -1983907.257154 to -1984014.890250 So it's getting split into cluster 11. Trying to split cluster 2 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3404.180259 sec): 2 clusters Score: Raw -33777.940033 + Penalty 732.222017 = -33045.718016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3404.263285 sec): 3 clusters Score: Raw -33439.824987 + Penalty 1464.444034 = -31975.380953 nChanged 388 SP:Iteration 1F (3404.334540 sec): 3 clusters Score: Raw -34013.192211 + Penalty 1464.444034 = -32548.748177 nChanged 107 SP:Iteration 2F (3404.398548 sec): 3 clusters Score: Raw -34160.931622 + Penalty 1464.444034 = -32696.487588 nChanged 65 SP:Iteration 3F (3404.472058 sec): 3 clusters Score: Raw -34234.763643 + Penalty 1464.444034 = -32770.319609 nChanged 44 SP:Iteration 4Q (3404.553939 sec): 3 clusters Score: Raw -34299.890522 + Penalty 1464.444034 = -32835.446488 nChanged 39 SP:Iteration 5Q (3404.614669 sec): 3 clusters Score: Raw -34342.453555 + Penalty 1464.444034 = -32878.009521 nChanged 33 SP:Iteration 6Q (3404.701577 sec): 3 clusters Score: Raw -34390.035031 + Penalty 1464.444034 = -32925.590997 nChanged 20 SP:Iteration 7Q (3404.780985 sec): 3 clusters Score: Raw -34412.346934 + Penalty 1464.444034 = -32947.902900 nChanged 20 SP:Iteration 8Q (3404.863274 sec): 3 clusters Score: Raw -34434.458464 + Penalty 1464.444034 = -32970.014430 nChanged 18 SP:Iteration 9Q (3404.931801 sec): 3 clusters Score: Raw -34457.861458 + Penalty 1464.444034 = -32993.417424 nChanged 13 SP:Iteration 10Q (3404.991050 sec): 3 clusters Score: Raw -34474.719501 + Penalty 1464.444034 = -33010.275467 nChanged 11 SP:Iteration 11Q (3405.070371 sec): 3 clusters Score: Raw -34483.653124 + Penalty 1464.444034 = -33019.209090 nChanged 7 SP:Iteration 12Q (3405.149980 sec): 3 clusters Score: Raw -34490.365962 + Penalty 1464.444034 = -33025.921928 nChanged 9 SP:Iteration 13Q (3405.210971 sec): 3 clusters Score: Raw -34497.075016 + Penalty 1464.444034 = -33032.630982 nChanged 9 SP:Iteration 14Q (3405.281826 sec): 3 clusters Score: Raw -34504.856211 + Penalty 1464.444034 = -33040.412176 nChanged 7 SP:Iteration 15Q (3405.350870 sec): 3 clusters Score: Raw -34513.088023 + Penalty 1464.444034 = -33048.643989 nChanged 11 SP:Iteration 16Q (3405.445132 sec): 3 clusters Score: Raw -34522.372343 + Penalty 1464.444034 = -33057.928309 nChanged 7 SP:Iteration 17Q (3405.509440 sec): 3 clusters Score: Raw -34525.468730 + Penalty 1464.444034 = -33061.024696 nChanged 1 SP:Iteration 18Q (3405.577676 sec): 3 clusters Score: Raw -34526.222921 + Penalty 1464.444034 = -33061.778887 nChanged 1 SP:Iteration 19Q (3405.672497 sec): 3 clusters Score: Raw -34527.467073 + Penalty 1464.444034 = -33063.023039 nChanged 1 SP:Iteration 20F (3405.753801 sec): 3 clusters Score: Raw -34529.486182 + Penalty 1464.444034 = -33065.042148 nChanged 0 Score: Raw -1997035.026892 + Penalty 13383.916901 = -1983651.109991 Splitting cluster 2 changes total score from -1983907.257154 to -1983651.109991 So it's not getting split. Trying to split cluster 3 (1508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3406.619526 sec): 2 clusters Score: Raw -63209.725311 + Penalty 768.446653 = -62441.278659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3406.696577 sec): 3 clusters Score: Raw -62534.300465 + Penalty 1536.893305 = -60997.407159 nChanged 530 SP:Iteration 1F (3406.787664 sec): 3 clusters Score: Raw -62912.650050 + Penalty 1536.893305 = -61375.756745 nChanged 150 SP:Iteration 2F (3406.876640 sec): 3 clusters Score: Raw -63070.656571 + Penalty 1536.893305 = -61533.763266 nChanged 113 SP:Iteration 3F (3406.965827 sec): 3 clusters Score: Raw -63185.715827 + Penalty 1536.893305 = -61648.822521 nChanged 85 SP:Iteration 4F (3407.054643 sec): 3 clusters Score: Raw -63273.301910 + Penalty 1536.893305 = -61736.408605 nChanged 79 SP:Iteration 5F (3407.143340 sec): 3 clusters Score: Raw -63360.469992 + Penalty 1536.893305 = -61823.576687 nChanged 58 SP:Iteration 6Q (3407.232263 sec): 3 clusters Score: Raw -63421.041808 + Penalty 1536.893305 = -61884.148503 nChanged 54 SP:Iteration 7Q (3407.301685 sec): 3 clusters Score: Raw -63473.419054 + Penalty 1536.893305 = -61936.525749 nChanged 43 SP:Iteration 8Q (3407.390436 sec): 3 clusters Score: Raw -63518.446015 + Penalty 1536.893305 = -61981.552710 nChanged 38 SP:Iteration 9Q (3407.479402 sec): 3 clusters Score: Raw -63573.111068 + Penalty 1536.893305 = -62036.217763 nChanged 39 SP:Iteration 10Q (3407.567595 sec): 3 clusters Score: Raw -63621.114332 + Penalty 1536.893305 = -62084.221027 nChanged 31 SP:Iteration 11Q (3407.655903 sec): 3 clusters Score: Raw -63662.216363 + Penalty 1536.893305 = -62125.323058 nChanged 30 SP:Iteration 12Q (3407.744106 sec): 3 clusters Score: Raw -63696.445622 + Penalty 1536.893305 = -62159.552316 nChanged 37 SP:Iteration 13Q (3407.813922 sec): 3 clusters Score: Raw -63737.504342 + Penalty 1536.893305 = -62200.611037 nChanged 37 SP:Iteration 14Q (3407.902820 sec): 3 clusters Score: Raw -63772.675234 + Penalty 1536.893305 = -62235.781928 nChanged 31 SP:Iteration 15Q (3407.989926 sec): 3 clusters Score: Raw -63808.496974 + Penalty 1536.893305 = -62271.603668 nChanged 25 SP:Iteration 16Q (3408.066967 sec): 3 clusters Score: Raw -63829.367143 + Penalty 1536.893305 = -62292.473838 nChanged 19 SP:Iteration 17Q (3408.155644 sec): 3 clusters Score: Raw -63846.038737 + Penalty 1536.893305 = -62309.145432 nChanged 18 SP:Iteration 18Q (3408.238916 sec): 3 clusters Score: Raw -63863.709714 + Penalty 1536.893305 = -62326.816409 nChanged 22 SP:Iteration 19Q (3408.337059 sec): 3 clusters Score: Raw -63892.297898 + Penalty 1536.893305 = -62355.404592 nChanged 24 SP:Iteration 20F (3408.452309 sec): 3 clusters Score: Raw -63925.199055 + Penalty 1536.893305 = -62388.305750 nChanged 19 SP:Iteration 21Q (3408.570450 sec): 3 clusters Score: Raw -63943.324448 + Penalty 1536.893305 = -62406.431143 nChanged 15 SP:Iteration 22Q (3408.651882 sec): 3 clusters Score: Raw -63956.105792 + Penalty 1536.893305 = -62419.212486 nChanged 12 SP:Iteration 23Q (3408.729090 sec): 3 clusters Score: Raw -63966.849878 + Penalty 1536.893305 = -62429.956573 nChanged 11 SP:Iteration 24Q (3408.821721 sec): 3 clusters Score: Raw -63979.557657 + Penalty 1536.893305 = -62442.664352 nChanged 13 SP:Iteration 25Q (3408.913235 sec): 3 clusters Score: Raw -63993.868270 + Penalty 1536.893305 = -62456.974965 nChanged 5 SP:Iteration 26Q (3409.001138 sec): 3 clusters Score: Raw -64000.070838 + Penalty 1536.893305 = -62463.177533 nChanged 4 SP:Iteration 27Q (3409.083611 sec): 3 clusters Score: Raw -64003.666003 + Penalty 1536.893305 = -62466.772698 nChanged 5 SP:Iteration 28Q (3409.166568 sec): 3 clusters Score: Raw -64014.319570 + Penalty 1536.893305 = -62477.426265 nChanged 9 SP:Iteration 29Q (3409.270124 sec): 3 clusters Score: Raw -64028.942883 + Penalty 1536.893305 = -62492.049578 nChanged 6 SP:Iteration 30Q (3409.331522 sec): 3 clusters Score: Raw -64036.892286 + Penalty 1536.893305 = -62499.998981 nChanged 5 SP:Iteration 31Q (3409.420391 sec): 3 clusters Score: Raw -64040.748090 + Penalty 1536.893305 = -62503.854784 nChanged 5 SP:Iteration 32Q (3409.509123 sec): 3 clusters Score: Raw -64049.454235 + Penalty 1536.893305 = -62512.560930 nChanged 8 SP:Iteration 33Q (3409.598503 sec): 3 clusters Score: Raw -64058.149086 + Penalty 1536.893305 = -62521.255780 nChanged 5 SP:Iteration 34Q (3409.656864 sec): 3 clusters Score: Raw -64066.738460 + Penalty 1536.893305 = -62529.845155 nChanged 3 SP:Iteration 35Q (3409.768606 sec): 3 clusters Score: Raw -64069.511162 + Penalty 1536.893305 = -62532.617857 nChanged 2 SP:Iteration 36Q (3409.851594 sec): 3 clusters Score: Raw -64071.037316 + Penalty 1536.893305 = -62534.144011 nChanged 0 SP:Iteration 37F (3409.941010 sec): 3 clusters Score: Raw -64071.037316 + Penalty 1536.893305 = -62534.144011 nChanged 0 Score: Raw -1997144.792747 + Penalty 13383.916901 = -1983760.875847 Splitting cluster 3 changes total score from -1983907.257154 to -1983760.875847 So it's not getting split. Trying to split cluster 4 (1927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3410.972685 sec): 2 clusters Score: Raw -77488.901300 + Penalty 794.190565 = -76694.710735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3411.047333 sec): 3 clusters Score: Raw -76609.779310 + Penalty 1588.381130 = -75021.398180 nChanged 752 SP:Iteration 1F (3411.141101 sec): 3 clusters Score: Raw -77547.540131 + Penalty 1588.381130 = -75959.159001 nChanged 251 SP:Iteration 2F (3411.240171 sec): 3 clusters Score: Raw -77932.578314 + Penalty 1588.381130 = -76344.197184 nChanged 136 SP:Iteration 3F (3411.337182 sec): 3 clusters Score: Raw -78130.323933 + Penalty 1588.381130 = -76541.942803 nChanged 93 SP:Iteration 4Q (3411.427005 sec): 3 clusters Score: Raw -78285.122790 + Penalty 1588.381130 = -76696.741659 nChanged 88 SP:Iteration 5Q (3411.496763 sec): 3 clusters Score: Raw -78389.179271 + Penalty 1588.381130 = -76800.798141 nChanged 67 SP:Iteration 6Q (3411.585821 sec): 3 clusters Score: Raw -78454.996251 + Penalty 1588.381130 = -76866.615120 nChanged 57 SP:Iteration 7Q (3411.654825 sec): 3 clusters Score: Raw -78525.968610 + Penalty 1588.381130 = -76937.587479 nChanged 50 SP:Iteration 8Q (3411.741022 sec): 3 clusters Score: Raw -78569.075053 + Penalty 1588.381130 = -76980.693923 nChanged 29 SP:Iteration 9Q (3411.853857 sec): 3 clusters Score: Raw -78592.651354 + Penalty 1588.381130 = -77004.270223 nChanged 23 SP:Iteration 10Q (3411.950532 sec): 3 clusters Score: Raw -78611.926621 + Penalty 1588.381130 = -77023.545491 nChanged 17 SP:Iteration 11Q (3412.044751 sec): 3 clusters Score: Raw -78627.273097 + Penalty 1588.381130 = -77038.891967 nChanged 19 SP:Iteration 12Q (3412.147416 sec): 3 clusters Score: Raw -78638.245788 + Penalty 1588.381130 = -77049.864657 nChanged 9 SP:Iteration 13Q (3412.251149 sec): 3 clusters Score: Raw -78644.627706 + Penalty 1588.381130 = -77056.246576 nChanged 9 SP:Iteration 14Q (3412.347261 sec): 3 clusters Score: Raw -78650.643409 + Penalty 1588.381130 = -77062.262278 nChanged 7 SP:Iteration 15Q (3412.472569 sec): 3 clusters Score: Raw -78654.324450 + Penalty 1588.381130 = -77065.943320 nChanged 5 SP:Iteration 16Q (3412.562040 sec): 3 clusters Score: Raw -78657.074977 + Penalty 1588.381130 = -77068.693846 nChanged 4 SP:Iteration 17Q (3412.672133 sec): 3 clusters Score: Raw -78659.941364 + Penalty 1588.381130 = -77071.560234 nChanged 7 SP:Iteration 18Q (3412.760467 sec): 3 clusters Score: Raw -78663.567378 + Penalty 1588.381130 = -77075.186248 nChanged 6 SP:Iteration 19Q (3412.850924 sec): 3 clusters Score: Raw -78666.023855 + Penalty 1588.381130 = -77077.642725 nChanged 4 SP:Iteration 20F (3412.940578 sec): 3 clusters Score: Raw -78667.817214 + Penalty 1588.381130 = -77079.436084 nChanged 6 SP:Iteration 21Q (3413.030057 sec): 3 clusters Score: Raw -78669.671859 + Penalty 1588.381130 = -77081.290729 nChanged 2 SP:Iteration 22Q (3413.118772 sec): 3 clusters Score: Raw -78671.968219 + Penalty 1588.381130 = -77083.587089 nChanged 3 SP:Iteration 23Q (3413.208018 sec): 3 clusters Score: Raw -78672.851813 + Penalty 1588.381130 = -77084.470683 nChanged 0 SP:Iteration 24F (3413.297983 sec): 3 clusters Score: Raw -78672.851813 + Penalty 1588.381130 = -77084.470683 nChanged 0 Score: Raw -1997467.431255 + Penalty 13383.916901 = -1984083.514354 Splitting cluster 4 changes total score from -1983907.257154 to -1984083.514354 So it's getting split into cluster 12. Trying to split cluster 5 (2567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3414.322011 sec): 2 clusters Score: Raw -112349.710185 + Penalty 824.301784 = -111525.408401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3414.412158 sec): 3 clusters Score: Raw -111065.824487 + Penalty 1648.603568 = -109417.220919 nChanged 994 SP:Iteration 1F (3414.491520 sec): 3 clusters Score: Raw -111774.211985 + Penalty 1648.603568 = -110125.608417 nChanged 246 SP:Iteration 2F (3414.580909 sec): 3 clusters Score: Raw -111981.011188 + Penalty 1648.603568 = -110332.407620 nChanged 190 SP:Iteration 3F (3414.672201 sec): 3 clusters Score: Raw -112166.054641 + Penalty 1648.603568 = -110517.451073 nChanged 169 SP:Iteration 4F (3414.753373 sec): 3 clusters Score: Raw -112319.646925 + Penalty 1648.603568 = -110671.043357 nChanged 128 SP:Iteration 5Q (3414.849508 sec): 3 clusters Score: Raw -112454.582768 + Penalty 1648.603568 = -110805.979200 nChanged 110 SP:Iteration 6Q (3414.925845 sec): 3 clusters Score: Raw -112574.178429 + Penalty 1648.603568 = -110925.574861 nChanged 94 SP:Iteration 7Q (3414.988444 sec): 3 clusters Score: Raw -112686.693278 + Penalty 1648.603568 = -111038.089710 nChanged 90 SP:Iteration 8Q (3415.069413 sec): 3 clusters Score: Raw -112794.080055 + Penalty 1648.603568 = -111145.476487 nChanged 97 SP:Iteration 9Q (3415.145371 sec): 3 clusters Score: Raw -112894.389666 + Penalty 1648.603568 = -111245.786098 nChanged 95 SP:Iteration 10Q (3415.237971 sec): 3 clusters Score: Raw -112975.597260 + Penalty 1648.603568 = -111326.993692 nChanged 64 SP:Iteration 11Q (3415.297272 sec): 3 clusters Score: Raw -113024.678214 + Penalty 1648.603568 = -111376.074646 nChanged 58 SP:Iteration 12Q (3415.375031 sec): 3 clusters Score: Raw -113069.113382 + Penalty 1648.603568 = -111420.509814 nChanged 49 SP:Iteration 13Q (3415.461165 sec): 3 clusters Score: Raw -113103.808894 + Penalty 1648.603568 = -111455.205326 nChanged 38 SP:Iteration 14Q (3415.545997 sec): 3 clusters Score: Raw -113126.314739 + Penalty 1648.603568 = -111477.711171 nChanged 43 SP:Iteration 15Q (3415.624322 sec): 3 clusters Score: Raw -113153.431455 + Penalty 1648.603568 = -111504.827887 nChanged 40 SP:Iteration 16Q (3415.698378 sec): 3 clusters Score: Raw -113181.018689 + Penalty 1648.603568 = -111532.415121 nChanged 37 SP:Iteration 17Q (3415.787986 sec): 3 clusters Score: Raw -113204.659990 + Penalty 1648.603568 = -111556.056422 nChanged 36 SP:Iteration 18Q (3415.852706 sec): 3 clusters Score: Raw -113229.000279 + Penalty 1648.603568 = -111580.396711 nChanged 31 SP:Iteration 19Q (3415.938328 sec): 3 clusters Score: Raw -113251.918338 + Penalty 1648.603568 = -111603.314770 nChanged 24 SP:Iteration 20F (3416.007774 sec): 3 clusters Score: Raw -113263.451025 + Penalty 1648.603568 = -111614.847457 nChanged 19 SP:Iteration 21Q (3416.084389 sec): 3 clusters Score: Raw -113273.906102 + Penalty 1648.603568 = -111625.302534 nChanged 22 SP:Iteration 22Q (3416.153479 sec): 3 clusters Score: Raw -113285.795133 + Penalty 1648.603568 = -111637.191565 nChanged 20 SP:Iteration 23Q (3416.235304 sec): 3 clusters Score: Raw -113296.381831 + Penalty 1648.603568 = -111647.778263 nChanged 16 SP:Iteration 24Q (3416.302090 sec): 3 clusters Score: Raw -113302.866993 + Penalty 1648.603568 = -111654.263425 nChanged 15 SP:Iteration 25Q (3416.392027 sec): 3 clusters Score: Raw -113308.183813 + Penalty 1648.603568 = -111659.580245 nChanged 13 SP:Iteration 26Q (3416.471811 sec): 3 clusters Score: Raw -113315.085104 + Penalty 1648.603568 = -111666.481536 nChanged 12 SP:Iteration 27Q (3416.545586 sec): 3 clusters Score: Raw -113321.716701 + Penalty 1648.603568 = -111673.113133 nChanged 12 SP:Iteration 28Q (3416.634232 sec): 3 clusters Score: Raw -113327.444498 + Penalty 1648.603568 = -111678.840930 nChanged 10 SP:Iteration 29Q (3416.736066 sec): 3 clusters Score: Raw -113330.551820 + Penalty 1648.603568 = -111681.948252 nChanged 5 SP:Iteration 30Q (3416.808847 sec): 3 clusters Score: Raw -113332.034518 + Penalty 1648.603568 = -111683.430950 nChanged 4 SP:Iteration 31Q (3416.862024 sec): 3 clusters Score: Raw -113332.902306 + Penalty 1648.603568 = -111684.298738 nChanged 2 SP:Iteration 32Q (3416.937803 sec): 3 clusters Score: Raw -113333.390573 + Penalty 1648.603568 = -111684.787005 nChanged 4 SP:Iteration 33Q (3417.009387 sec): 3 clusters Score: Raw -113334.348773 + Penalty 1648.603568 = -111685.745205 nChanged 7 SP:Iteration 34Q (3417.081146 sec): 3 clusters Score: Raw -113335.913785 + Penalty 1648.603568 = -111687.310217 nChanged 6 SP:Iteration 35Q (3417.152747 sec): 3 clusters Score: Raw -113338.174386 + Penalty 1648.603568 = -111689.570818 nChanged 7 SP:Iteration 36Q (3417.248834 sec): 3 clusters Score: Raw -113340.844387 + Penalty 1648.603568 = -111692.240819 nChanged 8 SP:Iteration 37Q (3417.300217 sec): 3 clusters Score: Raw -113342.987539 + Penalty 1648.603568 = -111694.383971 nChanged 5 SP:Iteration 38Q (3417.389900 sec): 3 clusters Score: Raw -113343.720228 + Penalty 1648.603568 = -111695.116660 nChanged 3 SP:Iteration 39Q (3417.452197 sec): 3 clusters Score: Raw -113344.467321 + Penalty 1648.603568 = -111695.863753 nChanged 3 SP:Iteration 40F (3417.528556 sec): 3 clusters Score: Raw -113345.367833 + Penalty 1648.603568 = -111696.764265 nChanged 4 SP:Iteration 41Q (3417.622373 sec): 3 clusters Score: Raw -113346.481197 + Penalty 1648.603568 = -111697.877629 nChanged 3 SP:Iteration 42Q (3417.719912 sec): 3 clusters Score: Raw -113347.639654 + Penalty 1648.603568 = -111699.036086 nChanged 5 SP:Iteration 43Q (3417.793346 sec): 3 clusters Score: Raw -113349.373153 + Penalty 1648.603568 = -111700.769585 nChanged 3 SP:Iteration 44Q (3417.884797 sec): 3 clusters Score: Raw -113350.224929 + Penalty 1648.603568 = -111701.621361 nChanged 6 SP:Iteration 45Q (3417.959680 sec): 3 clusters Score: Raw -113352.002958 + Penalty 1648.603568 = -111703.399390 nChanged 7 SP:Iteration 46Q (3418.019956 sec): 3 clusters Score: Raw -113354.764221 + Penalty 1648.603568 = -111706.160653 nChanged 6 SP:Iteration 47Q (3418.110165 sec): 3 clusters Score: Raw -113356.560176 + Penalty 1648.603568 = -111707.956608 nChanged 5 SP:Iteration 48Q (3418.171653 sec): 3 clusters Score: Raw -113359.163140 + Penalty 1648.603568 = -111710.559572 nChanged 5 SP:Iteration 49Q (3418.240934 sec): 3 clusters Score: Raw -113361.433279 + Penalty 1648.603568 = -111712.829711 nChanged 5 SP:Iteration 50Q (3418.316434 sec): 3 clusters Score: Raw -113362.523948 + Penalty 1648.603568 = -111713.920380 nChanged 2 SP:Iteration 51Q (3418.389369 sec): 3 clusters Score: Raw -113363.227430 + Penalty 1648.603568 = -111714.623862 nChanged 3 SP:Iteration 52Q (3418.472501 sec): 3 clusters Score: Raw -113363.816807 + Penalty 1648.603568 = -111715.213239 nChanged 0 SP:Iteration 53F (3418.566753 sec): 3 clusters Score: Raw -113363.816807 + Penalty 1648.603568 = -111715.213239 nChanged 0 Score: Raw -1998481.537877 + Penalty 14499.243309 = -1983982.294568 Splitting cluster 5 changes total score from -1983907.257154 to -1983982.294568 So it's getting split into cluster 13. Trying to split cluster 6 (15479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3419.326745 sec): 2 clusters Score: Raw -862408.895150 + Penalty 1012.960152 = -861395.934998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3419.408356 sec): 3 clusters Score: Raw -852979.781517 + Penalty 2025.920305 = -850953.861212 nChanged 7097 SP:Iteration 1F (3419.513669 sec): 3 clusters Score: Raw -857231.846836 + Penalty 2025.920305 = -855205.926531 nChanged 992 SP:Iteration 2F (3419.608255 sec): 3 clusters Score: Raw -857760.274647 + Penalty 2025.920305 = -855734.354343 nChanged 1003 SP:Iteration 3F (3419.699070 sec): 3 clusters Score: Raw -858404.612619 + Penalty 2025.920305 = -856378.692314 nChanged 1041 SP:Iteration 4F (3419.824664 sec): 3 clusters Score: Raw -859090.883940 + Penalty 2025.920305 = -857064.963636 nChanged 1010 SP:Iteration 5F (3419.915332 sec): 3 clusters Score: Raw -859749.592110 + Penalty 2025.920305 = -857723.671806 nChanged 950 SP:Iteration 6F (3420.007159 sec): 3 clusters Score: Raw -860390.555428 + Penalty 2025.920305 = -858364.635124 nChanged 837 SP:Iteration 7F (3420.114243 sec): 3 clusters Score: Raw -860991.116932 + Penalty 2025.920305 = -858965.196628 nChanged 714 SP:Iteration 8Q (3420.216320 sec): 3 clusters Score: Raw -861538.191509 + Penalty 2025.920305 = -859512.271205 nChanged 557 SP:Iteration 9Q (3420.334779 sec): 3 clusters Score: Raw -861971.696925 + Penalty 2025.920305 = -859945.776621 nChanged 404 SP:Iteration 10Q (3420.440948 sec): 3 clusters Score: Raw -862305.774718 + Penalty 2025.920305 = -860279.854414 nChanged 276 SP:Iteration 11Q (3420.529983 sec): 3 clusters Score: Raw -862539.780896 + Penalty 2025.920305 = -860513.860591 nChanged 198 SP:Iteration 12Q (3420.635169 sec): 3 clusters Score: Raw -862659.258293 + Penalty 2025.920305 = -860633.337988 nChanged 149 SP:Iteration 13Q (3420.742848 sec): 3 clusters Score: Raw -862731.674440 + Penalty 2025.920305 = -860705.754136 nChanged 103 SP:Iteration 14Q (3420.835602 sec): 3 clusters Score: Raw -862769.860808 + Penalty 2025.920305 = -860743.940503 nChanged 67 SP:Iteration 15Q (3420.936336 sec): 3 clusters Score: Raw -862797.937645 + Penalty 2025.920305 = -860772.017340 nChanged 60 SP:Iteration 16Q (3421.044653 sec): 3 clusters Score: Raw -862824.878498 + Penalty 2025.920305 = -860798.958193 nChanged 56 SP:Iteration 17Q (3421.142949 sec): 3 clusters Score: Raw -862845.863112 + Penalty 2025.920305 = -860819.942808 nChanged 47 SP:Iteration 18Q (3421.253074 sec): 3 clusters Score: Raw -862864.275593 + Penalty 2025.920305 = -860838.355288 nChanged 42 SP:Iteration 19Q (3421.373171 sec): 3 clusters Score: Raw -862876.083438 + Penalty 2025.920305 = -860850.163133 nChanged 32 SP:Iteration 20F (3421.500837 sec): 3 clusters Score: Raw -862886.339590 + Penalty 2025.920305 = -860860.419286 nChanged 33 SP:Iteration 21Q (3421.622685 sec): 3 clusters Score: Raw -862895.559081 + Penalty 2025.920305 = -860869.638777 nChanged 32 SP:Iteration 22Q (3421.753264 sec): 3 clusters Score: Raw -862906.696004 + Penalty 2025.920305 = -860880.775699 nChanged 24 SP:Iteration 23Q (3421.902327 sec): 3 clusters Score: Raw -862913.947877 + Penalty 2025.920305 = -860888.027572 nChanged 21 SP:Iteration 24Q (3422.042327 sec): 3 clusters Score: Raw -862918.161377 + Penalty 2025.920305 = -860892.241072 nChanged 21 SP:Iteration 25Q (3422.148574 sec): 3 clusters Score: Raw -862922.955492 + Penalty 2025.920305 = -860897.035187 nChanged 20 SP:Iteration 26Q (3422.312255 sec): 3 clusters Score: Raw -862926.876968 + Penalty 2025.920305 = -860900.956663 nChanged 19 SP:Iteration 27Q (3422.440807 sec): 3 clusters Score: Raw -862931.150848 + Penalty 2025.920305 = -860905.230544 nChanged 20 SP:Iteration 28Q (3422.554915 sec): 3 clusters Score: Raw -862934.219207 + Penalty 2025.920305 = -860908.298903 nChanged 15 SP:Iteration 29Q (3422.700098 sec): 3 clusters Score: Raw -862937.235947 + Penalty 2025.920305 = -860911.315643 nChanged 13 SP:Iteration 30Q (3422.819730 sec): 3 clusters Score: Raw -862940.399666 + Penalty 2025.920305 = -860914.479361 nChanged 16 SP:Iteration 31Q (3422.966153 sec): 3 clusters Score: Raw -862944.072728 + Penalty 2025.920305 = -860918.152423 nChanged 14 SP:Iteration 32Q (3423.092753 sec): 3 clusters Score: Raw -862946.080366 + Penalty 2025.920305 = -860920.160061 nChanged 10 SP:Iteration 33Q (3423.231362 sec): 3 clusters Score: Raw -862948.418309 + Penalty 2025.920305 = -860922.498005 nChanged 7 SP:Iteration 34Q (3423.389544 sec): 3 clusters Score: Raw -862949.896947 + Penalty 2025.920305 = -860923.976643 nChanged 6 SP:Iteration 35Q (3423.529074 sec): 3 clusters Score: Raw -862951.341123 + Penalty 2025.920305 = -860925.420819 nChanged 6 SP:Iteration 36Q (3423.661605 sec): 3 clusters Score: Raw -862952.430750 + Penalty 2025.920305 = -860926.510446 nChanged 4 SP:Iteration 37Q (3423.813138 sec): 3 clusters Score: Raw -862953.321868 + Penalty 2025.920305 = -860927.401563 nChanged 3 SP:Iteration 38Q (3423.925846 sec): 3 clusters Score: Raw -862953.678663 + Penalty 2025.920305 = -860927.758359 nChanged 2 SP:Iteration 39Q (3424.079412 sec): 3 clusters Score: Raw -862954.105077 + Penalty 2025.920305 = -860928.184772 nChanged 1 SP:Iteration 40F (3424.242521 sec): 3 clusters Score: Raw -862954.193179 + Penalty 2025.920305 = -860928.272874 nChanged 1 SP:Iteration 41Q (3424.383544 sec): 3 clusters Score: Raw -862954.374785 + Penalty 2025.920305 = -860928.454481 nChanged 1 SP:Iteration 42Q (3424.527407 sec): 3 clusters Score: Raw -862954.579357 + Penalty 2025.920305 = -860928.659053 nChanged 1 SP:Iteration 43Q (3424.667772 sec): 3 clusters Score: Raw -862954.777745 + Penalty 2025.920305 = -860928.857441 nChanged 2 SP:Iteration 44Q (3424.815766 sec): 3 clusters Score: Raw -862955.105660 + Penalty 2025.920305 = -860929.185355 nChanged 1 SP:Iteration 45Q (3424.960969 sec): 3 clusters Score: Raw -862955.173611 + Penalty 2025.920305 = -860929.253306 nChanged 1 SP:Iteration 46Q (3425.117448 sec): 3 clusters Score: Raw -862955.363753 + Penalty 2025.920305 = -860929.443449 nChanged 3 SP:Iteration 47Q (3425.257000 sec): 3 clusters Score: Raw -862956.002222 + Penalty 2025.920305 = -860930.081918 nChanged 4 SP:Iteration 48Q (3425.380220 sec): 3 clusters Score: Raw -862956.336018 + Penalty 2025.920305 = -860930.415714 nChanged 1 SP:Iteration 49Q (3425.560379 sec): 3 clusters Score: Raw -862956.374728 + Penalty 2025.920305 = -860930.454423 nChanged 0 SP:Iteration 50F (3425.722478 sec): 3 clusters Score: Raw -862956.374728 + Penalty 2025.920305 = -860930.454423 nChanged 0 Trying to split cluster 7 (4774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3425.818786 sec): 2 clusters Score: Raw -245190.329411 + Penalty 889.448680 = -244300.880731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3425.995953 sec): 3 clusters Score: Raw -242624.805042 + Penalty 1778.897359 = -240845.907683 nChanged 2007 SP:Iteration 1F (3426.109647 sec): 3 clusters Score: Raw -243931.611784 + Penalty 1778.897359 = -242152.714425 nChanged 467 SP:Iteration 2F (3426.224224 sec): 3 clusters Score: Raw -244378.715680 + Penalty 1778.897359 = -242599.818320 nChanged 416 SP:Iteration 3F (3426.331428 sec): 3 clusters Score: Raw -244829.950412 + Penalty 1778.897359 = -243051.053053 nChanged 368 SP:Iteration 4F (3426.444728 sec): 3 clusters Score: Raw -245186.708774 + Penalty 1778.897359 = -243407.811414 nChanged 275 SP:Iteration 5F (3426.558192 sec): 3 clusters Score: Raw -245428.255824 + Penalty 1778.897359 = -243649.358465 nChanged 189 SP:Iteration 6Q (3426.654235 sec): 3 clusters Score: Raw -245581.081854 + Penalty 1778.897359 = -243802.184494 nChanged 154 SP:Iteration 7Q (3426.771457 sec): 3 clusters Score: Raw -245703.988027 + Penalty 1778.897359 = -243925.090668 nChanged 141 SP:Iteration 8Q (3426.918458 sec): 3 clusters Score: Raw -245801.980661 + Penalty 1778.897359 = -244023.083302 nChanged 109 SP:Iteration 9Q (3427.033126 sec): 3 clusters Score: Raw -245867.554175 + Penalty 1778.897359 = -244088.656816 nChanged 74 SP:Iteration 10Q (3427.144094 sec): 3 clusters Score: Raw -245908.241330 + Penalty 1778.897359 = -244129.343970 nChanged 69 SP:Iteration 11Q (3427.270956 sec): 3 clusters Score: Raw -245946.984474 + Penalty 1778.897359 = -244168.087115 nChanged 58 SP:Iteration 12Q (3427.361556 sec): 3 clusters Score: Raw -245977.075685 + Penalty 1778.897359 = -244198.178325 nChanged 47 SP:Iteration 13Q (3427.446053 sec): 3 clusters Score: Raw -245996.398599 + Penalty 1778.897359 = -244217.501239 nChanged 47 SP:Iteration 14Q (3427.550484 sec): 3 clusters Score: Raw -246019.824447 + Penalty 1778.897359 = -244240.927088 nChanged 31 SP:Iteration 15Q (3427.631838 sec): 3 clusters Score: Raw -246032.372499 + Penalty 1778.897359 = -244253.475139 nChanged 23 SP:Iteration 16Q (3427.726130 sec): 3 clusters Score: Raw -246040.522454 + Penalty 1778.897359 = -244261.625095 nChanged 25 SP:Iteration 17Q (3427.825293 sec): 3 clusters Score: Raw -246051.113829 + Penalty 1778.897359 = -244272.216470 nChanged 29 SP:Iteration 18Q (3427.949684 sec): 3 clusters Score: Raw -246060.161652 + Penalty 1778.897359 = -244281.264293 nChanged 18 SP:Iteration 19Q (3428.045811 sec): 3 clusters Score: Raw -246066.131939 + Penalty 1778.897359 = -244287.234579 nChanged 10 SP:Iteration 20F (3428.133600 sec): 3 clusters Score: Raw -246068.379445 + Penalty 1778.897359 = -244289.482086 nChanged 11 SP:Iteration 21Q (3428.245151 sec): 3 clusters Score: Raw -246071.036419 + Penalty 1778.897359 = -244292.139060 nChanged 5 SP:Iteration 22Q (3428.346136 sec): 3 clusters Score: Raw -246072.604226 + Penalty 1778.897359 = -244293.706867 nChanged 4 SP:Iteration 23Q (3428.422017 sec): 3 clusters Score: Raw -246073.723551 + Penalty 1778.897359 = -244294.826192 nChanged 4 SP:Iteration 24Q (3428.468642 sec): 3 clusters Score: Raw -246075.016145 + Penalty 1778.897359 = -244296.118785 nChanged 3 SP:Iteration 25Q (3428.509581 sec): 3 clusters Score: Raw -246076.209445 + Penalty 1778.897359 = -244297.312085 nChanged 6 SP:Iteration 26Q (3428.636627 sec): 3 clusters Score: Raw -246078.313992 + Penalty 1778.897359 = -244299.416632 nChanged 11 SP:Iteration 27Q (3428.738729 sec): 3 clusters Score: Raw -246081.040871 + Penalty 1778.897359 = -244302.143512 nChanged 10 SP:Iteration 28Q (3428.810881 sec): 3 clusters Score: Raw -246083.647941 + Penalty 1778.897359 = -244304.750581 nChanged 8 SP:Iteration 29Q (3428.910099 sec): 3 clusters Score: Raw -246085.053060 + Penalty 1778.897359 = -244306.155700 nChanged 6 SP:Iteration 30Q (3429.018405 sec): 3 clusters Score: Raw -246086.385153 + Penalty 1778.897359 = -244307.487794 nChanged 5 SP:Iteration 31Q (3429.152290 sec): 3 clusters Score: Raw -246087.212515 + Penalty 1778.897359 = -244308.315156 nChanged 4 SP:Iteration 32Q (3429.216367 sec): 3 clusters Score: Raw -246087.806283 + Penalty 1778.897359 = -244308.908924 nChanged 4 SP:Iteration 33Q (3429.321834 sec): 3 clusters Score: Raw -246088.353421 + Penalty 1778.897359 = -244309.456061 nChanged 6 SP:Iteration 34Q (3429.411147 sec): 3 clusters Score: Raw -246089.802339 + Penalty 1778.897359 = -244310.904980 nChanged 10 SP:Iteration 35Q (3429.487097 sec): 3 clusters Score: Raw -246092.504860 + Penalty 1778.897359 = -244313.607501 nChanged 13 SP:Iteration 36Q (3429.561316 sec): 3 clusters Score: Raw -246096.496154 + Penalty 1778.897359 = -244317.598795 nChanged 12 SP:Iteration 37Q (3429.633406 sec): 3 clusters Score: Raw -246099.831190 + Penalty 1778.897359 = -244320.933831 nChanged 11 SP:Iteration 38Q (3429.727076 sec): 3 clusters Score: Raw -246102.774470 + Penalty 1778.897359 = -244323.877110 nChanged 8 SP:Iteration 39Q (3429.811042 sec): 3 clusters Score: Raw -246104.313719 + Penalty 1778.897359 = -244325.416360 nChanged 9 SP:Iteration 40F (3429.900738 sec): 3 clusters Score: Raw -246107.235583 + Penalty 1778.897359 = -244328.338223 nChanged 10 SP:Iteration 41Q (3429.982180 sec): 3 clusters Score: Raw -246110.739070 + Penalty 1778.897359 = -244331.841711 nChanged 10 SP:Iteration 42Q (3430.087481 sec): 3 clusters Score: Raw -246113.397907 + Penalty 1778.897359 = -244334.500548 nChanged 12 SP:Iteration 43Q (3430.180582 sec): 3 clusters Score: Raw -246116.318980 + Penalty 1778.897359 = -244337.421620 nChanged 12 SP:Iteration 44Q (3430.270534 sec): 3 clusters Score: Raw -246119.727474 + Penalty 1778.897359 = -244340.830115 nChanged 14 SP:Iteration 45Q (3430.347014 sec): 3 clusters Score: Raw -246123.443277 + Penalty 1778.897359 = -244344.545918 nChanged 11 SP:Iteration 46Q (3430.442018 sec): 3 clusters Score: Raw -246126.087188 + Penalty 1778.897359 = -244347.189829 nChanged 10 SP:Iteration 47Q (3430.542654 sec): 3 clusters Score: Raw -246128.010366 + Penalty 1778.897359 = -244349.113007 nChanged 9 SP:Iteration 48Q (3430.619102 sec): 3 clusters Score: Raw -246130.347531 + Penalty 1778.897359 = -244351.450172 nChanged 9 SP:Iteration 49Q (3430.692142 sec): 3 clusters Score: Raw -246132.507470 + Penalty 1778.897359 = -244353.610111 nChanged 8 SP:Iteration 50Q (3430.790461 sec): 3 clusters Score: Raw -246134.497540 + Penalty 1778.897359 = -244355.600181 nChanged 8 SP:Iteration 51Q (3430.871714 sec): 3 clusters Score: Raw -246136.446928 + Penalty 1778.897359 = -244357.549569 nChanged 6 SP:Iteration 52Q (3430.954482 sec): 3 clusters Score: Raw -246137.482223 + Penalty 1778.897359 = -244358.584864 nChanged 3 SP:Iteration 53Q (3431.046926 sec): 3 clusters Score: Raw -246138.191196 + Penalty 1778.897359 = -244359.293836 nChanged 4 SP:Iteration 54Q (3431.112429 sec): 3 clusters Score: Raw -246139.072940 + Penalty 1778.897359 = -244360.175580 nChanged 5 SP:Iteration 55Q (3431.211569 sec): 3 clusters Score: Raw -246140.169902 + Penalty 1778.897359 = -244361.272543 nChanged 7 SP:Iteration 56Q (3431.278190 sec): 3 clusters Score: Raw -246142.041357 + Penalty 1778.897359 = -244363.143998 nChanged 8 SP:Iteration 57Q (3431.382165 sec): 3 clusters Score: Raw -246143.850658 + Penalty 1778.897359 = -244364.953298 nChanged 8 SP:Iteration 58Q (3431.453888 sec): 3 clusters Score: Raw -246148.144718 + Penalty 1778.897359 = -244369.247358 nChanged 8 SP:Iteration 59Q (3431.512443 sec): 3 clusters Score: Raw -246149.684773 + Penalty 1778.897359 = -244370.787413 nChanged 8 SP:Iteration 60F (3431.606311 sec): 3 clusters Score: Raw -246152.190417 + Penalty 1778.897359 = -244373.293057 nChanged 12 SP:Iteration 61Q (3431.673488 sec): 3 clusters Score: Raw -246154.920356 + Penalty 1778.897359 = -244376.022997 nChanged 7 SP:Iteration 62Q (3431.752189 sec): 3 clusters Score: Raw -246156.801923 + Penalty 1778.897359 = -244377.904564 nChanged 9 SP:Iteration 63Q (3431.834524 sec): 3 clusters Score: Raw -246160.406883 + Penalty 1778.897359 = -244381.509524 nChanged 12 SP:Iteration 64Q (3431.917398 sec): 3 clusters Score: Raw -246165.027626 + Penalty 1778.897359 = -244386.130266 nChanged 13 SP:Iteration 65Q (3431.971909 sec): 3 clusters Score: Raw -246168.478497 + Penalty 1778.897359 = -244389.581137 nChanged 14 SP:Iteration 66Q (3432.036843 sec): 3 clusters Score: Raw -246172.520677 + Penalty 1778.897359 = -244393.623318 nChanged 11 SP:Iteration 67Q (3432.138072 sec): 3 clusters Score: Raw -246177.006289 + Penalty 1778.897359 = -244398.108929 nChanged 17 SP:Iteration 68Q (3432.205392 sec): 3 clusters Score: Raw -246181.759160 + Penalty 1778.897359 = -244402.861800 nChanged 17 SP:Iteration 69Q (3432.287136 sec): 3 clusters Score: Raw -246185.066828 + Penalty 1778.897359 = -244406.169468 nChanged 15 SP:Iteration 70Q (3432.390096 sec): 3 clusters Score: Raw -246188.664319 + Penalty 1778.897359 = -244409.766959 nChanged 13 SP:Iteration 71Q (3432.448519 sec): 3 clusters Score: Raw -246191.650627 + Penalty 1778.897359 = -244412.753268 nChanged 14 SP:Iteration 72Q (3432.527180 sec): 3 clusters Score: Raw -246195.807109 + Penalty 1778.897359 = -244416.909750 nChanged 17 SP:Iteration 73Q (3432.612705 sec): 3 clusters Score: Raw -246201.556343 + Penalty 1778.897359 = -244422.658984 nChanged 21 SP:Iteration 74Q (3432.698536 sec): 3 clusters Score: Raw -246207.417180 + Penalty 1778.897359 = -244428.519820 nChanged 14 SP:Iteration 75Q (3432.779985 sec): 3 clusters Score: Raw -246210.873977 + Penalty 1778.897359 = -244431.976617 nChanged 12 SP:Iteration 76Q (3432.880190 sec): 3 clusters Score: Raw -246213.983464 + Penalty 1778.897359 = -244435.086104 nChanged 17 SP:Iteration 77Q (3432.958730 sec): 3 clusters Score: Raw -246220.397061 + Penalty 1778.897359 = -244441.499701 nChanged 23 SP:Iteration 78Q (3433.032762 sec): 3 clusters Score: Raw -246228.917105 + Penalty 1778.897359 = -244450.019746 nChanged 19 SP:Iteration 79Q (3433.105819 sec): 3 clusters Score: Raw -246234.054204 + Penalty 1778.897359 = -244455.156844 nChanged 14 SP:Iteration 80F (3433.174237 sec): 3 clusters Score: Raw -246237.544868 + Penalty 1778.897359 = -244458.647509 nChanged 11 SP:Iteration 81Q (3433.275234 sec): 3 clusters Score: Raw -246240.184997 + Penalty 1778.897359 = -244461.287637 nChanged 7 SP:Iteration 82Q (3433.342451 sec): 3 clusters Score: Raw -246241.564727 + Penalty 1778.897359 = -244462.667367 nChanged 4 SP:Iteration 83Q (3433.431080 sec): 3 clusters Score: Raw -246241.986546 + Penalty 1778.897359 = -244463.089187 nChanged 4 SP:Iteration 84Q (3433.503992 sec): 3 clusters Score: Raw -246242.720043 + Penalty 1778.897359 = -244463.822684 nChanged 7 SP:Iteration 85Q (3433.594177 sec): 3 clusters Score: Raw -246243.653479 + Penalty 1778.897359 = -244464.756120 nChanged 5 SP:Iteration 86Q (3433.686815 sec): 3 clusters Score: Raw -246244.385855 + Penalty 1778.897359 = -244465.488495 nChanged 4 SP:Iteration 87Q (3433.757294 sec): 3 clusters Score: Raw -246244.969280 + Penalty 1778.897359 = -244466.071921 nChanged 3 SP:Iteration 88Q (3433.856846 sec): 3 clusters Score: Raw -246245.594442 + Penalty 1778.897359 = -244466.697083 nChanged 3 SP:Iteration 89Q (3433.930615 sec): 3 clusters Score: Raw -246246.032302 + Penalty 1778.897359 = -244467.134943 nChanged 2 SP:Iteration 90Q (3433.997674 sec): 3 clusters Score: Raw -246246.227526 + Penalty 1778.897359 = -244467.330166 nChanged 0 SP:Iteration 91F (3434.073150 sec): 3 clusters Score: Raw -246246.227526 + Penalty 1778.897359 = -244467.330166 nChanged 0 Score: Raw -1999537.435992 + Penalty 15614.569717 = -1983922.866275 Splitting cluster 7 changes total score from -1983907.257154 to -1983922.866275 So it's getting split into cluster 14. Trying to split cluster 8 (1900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3435.176344 sec): 2 clusters Score: Raw -92272.110405 + Penalty 792.708962 = -91479.401443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3435.317614 sec): 3 clusters Score: Raw -91390.371786 + Penalty 1585.417925 = -89804.953861 nChanged 705 SP:Iteration 1F (3435.379781 sec): 3 clusters Score: Raw -91951.623498 + Penalty 1585.417925 = -90366.205574 nChanged 193 SP:Iteration 2F (3435.455306 sec): 3 clusters Score: Raw -92164.552722 + Penalty 1585.417925 = -90579.134797 nChanged 136 SP:Iteration 3F (3435.548492 sec): 3 clusters Score: Raw -92298.856139 + Penalty 1585.417925 = -90713.438214 nChanged 101 SP:Iteration 4F (3435.662658 sec): 3 clusters Score: Raw -92400.210160 + Penalty 1585.417925 = -90814.792236 nChanged 83 SP:Iteration 5Q (3435.759154 sec): 3 clusters Score: Raw -92482.253700 + Penalty 1585.417925 = -90896.835775 nChanged 59 SP:Iteration 6Q (3435.849133 sec): 3 clusters Score: Raw -92536.182655 + Penalty 1585.417925 = -90950.764730 nChanged 48 SP:Iteration 7Q (3435.937761 sec): 3 clusters Score: Raw -92567.546169 + Penalty 1585.417925 = -90982.128244 nChanged 30 SP:Iteration 8Q (3436.027097 sec): 3 clusters Score: Raw -92583.397029 + Penalty 1585.417925 = -90997.979104 nChanged 30 SP:Iteration 9Q (3436.116779 sec): 3 clusters Score: Raw -92598.921842 + Penalty 1585.417925 = -91013.503918 nChanged 23 SP:Iteration 10Q (3436.202825 sec): 3 clusters Score: Raw -92611.993748 + Penalty 1585.417925 = -91026.575824 nChanged 23 SP:Iteration 11Q (3436.299363 sec): 3 clusters Score: Raw -92629.900429 + Penalty 1585.417925 = -91044.482505 nChanged 22 SP:Iteration 12Q (3436.440169 sec): 3 clusters Score: Raw -92645.206196 + Penalty 1585.417925 = -91059.788271 nChanged 22 SP:Iteration 13Q (3436.570426 sec): 3 clusters Score: Raw -92655.567186 + Penalty 1585.417925 = -91070.149261 nChanged 16 SP:Iteration 14Q (3436.660034 sec): 3 clusters Score: Raw -92664.536535 + Penalty 1585.417925 = -91079.118610 nChanged 12 SP:Iteration 15Q (3436.740698 sec): 3 clusters Score: Raw -92669.751625 + Penalty 1585.417925 = -91084.333700 nChanged 14 SP:Iteration 16Q (3436.828954 sec): 3 clusters Score: Raw -92675.790215 + Penalty 1585.417925 = -91090.372290 nChanged 15 SP:Iteration 17Q (3436.918117 sec): 3 clusters Score: Raw -92681.775849 + Penalty 1585.417925 = -91096.357925 nChanged 13 SP:Iteration 18Q (3437.006936 sec): 3 clusters Score: Raw -92686.954270 + Penalty 1585.417925 = -91101.536345 nChanged 11 SP:Iteration 19Q (3437.085585 sec): 3 clusters Score: Raw -92690.909411 + Penalty 1585.417925 = -91105.491486 nChanged 5 SP:Iteration 20F (3437.169634 sec): 3 clusters Score: Raw -92693.123356 + Penalty 1585.417925 = -91107.705432 nChanged 4 SP:Iteration 21Q (3437.251578 sec): 3 clusters Score: Raw -92695.087248 + Penalty 1585.417925 = -91109.669323 nChanged 2 SP:Iteration 22Q (3437.348967 sec): 3 clusters Score: Raw -92695.836834 + Penalty 1585.417925 = -91110.418909 nChanged 4 SP:Iteration 23Q (3437.449029 sec): 3 clusters Score: Raw -92697.972533 + Penalty 1585.417925 = -91112.554608 nChanged 8 SP:Iteration 24Q (3437.545564 sec): 3 clusters Score: Raw -92702.056984 + Penalty 1585.417925 = -91116.639059 nChanged 7 SP:Iteration 25Q (3437.629178 sec): 3 clusters Score: Raw -92704.177269 + Penalty 1585.417925 = -91118.759344 nChanged 5 SP:Iteration 26Q (3437.710949 sec): 3 clusters Score: Raw -92706.960958 + Penalty 1585.417925 = -91121.543034 nChanged 5 SP:Iteration 27Q (3437.816115 sec): 3 clusters Score: Raw -92709.360645 + Penalty 1585.417925 = -91123.942720 nChanged 5 SP:Iteration 28Q (3437.892653 sec): 3 clusters Score: Raw -92711.538611 + Penalty 1585.417925 = -91126.120686 nChanged 6 SP:Iteration 29Q (3437.996436 sec): 3 clusters Score: Raw -92713.737300 + Penalty 1585.417925 = -91128.319375 nChanged 4 SP:Iteration 30Q (3438.070914 sec): 3 clusters Score: Raw -92718.880683 + Penalty 1585.417925 = -91133.462758 nChanged 9 SP:Iteration 31Q (3438.152619 sec): 3 clusters Score: Raw -92723.155617 + Penalty 1585.417925 = -91137.737693 nChanged 7 SP:Iteration 32Q (3438.253290 sec): 3 clusters Score: Raw -92726.016712 + Penalty 1585.417925 = -91140.598787 nChanged 1 SP:Iteration 33Q (3438.317326 sec): 3 clusters Score: Raw -92726.156368 + Penalty 1585.417925 = -91140.738443 nChanged 1 SP:Iteration 34Q (3438.417268 sec): 3 clusters Score: Raw -92726.257534 + Penalty 1585.417925 = -91140.839609 nChanged 0 SP:Iteration 35F (3438.511055 sec): 3 clusters Score: Raw -92726.257534 + Penalty 1585.417925 = -91140.839609 nChanged 0 Trying to split cluster 9 (7632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3438.575315 sec): 2 clusters Score: Raw -393338.239779 + Penalty 938.711047 = -392399.528731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3438.677057 sec): 3 clusters Score: Raw -388946.191977 + Penalty 1877.422095 = -387068.769882 nChanged 3344 SP:Iteration 1F (3438.798490 sec): 3 clusters Score: Raw -390941.114532 + Penalty 1877.422095 = -389063.692437 nChanged 675 SP:Iteration 2F (3438.926841 sec): 3 clusters Score: Raw -391505.529199 + Penalty 1877.422095 = -389628.107104 nChanged 682 SP:Iteration 3F (3439.056694 sec): 3 clusters Score: Raw -392165.025674 + Penalty 1877.422095 = -390287.603579 nChanged 619 SP:Iteration 4F (3439.191524 sec): 3 clusters Score: Raw -392732.928533 + Penalty 1877.422095 = -390855.506438 nChanged 524 SP:Iteration 5F (3439.316039 sec): 3 clusters Score: Raw -393142.980952 + Penalty 1877.422095 = -391265.558858 nChanged 399 SP:Iteration 6F (3439.436696 sec): 3 clusters Score: Raw -393417.434498 + Penalty 1877.422095 = -391540.012404 nChanged 296 SP:Iteration 7Q (3439.544154 sec): 3 clusters Score: Raw -393606.719728 + Penalty 1877.422095 = -391729.297633 nChanged 266 SP:Iteration 8Q (3439.651535 sec): 3 clusters Score: Raw -393792.651202 + Penalty 1877.422095 = -391915.229107 nChanged 215 SP:Iteration 9Q (3439.769617 sec): 3 clusters Score: Raw -393929.773557 + Penalty 1877.422095 = -392052.351462 nChanged 177 SP:Iteration 10Q (3439.861542 sec): 3 clusters Score: Raw -394036.924143 + Penalty 1877.422095 = -392159.502049 nChanged 141 SP:Iteration 11Q (3439.997086 sec): 3 clusters Score: Raw -394107.693168 + Penalty 1877.422095 = -392230.271073 nChanged 109 SP:Iteration 12Q (3440.123335 sec): 3 clusters Score: Raw -394156.075583 + Penalty 1877.422095 = -392278.653488 nChanged 100 SP:Iteration 13Q (3440.227432 sec): 3 clusters Score: Raw -394197.834991 + Penalty 1877.422095 = -392320.412897 nChanged 78 SP:Iteration 14Q (3440.335677 sec): 3 clusters Score: Raw -394223.241932 + Penalty 1877.422095 = -392345.819838 nChanged 66 SP:Iteration 15Q (3440.435491 sec): 3 clusters Score: Raw -394247.585645 + Penalty 1877.422095 = -392370.163550 nChanged 63 SP:Iteration 16Q (3440.558473 sec): 3 clusters Score: Raw -394266.878146 + Penalty 1877.422095 = -392389.456051 nChanged 48 SP:Iteration 17Q (3440.676794 sec): 3 clusters Score: Raw -394284.760376 + Penalty 1877.422095 = -392407.338281 nChanged 47 SP:Iteration 18Q (3440.777124 sec): 3 clusters Score: Raw -394303.124494 + Penalty 1877.422095 = -392425.702399 nChanged 41 SP:Iteration 19Q (3440.897197 sec): 3 clusters Score: Raw -394316.857244 + Penalty 1877.422095 = -392439.435149 nChanged 38 SP:Iteration 20F (3441.024903 sec): 3 clusters Score: Raw -394330.419632 + Penalty 1877.422095 = -392452.997537 nChanged 35 SP:Iteration 21Q (3441.098526 sec): 3 clusters Score: Raw -394340.830259 + Penalty 1877.422095 = -392463.408164 nChanged 31 SP:Iteration 22Q (3441.200492 sec): 3 clusters Score: Raw -394349.053112 + Penalty 1877.422095 = -392471.631018 nChanged 20 SP:Iteration 23Q (3441.283738 sec): 3 clusters Score: Raw -394353.938788 + Penalty 1877.422095 = -392476.516693 nChanged 16 SP:Iteration 24Q (3441.348636 sec): 3 clusters Score: Raw -394358.136315 + Penalty 1877.422095 = -392480.714220 nChanged 16 SP:Iteration 25Q (3441.442286 sec): 3 clusters Score: Raw -394361.259151 + Penalty 1877.422095 = -392483.837056 nChanged 15 SP:Iteration 26Q (3441.535305 sec): 3 clusters Score: Raw -394363.935298 + Penalty 1877.422095 = -392486.513204 nChanged 7 SP:Iteration 27Q (3441.628184 sec): 3 clusters Score: Raw -394364.606356 + Penalty 1877.422095 = -392487.184261 nChanged 3 SP:Iteration 28Q (3441.712308 sec): 3 clusters Score: Raw -394365.039697 + Penalty 1877.422095 = -392487.617602 nChanged 4 SP:Iteration 29Q (3441.822637 sec): 3 clusters Score: Raw -394365.656316 + Penalty 1877.422095 = -392488.234221 nChanged 5 SP:Iteration 30Q (3441.903346 sec): 3 clusters Score: Raw -394366.814203 + Penalty 1877.422095 = -392489.392108 nChanged 5 SP:Iteration 31Q (3441.991667 sec): 3 clusters Score: Raw -394367.219678 + Penalty 1877.422095 = -392489.797584 nChanged 1 SP:Iteration 32Q (3442.082766 sec): 3 clusters Score: Raw -394367.453952 + Penalty 1877.422095 = -392490.031858 nChanged 3 SP:Iteration 33Q (3442.163111 sec): 3 clusters Score: Raw -394367.745127 + Penalty 1877.422095 = -392490.323032 nChanged 3 SP:Iteration 34Q (3442.270418 sec): 3 clusters Score: Raw -394368.174109 + Penalty 1877.422095 = -392490.752014 nChanged 6 SP:Iteration 35Q (3442.349749 sec): 3 clusters Score: Raw -394368.973256 + Penalty 1877.422095 = -392491.551162 nChanged 1 SP:Iteration 36Q (3442.447257 sec): 3 clusters Score: Raw -394369.196567 + Penalty 1877.422095 = -392491.774472 nChanged 3 SP:Iteration 37Q (3442.524895 sec): 3 clusters Score: Raw -394369.955891 + Penalty 1877.422095 = -392492.533796 nChanged 3 SP:Iteration 38Q (3442.614782 sec): 3 clusters Score: Raw -394370.614889 + Penalty 1877.422095 = -392493.192794 nChanged 3 SP:Iteration 39Q (3442.696479 sec): 3 clusters Score: Raw -394371.411891 + Penalty 1877.422095 = -392493.989797 nChanged 3 SP:Iteration 40F (3442.774603 sec): 3 clusters Score: Raw -394372.077482 + Penalty 1877.422095 = -392494.655388 nChanged 2 SP:Iteration 41Q (3442.873468 sec): 3 clusters Score: Raw -394372.743257 + Penalty 1877.422095 = -392495.321163 nChanged 4 SP:Iteration 42Q (3442.967645 sec): 3 clusters Score: Raw -394373.346543 + Penalty 1877.422095 = -392495.924448 nChanged 1 SP:Iteration 43Q (3443.031263 sec): 3 clusters Score: Raw -394373.636346 + Penalty 1877.422095 = -392496.214251 nChanged 6 SP:Iteration 44Q (3443.121219 sec): 3 clusters Score: Raw -394374.378604 + Penalty 1877.422095 = -392496.956509 nChanged 2 SP:Iteration 45Q (3443.203522 sec): 3 clusters Score: Raw -394374.544853 + Penalty 1877.422095 = -392497.122758 nChanged 3 SP:Iteration 46Q (3443.297596 sec): 3 clusters Score: Raw -394374.871540 + Penalty 1877.422095 = -392497.449445 nChanged 2 SP:Iteration 47Q (3443.386918 sec): 3 clusters Score: Raw -394375.029687 + Penalty 1877.422095 = -392497.607592 nChanged 1 SP:Iteration 48Q (3443.471346 sec): 3 clusters Score: Raw -394375.331473 + Penalty 1877.422095 = -392497.909379 nChanged 2 SP:Iteration 49Q (3443.559333 sec): 3 clusters Score: Raw -394375.548711 + Penalty 1877.422095 = -392498.126616 nChanged 3 SP:Iteration 50Q (3443.653875 sec): 3 clusters Score: Raw -394375.839496 + Penalty 1877.422095 = -392498.417401 nChanged 0 SP:Iteration 51F (3443.731495 sec): 3 clusters Score: Raw -394375.839496 + Penalty 1877.422095 = -392498.417401 nChanged 0 Score: Raw -2000575.035710 + Penalty 16729.896126 = -1983845.139584 Splitting cluster 9 changes total score from -1983907.257154 to -1983845.139584 So it's not getting split. Trying to split cluster 10 (2343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3444.689247 sec): 2 clusters Score: Raw -105546.710019 + Penalty 814.714681 = -104731.995338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3444.756221 sec): 3 clusters Score: Raw -104410.063227 + Penalty 1629.429362 = -102780.633865 nChanged 881 SP:Iteration 1F (3444.841546 sec): 3 clusters Score: Raw -104985.019199 + Penalty 1629.429362 = -103355.589837 nChanged 212 SP:Iteration 2F (3444.910030 sec): 3 clusters Score: Raw -105213.873498 + Penalty 1629.429362 = -103584.444136 nChanged 180 SP:Iteration 3F (3445.001672 sec): 3 clusters Score: Raw -105406.531257 + Penalty 1629.429362 = -103777.101895 nChanged 162 SP:Iteration 4F (3445.073339 sec): 3 clusters Score: Raw -105544.268745 + Penalty 1629.429362 = -103914.839382 nChanged 118 SP:Iteration 5F (3445.150558 sec): 3 clusters Score: Raw -105624.292216 + Penalty 1629.429362 = -103994.862854 nChanged 90 SP:Iteration 6Q (3445.211082 sec): 3 clusters Score: Raw -105693.727300 + Penalty 1629.429362 = -104064.297938 nChanged 89 SP:Iteration 7Q (3445.286884 sec): 3 clusters Score: Raw -105755.754929 + Penalty 1629.429362 = -104126.325567 nChanged 70 SP:Iteration 8Q (3445.380411 sec): 3 clusters Score: Raw -105805.779810 + Penalty 1629.429362 = -104176.350448 nChanged 67 SP:Iteration 9Q (3445.438320 sec): 3 clusters Score: Raw -105845.360208 + Penalty 1629.429362 = -104215.930846 nChanged 57 SP:Iteration 10Q (3445.527574 sec): 3 clusters Score: Raw -105882.757090 + Penalty 1629.429362 = -104253.327728 nChanged 50 SP:Iteration 11Q (3445.611447 sec): 3 clusters Score: Raw -105909.326928 + Penalty 1629.429362 = -104279.897566 nChanged 37 SP:Iteration 12Q (3445.696076 sec): 3 clusters Score: Raw -105922.646306 + Penalty 1629.429362 = -104293.216944 nChanged 27 SP:Iteration 13Q (3445.777294 sec): 3 clusters Score: Raw -105934.922648 + Penalty 1629.429362 = -104305.493286 nChanged 34 SP:Iteration 14Q (3445.851746 sec): 3 clusters Score: Raw -105949.611929 + Penalty 1629.429362 = -104320.182566 nChanged 29 SP:Iteration 15Q (3445.942305 sec): 3 clusters Score: Raw -105962.737418 + Penalty 1629.429362 = -104333.308056 nChanged 27 SP:Iteration 16Q (3446.032950 sec): 3 clusters Score: Raw -105977.341404 + Penalty 1629.429362 = -104347.912042 nChanged 24 SP:Iteration 17Q (3446.099658 sec): 3 clusters Score: Raw -105988.831890 + Penalty 1629.429362 = -104359.402528 nChanged 22 SP:Iteration 18Q (3446.190500 sec): 3 clusters Score: Raw -105997.603448 + Penalty 1629.429362 = -104368.174086 nChanged 19 SP:Iteration 19Q (3446.260991 sec): 3 clusters Score: Raw -106008.088281 + Penalty 1629.429362 = -104378.658919 nChanged 26 SP:Iteration 20F (3446.348809 sec): 3 clusters Score: Raw -106028.496768 + Penalty 1629.429362 = -104399.067406 nChanged 32 SP:Iteration 21Q (3446.420125 sec): 3 clusters Score: Raw -106063.753513 + Penalty 1629.429362 = -104434.324151 nChanged 40 SP:Iteration 22Q (3446.508708 sec): 3 clusters Score: Raw -106105.815041 + Penalty 1629.429362 = -104476.385679 nChanged 47 SP:Iteration 23Q (3446.604699 sec): 3 clusters Score: Raw -106170.337438 + Penalty 1629.429362 = -104540.908075 nChanged 44 SP:Iteration 24Q (3446.666143 sec): 3 clusters Score: Raw -106221.131006 + Penalty 1629.429362 = -104591.701643 nChanged 49 SP:Iteration 25Q (3446.748356 sec): 3 clusters Score: Raw -106263.205509 + Penalty 1629.429362 = -104633.776147 nChanged 39 SP:Iteration 26Q (3446.826048 sec): 3 clusters Score: Raw -106301.098300 + Penalty 1629.429362 = -104671.668938 nChanged 44 SP:Iteration 27Q (3446.900774 sec): 3 clusters Score: Raw -106337.525713 + Penalty 1629.429362 = -104708.096351 nChanged 32 SP:Iteration 28Q (3446.975808 sec): 3 clusters Score: Raw -106361.064721 + Penalty 1629.429362 = -104731.635359 nChanged 32 SP:Iteration 29Q (3447.049236 sec): 3 clusters Score: Raw -106381.678692 + Penalty 1629.429362 = -104752.249330 nChanged 27 SP:Iteration 30Q (3447.133966 sec): 3 clusters Score: Raw -106397.888146 + Penalty 1629.429362 = -104768.458784 nChanged 20 SP:Iteration 31Q (3447.232405 sec): 3 clusters Score: Raw -106411.317758 + Penalty 1629.429362 = -104781.888396 nChanged 23 SP:Iteration 32Q (3447.302218 sec): 3 clusters Score: Raw -106422.473282 + Penalty 1629.429362 = -104793.043920 nChanged 12 SP:Iteration 33Q (3447.400378 sec): 3 clusters Score: Raw -106426.561189 + Penalty 1629.429362 = -104797.131827 nChanged 7 SP:Iteration 34Q (3447.476160 sec): 3 clusters Score: Raw -106429.923420 + Penalty 1629.429362 = -104800.494058 nChanged 8 SP:Iteration 35Q (3447.563774 sec): 3 clusters Score: Raw -106434.373579 + Penalty 1629.429362 = -104804.944217 nChanged 11 SP:Iteration 36Q (3447.650771 sec): 3 clusters Score: Raw -106439.595918 + Penalty 1629.429362 = -104810.166556 nChanged 5 SP:Iteration 37Q (3447.727850 sec): 3 clusters Score: Raw -106442.762710 + Penalty 1629.429362 = -104813.333348 nChanged 9 SP:Iteration 38Q (3447.796478 sec): 3 clusters Score: Raw -106449.797322 + Penalty 1629.429362 = -104820.367960 nChanged 9 SP:Iteration 39Q (3447.883019 sec): 3 clusters Score: Raw -106455.501869 + Penalty 1629.429362 = -104826.072506 nChanged 10 SP:Iteration 40F (3447.943846 sec): 3 clusters Score: Raw -106461.616657 + Penalty 1629.429362 = -104832.187295 nChanged 7 SP:Iteration 41Q (3448.050505 sec): 3 clusters Score: Raw -106464.934232 + Penalty 1629.429362 = -104835.504870 nChanged 9 SP:Iteration 42Q (3448.146277 sec): 3 clusters Score: Raw -106472.092040 + Penalty 1629.429362 = -104842.662678 nChanged 11 SP:Iteration 43Q (3448.246330 sec): 3 clusters Score: Raw -106481.675085 + Penalty 1629.429362 = -104852.245723 nChanged 13 SP:Iteration 44Q (3448.323082 sec): 3 clusters Score: Raw -106489.519168 + Penalty 1629.429362 = -104860.089806 nChanged 9 SP:Iteration 45Q (3448.407451 sec): 3 clusters Score: Raw -106494.055445 + Penalty 1629.429362 = -104864.626083 nChanged 7 SP:Iteration 46Q (3448.491917 sec): 3 clusters Score: Raw -106496.305462 + Penalty 1629.429362 = -104866.876100 nChanged 3 SP:Iteration 47Q (3448.576027 sec): 3 clusters Score: Raw -106498.470167 + Penalty 1629.429362 = -104869.040805 nChanged 1 SP:Iteration 48Q (3448.659589 sec): 3 clusters Score: Raw -106499.310643 + Penalty 1629.429362 = -104869.881281 nChanged 2 SP:Iteration 49Q (3448.742735 sec): 3 clusters Score: Raw -106500.160672 + Penalty 1629.429362 = -104870.731310 nChanged 1 SP:Iteration 50Q (3448.826415 sec): 3 clusters Score: Raw -106500.685942 + Penalty 1629.429362 = -104871.256580 nChanged 1 SP:Iteration 51Q (3448.906158 sec): 3 clusters Score: Raw -106501.070494 + Penalty 1629.429362 = -104871.641132 nChanged 0 SP:Iteration 52F (3448.990625 sec): 3 clusters Score: Raw -106501.070494 + Penalty 1629.429362 = -104871.641132 nChanged 0 Score: Raw -2000491.796468 + Penalty 16729.896126 = -1983761.900342 Splitting cluster 10 changes total score from -1983907.257154 to -1983761.900342 So it's not getting split. Iteration 20F (3451.319382 sec): 15 clusters Score: Raw -2000677.428581 + Penalty 15614.569717 = -1985062.858863 nChanged 1536 Iteration 21Q (3452.289873 sec): 15 clusters Score: Raw -2001641.221030 + Penalty 15614.569717 = -1986026.651313 nChanged 946 Iteration 22Q (3453.233910 sec): 15 clusters Score: Raw -2002161.211612 + Penalty 15614.569717 = -1986546.641895 nChanged 749 Iteration 23Q (3454.132248 sec): 15 clusters Score: Raw -2002526.770266 + Penalty 15614.569717 = -1986912.200548 nChanged 623 Iteration 24Q (3455.056177 sec): 15 clusters Score: Raw -2002830.975537 + Penalty 15614.569717 = -1987216.405819 nChanged 556 Iteration 25Q (3455.864767 sec): 15 clusters Score: Raw -2003103.347037 + Penalty 15614.569717 = -1987488.777320 nChanged 538 Iteration 26Q (3456.631836 sec): 15 clusters Score: Raw -2003355.642718 + Penalty 15614.569717 = -1987741.073001 nChanged 481 Iteration 27Q (3457.415950 sec): 15 clusters Score: Raw -2003543.283538 + Penalty 15614.569717 = -1987928.713820 nChanged 392 Iteration 28Q (3458.222800 sec): 15 clusters Score: Raw -2003667.251821 + Penalty 15614.569717 = -1988052.682103 nChanged 311 Iteration 29Q (3458.989475 sec): 15 clusters Score: Raw -2003761.403504 + Penalty 15614.569717 = -1988146.833787 nChanged 275 Iteration 30Q (3459.723681 sec): 15 clusters Score: Raw -2003842.546718 + Penalty 15614.569717 = -1988227.977001 nChanged 239 Iteration 31Q (3460.396145 sec): 15 clusters Score: Raw -2003899.770364 + Penalty 15614.569717 = -1988285.200646 nChanged 187 Iteration 32Q (3461.051141 sec): 15 clusters Score: Raw -2003950.787642 + Penalty 15614.569717 = -1988336.217925 nChanged 188 Iteration 33Q (3461.771520 sec): 15 clusters Score: Raw -2003996.401118 + Penalty 15614.569717 = -1988381.831401 nChanged 164 Iteration 34Q (3462.593927 sec): 15 clusters Score: Raw -2004041.160017 + Penalty 15614.569717 = -1988426.590300 nChanged 153 Iteration 35Q (3463.370696 sec): 15 clusters Score: Raw -2004077.356358 + Penalty 15614.569717 = -1988462.786641 nChanged 124 Iteration 36Q (3464.288786 sec): 15 clusters Score: Raw -2004104.639767 + Penalty 15614.569717 = -1988490.070050 nChanged 96 Iteration 37Q (3465.232471 sec): 15 clusters Score: Raw -2004127.132873 + Penalty 15614.569717 = -1988512.563156 nChanged 76 Iteration 38Q (3466.166525 sec): 15 clusters Score: Raw -2004139.677844 + Penalty 15614.569717 = -1988525.108127 nChanged 51 Iteration 39Q (3467.200294 sec): 15 clusters Score: Raw -2004146.319866 + Penalty 15614.569717 = -1988531.750148 nChanged 45 Iteration 40F (3468.344894 sec): 15 clusters Score: Raw -2004307.952604 + Penalty 15614.569717 = -1988693.382886 nChanged 203 Iteration 41Q (3469.380904 sec): 15 clusters Score: Raw -2004421.671614 + Penalty 15614.569717 = -1988807.101896 nChanged 232 Iteration 42Q (3470.394823 sec): 15 clusters Score: Raw -2004511.254174 + Penalty 15614.569717 = -1988896.684457 nChanged 225 Iteration 43Q (3471.372526 sec): 15 clusters Score: Raw -2004600.445022 + Penalty 15614.569717 = -1988985.875305 nChanged 213 Iteration 44Q (3472.141111 sec): 15 clusters Score: Raw -2004678.696615 + Penalty 15614.569717 = -1989064.126898 nChanged 210 Iteration 45Q (3472.908451 sec): 15 clusters Score: Raw -2004750.200909 + Penalty 15614.569717 = -1989135.631191 nChanged 192 Iteration 46Q (3473.705003 sec): 15 clusters Score: Raw -2004810.575862 + Penalty 15614.569717 = -1989196.006144 nChanged 173 Iteration 47Q (3474.493272 sec): 15 clusters Score: Raw -2004858.234392 + Penalty 15614.569717 = -1989243.664675 nChanged 135 Iteration 48Q (3475.260481 sec): 15 clusters Score: Raw -2004894.218432 + Penalty 15614.569717 = -1989279.648715 nChanged 138 Iteration 49Q (3476.031244 sec): 15 clusters Score: Raw -2004929.256434 + Penalty 15614.569717 = -1989314.686716 nChanged 127 Iteration 50Q (3476.828569 sec): 15 clusters Score: Raw -2004956.386741 + Penalty 15614.569717 = -1989341.817024 nChanged 95 Iteration 51Q (3477.599739 sec): 15 clusters Score: Raw -2004976.422143 + Penalty 15614.569717 = -1989361.852426 nChanged 87 Iteration 52Q (3478.377684 sec): 15 clusters Score: Raw -2004990.493073 + Penalty 15614.569717 = -1989375.923356 nChanged 51 Iteration 53Q (3479.149897 sec): 15 clusters Score: Raw -2004997.721534 + Penalty 15614.569717 = -1989383.151816 nChanged 52 Iteration 54Q (3480.054680 sec): 15 clusters Score: Raw -2005006.047665 + Penalty 15614.569717 = -1989391.477948 nChanged 41 Iteration 55Q (3481.010831 sec): 15 clusters Score: Raw -2005012.120157 + Penalty 15614.569717 = -1989397.550440 nChanged 47 Iteration 56Q (3481.907245 sec): 15 clusters Score: Raw -2005019.155749 + Penalty 15614.569717 = -1989404.586031 nChanged 52 Iteration 57Q (3482.849367 sec): 15 clusters Score: Raw -2005028.912680 + Penalty 15614.569717 = -1989414.342962 nChanged 69 Iteration 58Q (3483.749538 sec): 15 clusters Score: Raw -2005041.862723 + Penalty 15614.569717 = -1989427.293006 nChanged 68 Writing temp clu file Because OldScore, -1989414.342962, is greater than current (better) Score,-1989427.293006 Compute initial score before splitting: Score: Raw -2005041.862723 + Penalty 15614.569717 = -1989427.293006 Trying to split cluster 1 (3046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3483.832339 sec): 2 clusters Score: Raw -164377.483248 + Penalty 842.266376 = -163535.216872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3483.915115 sec): 3 clusters Score: Raw -162810.390437 + Penalty 1684.532752 = -161125.857685 nChanged 1214 SP:Iteration 1F (3484.000452 sec): 3 clusters Score: Raw -163564.022940 + Penalty 1684.532752 = -161879.490188 nChanged 272 SP:Iteration 2F (3484.086081 sec): 3 clusters Score: Raw -163777.117786 + Penalty 1684.532752 = -162092.585034 nChanged 220 SP:Iteration 3F (3484.172888 sec): 3 clusters Score: Raw -163964.539870 + Penalty 1684.532752 = -162280.007118 nChanged 182 SP:Iteration 4F (3484.257503 sec): 3 clusters Score: Raw -164122.332648 + Penalty 1684.532752 = -162437.799896 nChanged 169 SP:Iteration 5F (3484.345115 sec): 3 clusters Score: Raw -164274.943484 + Penalty 1684.532752 = -162590.410732 nChanged 157 SP:Iteration 6F (3484.427245 sec): 3 clusters Score: Raw -164398.372329 + Penalty 1684.532752 = -162713.839576 nChanged 116 SP:Iteration 7Q (3484.517611 sec): 3 clusters Score: Raw -164468.263144 + Penalty 1684.532752 = -162783.730392 nChanged 87 SP:Iteration 8Q (3484.604514 sec): 3 clusters Score: Raw -164518.944288 + Penalty 1684.532752 = -162834.411536 nChanged 91 SP:Iteration 9Q (3484.687523 sec): 3 clusters Score: Raw -164588.859234 + Penalty 1684.532752 = -162904.326482 nChanged 108 SP:Iteration 10Q (3484.758040 sec): 3 clusters Score: Raw -164675.425495 + Penalty 1684.532752 = -162990.892743 nChanged 90 SP:Iteration 11Q (3484.818074 sec): 3 clusters Score: Raw -164735.063185 + Penalty 1684.532752 = -163050.530433 nChanged 78 SP:Iteration 12Q (3484.889302 sec): 3 clusters Score: Raw -164787.072440 + Penalty 1684.532752 = -163102.539688 nChanged 60 SP:Iteration 13Q (3484.983402 sec): 3 clusters Score: Raw -164823.513301 + Penalty 1684.532752 = -163138.980549 nChanged 47 SP:Iteration 14Q (3485.056942 sec): 3 clusters Score: Raw -164856.624930 + Penalty 1684.532752 = -163172.092178 nChanged 41 SP:Iteration 15Q (3485.124736 sec): 3 clusters Score: Raw -164891.957283 + Penalty 1684.532752 = -163207.424531 nChanged 46 SP:Iteration 16Q (3485.226452 sec): 3 clusters Score: Raw -164944.021286 + Penalty 1684.532752 = -163259.488534 nChanged 42 SP:Iteration 17Q (3485.288327 sec): 3 clusters Score: Raw -164986.437771 + Penalty 1684.532752 = -163301.905019 nChanged 42 SP:Iteration 18Q (3485.379278 sec): 3 clusters Score: Raw -165027.747407 + Penalty 1684.532752 = -163343.214655 nChanged 39 SP:Iteration 19Q (3485.454383 sec): 3 clusters Score: Raw -165067.018134 + Penalty 1684.532752 = -163382.485382 nChanged 32 SP:Iteration 20F (3485.534016 sec): 3 clusters Score: Raw -165103.042969 + Penalty 1684.532752 = -163418.510217 nChanged 33 SP:Iteration 21Q (3485.610546 sec): 3 clusters Score: Raw -165131.338340 + Penalty 1684.532752 = -163446.805588 nChanged 21 SP:Iteration 22Q (3485.702026 sec): 3 clusters Score: Raw -165147.485982 + Penalty 1684.532752 = -163462.953230 nChanged 12 SP:Iteration 23Q (3485.765805 sec): 3 clusters Score: Raw -165155.112614 + Penalty 1684.532752 = -163470.579862 nChanged 10 SP:Iteration 24Q (3485.843565 sec): 3 clusters Score: Raw -165159.169885 + Penalty 1684.532752 = -163474.637133 nChanged 9 SP:Iteration 25Q (3485.906842 sec): 3 clusters Score: Raw -165163.437142 + Penalty 1684.532752 = -163478.904390 nChanged 8 SP:Iteration 26Q (3485.983879 sec): 3 clusters Score: Raw -165166.186656 + Penalty 1684.532752 = -163481.653904 nChanged 7 SP:Iteration 27Q (3486.072664 sec): 3 clusters Score: Raw -165169.246918 + Penalty 1684.532752 = -163484.714166 nChanged 5 SP:Iteration 28Q (3486.165609 sec): 3 clusters Score: Raw -165171.608328 + Penalty 1684.532752 = -163487.075576 nChanged 2 SP:Iteration 29Q (3486.225831 sec): 3 clusters Score: Raw -165173.304851 + Penalty 1684.532752 = -163488.772099 nChanged 4 SP:Iteration 30Q (3486.305036 sec): 3 clusters Score: Raw -165174.213291 + Penalty 1684.532752 = -163489.680539 nChanged 0 SP:Iteration 31F (3486.367046 sec): 3 clusters Score: Raw -165174.213291 + Penalty 1684.532752 = -163489.680539 nChanged 0 Trying to split cluster 2 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3486.416151 sec): 2 clusters Score: Raw -29164.919599 + Penalty 717.807224 = -28447.112375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3486.477643 sec): 3 clusters Score: Raw -28874.999052 + Penalty 1435.614448 = -27439.384604 nChanged 334 SP:Iteration 1F (3486.567072 sec): 3 clusters Score: Raw -29390.719662 + Penalty 1435.614448 = -27955.105214 nChanged 113 SP:Iteration 2F (3486.622992 sec): 3 clusters Score: Raw -29653.316222 + Penalty 1435.614448 = -28217.701774 nChanged 83 SP:Iteration 3F (3486.705555 sec): 3 clusters Score: Raw -29814.032940 + Penalty 1435.614448 = -28378.418492 nChanged 52 SP:Iteration 4F (3486.785663 sec): 3 clusters Score: Raw -29901.619939 + Penalty 1435.614448 = -28466.005491 nChanged 35 SP:Iteration 5Q (3486.845380 sec): 3 clusters Score: Raw -29944.096877 + Penalty 1435.614448 = -28508.482429 nChanged 19 SP:Iteration 6Q (3486.935973 sec): 3 clusters Score: Raw -29964.194091 + Penalty 1435.614448 = -28528.579643 nChanged 13 SP:Iteration 7Q (3486.996988 sec): 3 clusters Score: Raw -29981.380661 + Penalty 1435.614448 = -28545.766213 nChanged 11 SP:Iteration 8Q (3487.064415 sec): 3 clusters Score: Raw -29997.710043 + Penalty 1435.614448 = -28562.095595 nChanged 9 SP:Iteration 9Q (3487.135281 sec): 3 clusters Score: Raw -30005.499077 + Penalty 1435.614448 = -28569.884629 nChanged 8 SP:Iteration 10Q (3487.203211 sec): 3 clusters Score: Raw -30011.876182 + Penalty 1435.614448 = -28576.261734 nChanged 6 SP:Iteration 11Q (3487.282774 sec): 3 clusters Score: Raw -30017.498266 + Penalty 1435.614448 = -28581.883817 nChanged 8 SP:Iteration 12Q (3487.367332 sec): 3 clusters Score: Raw -30022.100202 + Penalty 1435.614448 = -28586.485754 nChanged 2 SP:Iteration 13Q (3487.437125 sec): 3 clusters Score: Raw -30024.061915 + Penalty 1435.614448 = -28588.447467 nChanged 2 SP:Iteration 14Q (3487.517848 sec): 3 clusters Score: Raw -30025.146260 + Penalty 1435.614448 = -28589.531812 nChanged 2 SP:Iteration 15Q (3487.579622 sec): 3 clusters Score: Raw -30025.782915 + Penalty 1435.614448 = -28590.168467 nChanged 2 SP:Iteration 16Q (3487.661858 sec): 3 clusters Score: Raw -30027.662276 + Penalty 1435.614448 = -28592.047828 nChanged 2 SP:Iteration 17Q (3487.754988 sec): 3 clusters Score: Raw -30028.245766 + Penalty 1435.614448 = -28592.631318 nChanged 0 SP:Iteration 18F (3487.816556 sec): 3 clusters Score: Raw -30028.245766 + Penalty 1435.614448 = -28592.631318 nChanged 0 Score: Raw -2005913.231323 + Penalty 16729.896126 = -1989183.335197 Splitting cluster 2 changes total score from -1989427.293006 to -1989183.335197 So it's not getting split. Trying to split cluster 3 (1387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3488.806062 sec): 2 clusters Score: Raw -58364.487660 + Penalty 759.664334 = -57604.823326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3488.884164 sec): 3 clusters Score: Raw -57749.204724 + Penalty 1519.328668 = -56229.876056 nChanged 495 SP:Iteration 1F (3488.948080 sec): 3 clusters Score: Raw -58104.135149 + Penalty 1519.328668 = -56584.806481 nChanged 152 SP:Iteration 2F (3489.044838 sec): 3 clusters Score: Raw -58273.831071 + Penalty 1519.328668 = -56754.502403 nChanged 106 SP:Iteration 3F (3489.109813 sec): 3 clusters Score: Raw -58405.018988 + Penalty 1519.328668 = -56885.690320 nChanged 91 SP:Iteration 4F (3489.177833 sec): 3 clusters Score: Raw -58509.182984 + Penalty 1519.328668 = -56989.854316 nChanged 59 SP:Iteration 5Q (3489.260021 sec): 3 clusters Score: Raw -58594.668803 + Penalty 1519.328668 = -57075.340135 nChanged 61 SP:Iteration 6Q (3489.329181 sec): 3 clusters Score: Raw -58669.049470 + Penalty 1519.328668 = -57149.720802 nChanged 55 SP:Iteration 7Q (3489.418046 sec): 3 clusters Score: Raw -58731.488673 + Penalty 1519.328668 = -57212.160004 nChanged 46 SP:Iteration 8Q (3489.493054 sec): 3 clusters Score: Raw -58783.258838 + Penalty 1519.328668 = -57263.930170 nChanged 38 SP:Iteration 9Q (3489.576586 sec): 3 clusters Score: Raw -58814.308324 + Penalty 1519.328668 = -57294.979656 nChanged 26 SP:Iteration 10Q (3489.664348 sec): 3 clusters Score: Raw -58837.341568 + Penalty 1519.328668 = -57318.012900 nChanged 20 SP:Iteration 11Q (3489.752195 sec): 3 clusters Score: Raw -58857.910003 + Penalty 1519.328668 = -57338.581334 nChanged 22 SP:Iteration 12Q (3489.810242 sec): 3 clusters Score: Raw -58888.133424 + Penalty 1519.328668 = -57368.804756 nChanged 31 SP:Iteration 13Q (3489.907340 sec): 3 clusters Score: Raw -58926.100163 + Penalty 1519.328668 = -57406.771495 nChanged 29 SP:Iteration 14Q (3489.979807 sec): 3 clusters Score: Raw -58947.458576 + Penalty 1519.328668 = -57428.129908 nChanged 19 SP:Iteration 15Q (3490.058782 sec): 3 clusters Score: Raw -58957.828582 + Penalty 1519.328668 = -57438.499914 nChanged 12 SP:Iteration 16Q (3490.137711 sec): 3 clusters Score: Raw -58964.718826 + Penalty 1519.328668 = -57445.390158 nChanged 4 SP:Iteration 17Q (3490.239248 sec): 3 clusters Score: Raw -58968.228680 + Penalty 1519.328668 = -57448.900012 nChanged 5 SP:Iteration 18Q (3490.311225 sec): 3 clusters Score: Raw -58970.066178 + Penalty 1519.328668 = -57450.737510 nChanged 2 SP:Iteration 19Q (3490.376295 sec): 3 clusters Score: Raw -58970.569003 + Penalty 1519.328668 = -57451.240335 nChanged 1 SP:Iteration 20F (3490.439960 sec): 3 clusters Score: Raw -58970.738680 + Penalty 1519.328668 = -57451.410011 nChanged 0 Trying to split cluster 4 (1093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3490.488129 sec): 2 clusters Score: Raw -42303.728286 + Penalty 734.651556 = -41569.076729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3490.569413 sec): 3 clusters Score: Raw -41907.057643 + Penalty 1469.303113 = -40437.754530 nChanged 366 SP:Iteration 1F (3490.647452 sec): 3 clusters Score: Raw -42259.884997 + Penalty 1469.303113 = -40790.581885 nChanged 100 SP:Iteration 2F (3490.731040 sec): 3 clusters Score: Raw -42343.586196 + Penalty 1469.303113 = -40874.283084 nChanged 46 SP:Iteration 3Q (3490.804462 sec): 3 clusters Score: Raw -42386.834964 + Penalty 1469.303113 = -40917.531851 nChanged 33 SP:Iteration 4Q (3490.865841 sec): 3 clusters Score: Raw -42418.554889 + Penalty 1469.303113 = -40949.251776 nChanged 31 SP:Iteration 5Q (3490.949747 sec): 3 clusters Score: Raw -42448.983181 + Penalty 1469.303113 = -40979.680069 nChanged 29 SP:Iteration 6Q (3491.016626 sec): 3 clusters Score: Raw -42485.187066 + Penalty 1469.303113 = -41015.883954 nChanged 31 SP:Iteration 7Q (3491.117497 sec): 3 clusters Score: Raw -42523.326943 + Penalty 1469.303113 = -41054.023831 nChanged 32 SP:Iteration 8Q (3491.224438 sec): 3 clusters Score: Raw -42549.434220 + Penalty 1469.303113 = -41080.131107 nChanged 23 SP:Iteration 9Q (3491.311532 sec): 3 clusters Score: Raw -42572.823242 + Penalty 1469.303113 = -41103.520129 nChanged 17 SP:Iteration 10Q (3491.399010 sec): 3 clusters Score: Raw -42589.942459 + Penalty 1469.303113 = -41120.639346 nChanged 11 SP:Iteration 11Q (3491.486892 sec): 3 clusters Score: Raw -42603.722867 + Penalty 1469.303113 = -41134.419754 nChanged 12 SP:Iteration 12Q (3491.552417 sec): 3 clusters Score: Raw -42614.559095 + Penalty 1469.303113 = -41145.255982 nChanged 9 SP:Iteration 13Q (3491.634795 sec): 3 clusters Score: Raw -42629.467608 + Penalty 1469.303113 = -41160.164496 nChanged 17 SP:Iteration 14Q (3491.717120 sec): 3 clusters Score: Raw -42647.150184 + Penalty 1469.303113 = -41177.847072 nChanged 11 SP:Iteration 15Q (3491.798675 sec): 3 clusters Score: Raw -42653.798641 + Penalty 1469.303113 = -41184.495529 nChanged 5 SP:Iteration 16Q (3491.880809 sec): 3 clusters Score: Raw -42655.060906 + Penalty 1469.303113 = -41185.757793 nChanged 0 SP:Iteration 17F (3491.949556 sec): 3 clusters Score: Raw -42656.704833 + Penalty 1469.303113 = -41187.401720 nChanged 1 SP:Iteration 18Q (3492.032513 sec): 3 clusters Score: Raw -42658.742117 + Penalty 1469.303113 = -41189.439005 nChanged 1 SP:Iteration 19Q (3492.125224 sec): 3 clusters Score: Raw -42659.417846 + Penalty 1469.303113 = -41190.114733 nChanged 1 SP:Iteration 20F (3492.224718 sec): 3 clusters Score: Raw -42660.103853 + Penalty 1469.303113 = -41190.800741 nChanged 0 Trying to split cluster 5 (1362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3492.271793 sec): 2 clusters Score: Raw -64830.206615 + Penalty 757.754496 = -64072.452118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3492.359601 sec): 3 clusters Score: Raw -64222.431827 + Penalty 1515.508992 = -62706.922835 nChanged 481 SP:Iteration 1F (3492.464971 sec): 3 clusters Score: Raw -64609.244398 + Penalty 1515.508992 = -63093.735405 nChanged 122 SP:Iteration 2F (3492.564152 sec): 3 clusters Score: Raw -64733.550748 + Penalty 1515.508992 = -63218.041756 nChanged 74 SP:Iteration 3F (3492.662552 sec): 3 clusters Score: Raw -64805.882398 + Penalty 1515.508992 = -63290.373406 nChanged 57 SP:Iteration 4Q (3492.759846 sec): 3 clusters Score: Raw -64859.342431 + Penalty 1515.508992 = -63343.833439 nChanged 51 SP:Iteration 5Q (3492.852699 sec): 3 clusters Score: Raw -64904.275219 + Penalty 1515.508992 = -63388.766227 nChanged 30 SP:Iteration 6Q (3492.943346 sec): 3 clusters Score: Raw -64928.476057 + Penalty 1515.508992 = -63412.967065 nChanged 29 SP:Iteration 7Q (3493.026225 sec): 3 clusters Score: Raw -64949.367256 + Penalty 1515.508992 = -63433.858264 nChanged 24 SP:Iteration 8Q (3493.108524 sec): 3 clusters Score: Raw -64968.850839 + Penalty 1515.508992 = -63453.341846 nChanged 23 SP:Iteration 9Q (3493.218191 sec): 3 clusters Score: Raw -64987.345557 + Penalty 1515.508992 = -63471.836564 nChanged 24 SP:Iteration 10Q (3493.336548 sec): 3 clusters Score: Raw -65011.744720 + Penalty 1515.508992 = -63496.235728 nChanged 19 SP:Iteration 11Q (3493.427448 sec): 3 clusters Score: Raw -65029.591871 + Penalty 1515.508992 = -63514.082879 nChanged 15 SP:Iteration 12Q (3493.550773 sec): 3 clusters Score: Raw -65040.725645 + Penalty 1515.508992 = -63525.216653 nChanged 17 SP:Iteration 13Q (3493.641170 sec): 3 clusters Score: Raw -65056.886330 + Penalty 1515.508992 = -63541.377338 nChanged 21 SP:Iteration 14Q (3493.732447 sec): 3 clusters Score: Raw -65068.482834 + Penalty 1515.508992 = -63552.973842 nChanged 14 SP:Iteration 15Q (3493.820673 sec): 3 clusters Score: Raw -65078.907167 + Penalty 1515.508992 = -63563.398175 nChanged 16 SP:Iteration 16Q (3493.909041 sec): 3 clusters Score: Raw -65093.885149 + Penalty 1515.508992 = -63578.376156 nChanged 14 SP:Iteration 17Q (3493.997599 sec): 3 clusters Score: Raw -65102.384148 + Penalty 1515.508992 = -63586.875155 nChanged 11 SP:Iteration 18Q (3494.072507 sec): 3 clusters Score: Raw -65109.139859 + Penalty 1515.508992 = -63593.630867 nChanged 10 SP:Iteration 19Q (3494.161085 sec): 3 clusters Score: Raw -65117.768804 + Penalty 1515.508992 = -63602.259811 nChanged 12 SP:Iteration 20F (3494.245122 sec): 3 clusters Score: Raw -65126.130655 + Penalty 1515.508992 = -63610.621663 nChanged 10 SP:Iteration 21Q (3494.333373 sec): 3 clusters Score: Raw -65134.977024 + Penalty 1515.508992 = -63619.468031 nChanged 13 SP:Iteration 22Q (3494.437482 sec): 3 clusters Score: Raw -65147.076537 + Penalty 1515.508992 = -63631.567545 nChanged 12 SP:Iteration 23Q (3494.532943 sec): 3 clusters Score: Raw -65155.988386 + Penalty 1515.508992 = -63640.479394 nChanged 10 SP:Iteration 24Q (3494.616779 sec): 3 clusters Score: Raw -65166.170338 + Penalty 1515.508992 = -63650.661346 nChanged 15 SP:Iteration 25Q (3494.699184 sec): 3 clusters Score: Raw -65187.372132 + Penalty 1515.508992 = -63671.863140 nChanged 17 SP:Iteration 26Q (3494.782099 sec): 3 clusters Score: Raw -65213.430338 + Penalty 1515.508992 = -63697.921346 nChanged 17 SP:Iteration 27Q (3494.864668 sec): 3 clusters Score: Raw -65225.988166 + Penalty 1515.508992 = -63710.479174 nChanged 11 SP:Iteration 28Q (3494.947338 sec): 3 clusters Score: Raw -65238.051107 + Penalty 1515.508992 = -63722.542115 nChanged 8 SP:Iteration 29Q (3495.012561 sec): 3 clusters Score: Raw -65250.744404 + Penalty 1515.508992 = -63735.235412 nChanged 14 SP:Iteration 30Q (3495.094237 sec): 3 clusters Score: Raw -65266.481594 + Penalty 1515.508992 = -63750.972602 nChanged 15 SP:Iteration 31Q (3495.176003 sec): 3 clusters Score: Raw -65287.427458 + Penalty 1515.508992 = -63771.918465 nChanged 9 SP:Iteration 32Q (3495.257533 sec): 3 clusters Score: Raw -65294.580151 + Penalty 1515.508992 = -63779.071159 nChanged 6 SP:Iteration 33Q (3495.339047 sec): 3 clusters Score: Raw -65299.411352 + Penalty 1515.508992 = -63783.902359 nChanged 10 SP:Iteration 34Q (3495.421547 sec): 3 clusters Score: Raw -65307.342589 + Penalty 1515.508992 = -63791.833596 nChanged 6 SP:Iteration 35Q (3495.488419 sec): 3 clusters Score: Raw -65310.540182 + Penalty 1515.508992 = -63795.031190 nChanged 3 SP:Iteration 36Q (3495.570394 sec): 3 clusters Score: Raw -65312.444665 + Penalty 1515.508992 = -63796.935672 nChanged 3 SP:Iteration 37Q (3495.652863 sec): 3 clusters Score: Raw -65314.460096 + Penalty 1515.508992 = -63798.951103 nChanged 3 SP:Iteration 38Q (3495.735142 sec): 3 clusters Score: Raw -65315.488544 + Penalty 1515.508992 = -63799.979552 nChanged 3 SP:Iteration 39Q (3495.817511 sec): 3 clusters Score: Raw -65317.906044 + Penalty 1515.508992 = -63802.397052 nChanged 5 SP:Iteration 40F (3495.899156 sec): 3 clusters Score: Raw -65324.464327 + Penalty 1515.508992 = -63808.955334 nChanged 8 SP:Iteration 41Q (3495.964950 sec): 3 clusters Score: Raw -65333.304332 + Penalty 1515.508992 = -63817.795340 nChanged 8 SP:Iteration 42Q (3496.047773 sec): 3 clusters Score: Raw -65346.599191 + Penalty 1515.508992 = -63831.090198 nChanged 13 SP:Iteration 43Q (3496.130047 sec): 3 clusters Score: Raw -65371.756263 + Penalty 1515.508992 = -63856.247271 nChanged 16 SP:Iteration 44Q (3496.232031 sec): 3 clusters Score: Raw -65395.272597 + Penalty 1515.508992 = -63879.763605 nChanged 15 SP:Iteration 45Q (3496.295115 sec): 3 clusters Score: Raw -65424.335589 + Penalty 1515.508992 = -63908.826597 nChanged 10 SP:Iteration 46Q (3496.397030 sec): 3 clusters Score: Raw -65440.150215 + Penalty 1515.508992 = -63924.641223 nChanged 3 SP:Iteration 47Q (3496.490654 sec): 3 clusters Score: Raw -65443.028133 + Penalty 1515.508992 = -63927.519140 nChanged 3 SP:Iteration 48Q (3496.573249 sec): 3 clusters Score: Raw -65448.143806 + Penalty 1515.508992 = -63932.634814 nChanged 1 SP:Iteration 49Q (3496.655860 sec): 3 clusters Score: Raw -65449.664420 + Penalty 1515.508992 = -63934.155428 nChanged 0 SP:Iteration 50F (3496.738671 sec): 3 clusters Score: Raw -65449.664420 + Penalty 1515.508992 = -63934.155428 nChanged 0 Trying to split cluster 6 (14532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3496.819602 sec): 2 clusters Score: Raw -813651.910990 + Penalty 1006.331381 = -812645.579609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3496.997541 sec): 3 clusters Score: Raw -804766.088831 + Penalty 2012.662763 = -802753.426068 nChanged 6639 SP:Iteration 1F (3497.159475 sec): 3 clusters Score: Raw -809003.944973 + Penalty 2012.662763 = -806991.282210 nChanged 1169 SP:Iteration 2F (3497.268164 sec): 3 clusters Score: Raw -809747.039952 + Penalty 2012.662763 = -807734.377190 nChanged 1073 SP:Iteration 3F (3497.370582 sec): 3 clusters Score: Raw -810461.900187 + Penalty 2012.662763 = -808449.237425 nChanged 980 SP:Iteration 4F (3497.473388 sec): 3 clusters Score: Raw -811170.735141 + Penalty 2012.662763 = -809158.072378 nChanged 859 SP:Iteration 5F (3497.572513 sec): 3 clusters Score: Raw -811747.755393 + Penalty 2012.662763 = -809735.092630 nChanged 685 SP:Iteration 6Q (3497.673571 sec): 3 clusters Score: Raw -812193.453682 + Penalty 2012.662763 = -810180.790920 nChanged 547 SP:Iteration 7Q (3497.768673 sec): 3 clusters Score: Raw -812524.991497 + Penalty 2012.662763 = -810512.328734 nChanged 444 SP:Iteration 8Q (3497.878018 sec): 3 clusters Score: Raw -812778.378668 + Penalty 2012.662763 = -810765.715906 nChanged 366 SP:Iteration 9Q (3497.961600 sec): 3 clusters Score: Raw -812983.915991 + Penalty 2012.662763 = -810971.253228 nChanged 313 SP:Iteration 10Q (3498.054482 sec): 3 clusters Score: Raw -813141.322969 + Penalty 2012.662763 = -811128.660206 nChanged 261 SP:Iteration 11Q (3498.166678 sec): 3 clusters Score: Raw -813280.416645 + Penalty 2012.662763 = -811267.753883 nChanged 241 SP:Iteration 12Q (3498.273849 sec): 3 clusters Score: Raw -813403.620034 + Penalty 2012.662763 = -811390.957271 nChanged 212 SP:Iteration 13Q (3498.372339 sec): 3 clusters Score: Raw -813528.933554 + Penalty 2012.662763 = -811516.270791 nChanged 201 SP:Iteration 14Q (3498.454447 sec): 3 clusters Score: Raw -813651.339654 + Penalty 2012.662763 = -811638.676891 nChanged 193 SP:Iteration 15Q (3498.549309 sec): 3 clusters Score: Raw -813760.730547 + Penalty 2012.662763 = -811748.067785 nChanged 152 SP:Iteration 16Q (3498.656126 sec): 3 clusters Score: Raw -813844.081852 + Penalty 2012.662763 = -811831.419089 nChanged 140 SP:Iteration 17Q (3498.741932 sec): 3 clusters Score: Raw -813917.947012 + Penalty 2012.662763 = -811905.284250 nChanged 113 SP:Iteration 18Q (3498.836598 sec): 3 clusters Score: Raw -813969.285725 + Penalty 2012.662763 = -811956.622963 nChanged 104 SP:Iteration 19Q (3498.923250 sec): 3 clusters Score: Raw -814018.709741 + Penalty 2012.662763 = -812006.046978 nChanged 73 SP:Iteration 20F (3499.035511 sec): 3 clusters Score: Raw -814054.334701 + Penalty 2012.662763 = -812041.671939 nChanged 64 SP:Iteration 21Q (3499.134433 sec): 3 clusters Score: Raw -814083.199549 + Penalty 2012.662763 = -812070.536787 nChanged 43 SP:Iteration 22Q (3499.234360 sec): 3 clusters Score: Raw -814102.642952 + Penalty 2012.662763 = -812089.980190 nChanged 43 SP:Iteration 23Q (3499.333710 sec): 3 clusters Score: Raw -814125.015127 + Penalty 2012.662763 = -812112.352365 nChanged 43 SP:Iteration 24Q (3499.424377 sec): 3 clusters Score: Raw -814149.107541 + Penalty 2012.662763 = -812136.444779 nChanged 39 SP:Iteration 25Q (3499.503932 sec): 3 clusters Score: Raw -814165.577788 + Penalty 2012.662763 = -812152.915025 nChanged 41 SP:Iteration 26Q (3499.602205 sec): 3 clusters Score: Raw -814184.345412 + Penalty 2012.662763 = -812171.682649 nChanged 41 SP:Iteration 27Q (3499.702810 sec): 3 clusters Score: Raw -814201.784843 + Penalty 2012.662763 = -812189.122081 nChanged 32 SP:Iteration 28Q (3499.789218 sec): 3 clusters Score: Raw -814215.972765 + Penalty 2012.662763 = -812203.310003 nChanged 39 SP:Iteration 29Q (3499.883723 sec): 3 clusters Score: Raw -814245.737182 + Penalty 2012.662763 = -812233.074419 nChanged 45 SP:Iteration 30Q (3499.998330 sec): 3 clusters Score: Raw -814271.289929 + Penalty 2012.662763 = -812258.627166 nChanged 33 SP:Iteration 31Q (3500.081252 sec): 3 clusters Score: Raw -814281.651853 + Penalty 2012.662763 = -812268.989090 nChanged 24 SP:Iteration 32Q (3500.184342 sec): 3 clusters Score: Raw -814290.909222 + Penalty 2012.662763 = -812278.246460 nChanged 25 SP:Iteration 33Q (3500.266384 sec): 3 clusters Score: Raw -814302.297682 + Penalty 2012.662763 = -812289.634919 nChanged 16 SP:Iteration 34Q (3500.367301 sec): 3 clusters Score: Raw -814312.808592 + Penalty 2012.662763 = -812300.145829 nChanged 23 SP:Iteration 35Q (3500.475043 sec): 3 clusters Score: Raw -814321.695392 + Penalty 2012.662763 = -812309.032630 nChanged 14 SP:Iteration 36Q (3500.575819 sec): 3 clusters Score: Raw -814325.865134 + Penalty 2012.662763 = -812313.202372 nChanged 10 SP:Iteration 37Q (3500.672425 sec): 3 clusters Score: Raw -814328.372753 + Penalty 2012.662763 = -812315.709990 nChanged 7 SP:Iteration 38Q (3500.768456 sec): 3 clusters Score: Raw -814329.242212 + Penalty 2012.662763 = -812316.579450 nChanged 4 SP:Iteration 39Q (3500.854138 sec): 3 clusters Score: Raw -814330.163867 + Penalty 2012.662763 = -812317.501105 nChanged 5 SP:Iteration 40F (3500.953557 sec): 3 clusters Score: Raw -814331.483436 + Penalty 2012.662763 = -812318.820673 nChanged 4 SP:Iteration 41Q (3501.048126 sec): 3 clusters Score: Raw -814332.427144 + Penalty 2012.662763 = -812319.764382 nChanged 2 SP:Iteration 42Q (3501.142411 sec): 3 clusters Score: Raw -814332.752905 + Penalty 2012.662763 = -812320.090142 nChanged 5 SP:Iteration 43Q (3501.225793 sec): 3 clusters Score: Raw -814334.152274 + Penalty 2012.662763 = -812321.489512 nChanged 4 SP:Iteration 44Q (3501.304122 sec): 3 clusters Score: Raw -814334.700997 + Penalty 2012.662763 = -812322.038235 nChanged 0 SP:Iteration 45F (3501.392904 sec): 3 clusters Score: Raw -814334.700997 + Penalty 2012.662763 = -812322.038235 nChanged 0 Trying to split cluster 7 (1672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3501.433517 sec): 2 clusters Score: Raw -83654.628968 + Penalty 779.286458 = -82875.342509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3501.487767 sec): 3 clusters Score: Raw -82864.101035 + Penalty 1558.572917 = -81305.528118 nChanged 631 SP:Iteration 1F (3501.560312 sec): 3 clusters Score: Raw -83256.764905 + Penalty 1558.572917 = -81698.191988 nChanged 140 SP:Iteration 2F (3501.634346 sec): 3 clusters Score: Raw -83388.622684 + Penalty 1558.572917 = -81830.049767 nChanged 117 SP:Iteration 3F (3501.709118 sec): 3 clusters Score: Raw -83489.815954 + Penalty 1558.572917 = -81931.243038 nChanged 89 SP:Iteration 4F (3501.771998 sec): 3 clusters Score: Raw -83580.365238 + Penalty 1558.572917 = -82021.792322 nChanged 87 SP:Iteration 5F (3501.861069 sec): 3 clusters Score: Raw -83656.876248 + Penalty 1558.572917 = -82098.303331 nChanged 76 SP:Iteration 6Q (3501.935590 sec): 3 clusters Score: Raw -83732.725980 + Penalty 1558.572917 = -82174.153063 nChanged 60 SP:Iteration 7Q (3501.999521 sec): 3 clusters Score: Raw -83792.941018 + Penalty 1558.572917 = -82234.368102 nChanged 55 SP:Iteration 8Q (3502.089152 sec): 3 clusters Score: Raw -83836.770697 + Penalty 1558.572917 = -82278.197780 nChanged 41 SP:Iteration 9Q (3502.149290 sec): 3 clusters Score: Raw -83874.005874 + Penalty 1558.572917 = -82315.432958 nChanged 38 SP:Iteration 10Q (3502.218538 sec): 3 clusters Score: Raw -83907.065421 + Penalty 1558.572917 = -82348.492505 nChanged 37 SP:Iteration 11Q (3502.292043 sec): 3 clusters Score: Raw -83943.003858 + Penalty 1558.572917 = -82384.430942 nChanged 39 SP:Iteration 12Q (3502.363335 sec): 3 clusters Score: Raw -83972.462649 + Penalty 1558.572917 = -82413.889732 nChanged 36 SP:Iteration 13Q (3502.435265 sec): 3 clusters Score: Raw -84001.585181 + Penalty 1558.572917 = -82443.012264 nChanged 26 SP:Iteration 14Q (3502.502266 sec): 3 clusters Score: Raw -84019.988105 + Penalty 1558.572917 = -82461.415188 nChanged 19 SP:Iteration 15Q (3502.579490 sec): 3 clusters Score: Raw -84036.301624 + Penalty 1558.572917 = -82477.728707 nChanged 15 SP:Iteration 16Q (3502.656081 sec): 3 clusters Score: Raw -84047.152397 + Penalty 1558.572917 = -82488.579480 nChanged 5 SP:Iteration 17Q (3502.737741 sec): 3 clusters Score: Raw -84048.888620 + Penalty 1558.572917 = -82490.315703 nChanged 4 SP:Iteration 18Q (3502.787284 sec): 3 clusters Score: Raw -84051.646113 + Penalty 1558.572917 = -82493.073196 nChanged 5 SP:Iteration 19Q (3502.828554 sec): 3 clusters Score: Raw -84056.292721 + Penalty 1558.572917 = -82497.719805 nChanged 5 SP:Iteration 20F (3502.903002 sec): 3 clusters Score: Raw -84060.446489 + Penalty 1558.572917 = -82501.873572 nChanged 10 SP:Iteration 21Q (3502.970901 sec): 3 clusters Score: Raw -84067.777936 + Penalty 1558.572917 = -82509.205020 nChanged 6 SP:Iteration 22Q (3503.047138 sec): 3 clusters Score: Raw -84072.018358 + Penalty 1558.572917 = -82513.445441 nChanged 4 SP:Iteration 23Q (3503.124644 sec): 3 clusters Score: Raw -84075.141312 + Penalty 1558.572917 = -82516.568395 nChanged 7 SP:Iteration 24Q (3503.199783 sec): 3 clusters Score: Raw -84077.249861 + Penalty 1558.572917 = -82518.676945 nChanged 0 SP:Iteration 25F (3503.303186 sec): 3 clusters Score: Raw -84077.249861 + Penalty 1558.572917 = -82518.676945 nChanged 0 Trying to split cluster 8 (3006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3503.336702 sec): 2 clusters Score: Raw -146379.251464 + Penalty 840.878385 = -145538.373079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3503.419583 sec): 3 clusters Score: Raw -144850.285253 + Penalty 1681.756770 = -143168.528484 nChanged 1225 SP:Iteration 1F (3503.511099 sec): 3 clusters Score: Raw -145817.392432 + Penalty 1681.756770 = -144135.635662 nChanged 302 SP:Iteration 2F (3503.614352 sec): 3 clusters Score: Raw -146126.169769 + Penalty 1681.756770 = -144444.412999 nChanged 209 SP:Iteration 3F (3503.698494 sec): 3 clusters Score: Raw -146356.355217 + Penalty 1681.756770 = -144674.598447 nChanged 180 SP:Iteration 4F (3503.812087 sec): 3 clusters Score: Raw -146547.811011 + Penalty 1681.756770 = -144866.054241 nChanged 149 SP:Iteration 5Q (3503.911352 sec): 3 clusters Score: Raw -146670.212886 + Penalty 1681.756770 = -144988.456116 nChanged 117 SP:Iteration 6Q (3503.997070 sec): 3 clusters Score: Raw -146742.970114 + Penalty 1681.756770 = -145061.213344 nChanged 86 SP:Iteration 7Q (3504.102967 sec): 3 clusters Score: Raw -146786.360312 + Penalty 1681.756770 = -145104.603542 nChanged 56 SP:Iteration 8Q (3504.197304 sec): 3 clusters Score: Raw -146813.327128 + Penalty 1681.756770 = -145131.570359 nChanged 52 SP:Iteration 9Q (3504.282964 sec): 3 clusters Score: Raw -146839.592227 + Penalty 1681.756770 = -145157.835458 nChanged 50 SP:Iteration 10Q (3504.368577 sec): 3 clusters Score: Raw -146866.814753 + Penalty 1681.756770 = -145185.057983 nChanged 59 SP:Iteration 11Q (3504.454247 sec): 3 clusters Score: Raw -146899.677372 + Penalty 1681.756770 = -145217.920602 nChanged 55 SP:Iteration 12Q (3504.539928 sec): 3 clusters Score: Raw -146930.383215 + Penalty 1681.756770 = -145248.626445 nChanged 49 SP:Iteration 13Q (3504.627365 sec): 3 clusters Score: Raw -146962.080736 + Penalty 1681.756770 = -145280.323966 nChanged 55 SP:Iteration 14Q (3504.728853 sec): 3 clusters Score: Raw -146997.005932 + Penalty 1681.756770 = -145315.249162 nChanged 58 SP:Iteration 15Q (3504.834752 sec): 3 clusters Score: Raw -147035.733485 + Penalty 1681.756770 = -145353.976715 nChanged 46 SP:Iteration 16Q (3504.942624 sec): 3 clusters Score: Raw -147061.497401 + Penalty 1681.756770 = -145379.740632 nChanged 41 SP:Iteration 17Q (3505.031796 sec): 3 clusters Score: Raw -147092.449065 + Penalty 1681.756770 = -145410.692295 nChanged 40 SP:Iteration 18Q (3505.110382 sec): 3 clusters Score: Raw -147112.794850 + Penalty 1681.756770 = -145431.038080 nChanged 37 SP:Iteration 19Q (3505.211535 sec): 3 clusters Score: Raw -147129.586306 + Penalty 1681.756770 = -145447.829536 nChanged 26 SP:Iteration 20F (3505.348790 sec): 3 clusters Score: Raw -147143.145413 + Penalty 1681.756770 = -145461.388644 nChanged 26 SP:Iteration 21Q (3505.446009 sec): 3 clusters Score: Raw -147156.215747 + Penalty 1681.756770 = -145474.458977 nChanged 25 SP:Iteration 22Q (3505.534393 sec): 3 clusters Score: Raw -147167.720264 + Penalty 1681.756770 = -145485.963494 nChanged 26 SP:Iteration 23Q (3505.638075 sec): 3 clusters Score: Raw -147178.529350 + Penalty 1681.756770 = -145496.772581 nChanged 21 SP:Iteration 24Q (3505.729172 sec): 3 clusters Score: Raw -147189.926479 + Penalty 1681.756770 = -145508.169710 nChanged 21 SP:Iteration 25Q (3505.848305 sec): 3 clusters Score: Raw -147200.175785 + Penalty 1681.756770 = -145518.419015 nChanged 18 SP:Iteration 26Q (3505.936026 sec): 3 clusters Score: Raw -147209.334426 + Penalty 1681.756770 = -145527.577656 nChanged 15 SP:Iteration 27Q (3506.022436 sec): 3 clusters Score: Raw -147214.518786 + Penalty 1681.756770 = -145532.762016 nChanged 18 SP:Iteration 28Q (3506.128738 sec): 3 clusters Score: Raw -147219.973356 + Penalty 1681.756770 = -145538.216586 nChanged 13 SP:Iteration 29Q (3506.215163 sec): 3 clusters Score: Raw -147225.519527 + Penalty 1681.756770 = -145543.762757 nChanged 11 SP:Iteration 30Q (3506.300388 sec): 3 clusters Score: Raw -147229.281389 + Penalty 1681.756770 = -145547.524619 nChanged 12 SP:Iteration 31Q (3506.386807 sec): 3 clusters Score: Raw -147233.483088 + Penalty 1681.756770 = -145551.726318 nChanged 8 SP:Iteration 32Q (3506.477685 sec): 3 clusters Score: Raw -147235.938971 + Penalty 1681.756770 = -145554.182201 nChanged 4 SP:Iteration 33Q (3506.569305 sec): 3 clusters Score: Raw -147237.409233 + Penalty 1681.756770 = -145555.652464 nChanged 3 SP:Iteration 34Q (3506.660655 sec): 3 clusters Score: Raw -147238.914223 + Penalty 1681.756770 = -145557.157453 nChanged 4 SP:Iteration 35Q (3506.751877 sec): 3 clusters Score: Raw -147242.078454 + Penalty 1681.756770 = -145560.321684 nChanged 7 SP:Iteration 36Q (3506.842972 sec): 3 clusters Score: Raw -147243.938852 + Penalty 1681.756770 = -145562.182082 nChanged 6 SP:Iteration 37Q (3506.926690 sec): 3 clusters Score: Raw -147246.571617 + Penalty 1681.756770 = -145564.814847 nChanged 9 SP:Iteration 38Q (3507.017968 sec): 3 clusters Score: Raw -147248.990989 + Penalty 1681.756770 = -145567.234219 nChanged 7 SP:Iteration 39Q (3507.109164 sec): 3 clusters Score: Raw -147250.929237 + Penalty 1681.756770 = -145569.172467 nChanged 9 SP:Iteration 40F (3507.185635 sec): 3 clusters Score: Raw -147253.611686 + Penalty 1681.756770 = -145571.854916 nChanged 3 SP:Iteration 41Q (3507.277041 sec): 3 clusters Score: Raw -147254.337778 + Penalty 1681.756770 = -145572.581008 nChanged 1 SP:Iteration 42Q (3507.358702 sec): 3 clusters Score: Raw -147254.512352 + Penalty 1681.756770 = -145572.755582 nChanged 2 SP:Iteration 43Q (3507.451284 sec): 3 clusters Score: Raw -147255.102705 + Penalty 1681.756770 = -145573.345935 nChanged 1 SP:Iteration 44Q (3507.543486 sec): 3 clusters Score: Raw -147255.553612 + Penalty 1681.756770 = -145573.796842 nChanged 1 SP:Iteration 45Q (3507.646807 sec): 3 clusters Score: Raw -147256.099367 + Penalty 1681.756770 = -145574.342597 nChanged 1 SP:Iteration 46Q (3507.732581 sec): 3 clusters Score: Raw -147256.285804 + Penalty 1681.756770 = -145574.529034 nChanged 0 SP:Iteration 47F (3507.824576 sec): 3 clusters Score: Raw -147256.285804 + Penalty 1681.756770 = -145574.529034 nChanged 0 Score: Raw -2005926.939496 + Penalty 16729.896126 = -1989197.043370 Splitting cluster 8 changes total score from -1989427.293006 to -1989197.043370 So it's not getting split. Trying to split cluster 9 (4576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3509.070290 sec): 2 clusters Score: Raw -241540.933974 + Penalty 885.000956 = -240655.933019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3509.186335 sec): 3 clusters Score: Raw -239013.831634 + Penalty 1770.001912 = -237243.829722 nChanged 1934 SP:Iteration 1F (3509.296567 sec): 3 clusters Score: Raw -240262.243252 + Penalty 1770.001912 = -238492.241340 nChanged 385 SP:Iteration 2F (3509.407490 sec): 3 clusters Score: Raw -240514.106817 + Penalty 1770.001912 = -238744.104905 nChanged 307 SP:Iteration 3F (3509.482309 sec): 3 clusters Score: Raw -240700.097284 + Penalty 1770.001912 = -238930.095372 nChanged 251 SP:Iteration 4F (3509.599302 sec): 3 clusters Score: Raw -240858.765926 + Penalty 1770.001912 = -239088.764014 nChanged 207 SP:Iteration 5Q (3509.692203 sec): 3 clusters Score: Raw -240980.583822 + Penalty 1770.001912 = -239210.581910 nChanged 193 SP:Iteration 6Q (3509.790354 sec): 3 clusters Score: Raw -241102.383944 + Penalty 1770.001912 = -239332.382032 nChanged 184 SP:Iteration 7Q (3509.892618 sec): 3 clusters Score: Raw -241227.939458 + Penalty 1770.001912 = -239457.937546 nChanged 151 SP:Iteration 8Q (3509.991440 sec): 3 clusters Score: Raw -241327.618248 + Penalty 1770.001912 = -239557.616336 nChanged 129 SP:Iteration 9Q (3510.098233 sec): 3 clusters Score: Raw -241409.327120 + Penalty 1770.001912 = -239639.325208 nChanged 108 SP:Iteration 10Q (3510.210356 sec): 3 clusters Score: Raw -241491.552825 + Penalty 1770.001912 = -239721.550914 nChanged 101 SP:Iteration 11Q (3510.303154 sec): 3 clusters Score: Raw -241555.258278 + Penalty 1770.001912 = -239785.256366 nChanged 79 SP:Iteration 12Q (3510.412250 sec): 3 clusters Score: Raw -241598.330973 + Penalty 1770.001912 = -239828.329061 nChanged 52 SP:Iteration 13Q (3510.522722 sec): 3 clusters Score: Raw -241621.059398 + Penalty 1770.001912 = -239851.057486 nChanged 49 SP:Iteration 14Q (3510.612075 sec): 3 clusters Score: Raw -241645.561177 + Penalty 1770.001912 = -239875.559265 nChanged 51 SP:Iteration 15Q (3510.703780 sec): 3 clusters Score: Raw -241670.859740 + Penalty 1770.001912 = -239900.857828 nChanged 47 SP:Iteration 16Q (3510.786184 sec): 3 clusters Score: Raw -241699.136983 + Penalty 1770.001912 = -239929.135071 nChanged 50 SP:Iteration 17Q (3510.849849 sec): 3 clusters Score: Raw -241724.916372 + Penalty 1770.001912 = -239954.914460 nChanged 40 SP:Iteration 18Q (3510.942660 sec): 3 clusters Score: Raw -241742.827317 + Penalty 1770.001912 = -239972.825405 nChanged 31 SP:Iteration 19Q (3511.008135 sec): 3 clusters Score: Raw -241757.866753 + Penalty 1770.001912 = -239987.864841 nChanged 24 SP:Iteration 20F (3511.090352 sec): 3 clusters Score: Raw -241768.559178 + Penalty 1770.001912 = -239998.557266 nChanged 21 SP:Iteration 21Q (3511.169178 sec): 3 clusters Score: Raw -241777.931699 + Penalty 1770.001912 = -240007.929787 nChanged 20 SP:Iteration 22Q (3511.256213 sec): 3 clusters Score: Raw -241784.693683 + Penalty 1770.001912 = -240014.691771 nChanged 21 SP:Iteration 23Q (3511.338719 sec): 3 clusters Score: Raw -241790.806160 + Penalty 1770.001912 = -240020.804248 nChanged 12 SP:Iteration 24Q (3511.421464 sec): 3 clusters Score: Raw -241795.008111 + Penalty 1770.001912 = -240025.006199 nChanged 16 SP:Iteration 25Q (3511.506452 sec): 3 clusters Score: Raw -241802.307943 + Penalty 1770.001912 = -240032.306031 nChanged 16 SP:Iteration 26Q (3511.598986 sec): 3 clusters Score: Raw -241807.828707 + Penalty 1770.001912 = -240037.826795 nChanged 18 SP:Iteration 27Q (3511.669681 sec): 3 clusters Score: Raw -241816.654222 + Penalty 1770.001912 = -240046.652310 nChanged 22 SP:Iteration 28Q (3511.749339 sec): 3 clusters Score: Raw -241824.392561 + Penalty 1770.001912 = -240054.390649 nChanged 12 SP:Iteration 29Q (3511.835142 sec): 3 clusters Score: Raw -241828.300560 + Penalty 1770.001912 = -240058.298648 nChanged 8 SP:Iteration 30Q (3511.920004 sec): 3 clusters Score: Raw -241830.549222 + Penalty 1770.001912 = -240060.547311 nChanged 10 SP:Iteration 31Q (3511.971293 sec): 3 clusters Score: Raw -241835.311469 + Penalty 1770.001912 = -240065.309557 nChanged 13 SP:Iteration 32Q (3512.054297 sec): 3 clusters Score: Raw -241841.412940 + Penalty 1770.001912 = -240071.411028 nChanged 14 SP:Iteration 33Q (3512.126929 sec): 3 clusters Score: Raw -241847.533216 + Penalty 1770.001912 = -240077.531304 nChanged 11 SP:Iteration 34Q (3512.223111 sec): 3 clusters Score: Raw -241852.183243 + Penalty 1770.001912 = -240082.181331 nChanged 13 SP:Iteration 35Q (3512.315858 sec): 3 clusters Score: Raw -241858.714211 + Penalty 1770.001912 = -240088.712299 nChanged 15 SP:Iteration 36Q (3512.382800 sec): 3 clusters Score: Raw -241863.884230 + Penalty 1770.001912 = -240093.882318 nChanged 14 SP:Iteration 37Q (3512.449188 sec): 3 clusters Score: Raw -241869.807068 + Penalty 1770.001912 = -240099.805156 nChanged 18 SP:Iteration 38Q (3512.528374 sec): 3 clusters Score: Raw -241877.443826 + Penalty 1770.001912 = -240107.441914 nChanged 11 SP:Iteration 39Q (3512.618756 sec): 3 clusters Score: Raw -241883.094661 + Penalty 1770.001912 = -240113.092749 nChanged 13 SP:Iteration 40F (3512.693248 sec): 3 clusters Score: Raw -241887.438220 + Penalty 1770.001912 = -240117.436308 nChanged 9 SP:Iteration 41Q (3512.779817 sec): 3 clusters Score: Raw -241889.571923 + Penalty 1770.001912 = -240119.570011 nChanged 6 SP:Iteration 42Q (3512.846658 sec): 3 clusters Score: Raw -241891.635971 + Penalty 1770.001912 = -240121.634059 nChanged 5 SP:Iteration 43Q (3512.922318 sec): 3 clusters Score: Raw -241894.043652 + Penalty 1770.001912 = -240124.041740 nChanged 7 SP:Iteration 44Q (3513.005508 sec): 3 clusters Score: Raw -241895.453921 + Penalty 1770.001912 = -240125.452009 nChanged 3 SP:Iteration 45Q (3513.100575 sec): 3 clusters Score: Raw -241896.206199 + Penalty 1770.001912 = -240126.204287 nChanged 2 SP:Iteration 46Q (3513.187922 sec): 3 clusters Score: Raw -241896.958193 + Penalty 1770.001912 = -240126.956281 nChanged 4 SP:Iteration 47Q (3513.276101 sec): 3 clusters Score: Raw -241897.992046 + Penalty 1770.001912 = -240127.990134 nChanged 6 SP:Iteration 48Q (3513.362494 sec): 3 clusters Score: Raw -241899.848598 + Penalty 1770.001912 = -240129.846686 nChanged 5 SP:Iteration 49Q (3513.442893 sec): 3 clusters Score: Raw -241901.535578 + Penalty 1770.001912 = -240131.533666 nChanged 6 SP:Iteration 50Q (3513.510696 sec): 3 clusters Score: Raw -241903.290799 + Penalty 1770.001912 = -240133.288887 nChanged 4 SP:Iteration 51Q (3513.586174 sec): 3 clusters Score: Raw -241904.713776 + Penalty 1770.001912 = -240134.711864 nChanged 7 SP:Iteration 52Q (3513.655805 sec): 3 clusters Score: Raw -241907.069184 + Penalty 1770.001912 = -240137.067272 nChanged 3 SP:Iteration 53Q (3513.738380 sec): 3 clusters Score: Raw -241907.822886 + Penalty 1770.001912 = -240137.820974 nChanged 4 SP:Iteration 54Q (3513.818289 sec): 3 clusters Score: Raw -241909.355474 + Penalty 1770.001912 = -240139.353562 nChanged 4 SP:Iteration 55Q (3513.880934 sec): 3 clusters Score: Raw -241911.087590 + Penalty 1770.001912 = -240141.085678 nChanged 4 SP:Iteration 56Q (3513.971711 sec): 3 clusters Score: Raw -241912.763324 + Penalty 1770.001912 = -240142.761412 nChanged 5 SP:Iteration 57Q (3514.048152 sec): 3 clusters Score: Raw -241915.016010 + Penalty 1770.001912 = -240145.014098 nChanged 2 SP:Iteration 58Q (3514.129071 sec): 3 clusters Score: Raw -241915.957176 + Penalty 1770.001912 = -240145.955264 nChanged 1 SP:Iteration 59Q (3514.221066 sec): 3 clusters Score: Raw -241916.310800 + Penalty 1770.001912 = -240146.308888 nChanged 2 SP:Iteration 60F (3514.291761 sec): 3 clusters Score: Raw -241917.256672 + Penalty 1770.001912 = -240147.254760 nChanged 2 SP:Iteration 61Q (3514.389090 sec): 3 clusters Score: Raw -241917.849242 + Penalty 1770.001912 = -240147.847330 nChanged 0 SP:Iteration 62F (3514.484009 sec): 3 clusters Score: Raw -241917.849242 + Penalty 1770.001912 = -240147.847330 nChanged 0 Trying to split cluster 10 (2174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3514.514456 sec): 2 clusters Score: Raw -99407.332993 + Penalty 806.854027 = -98600.478966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3514.590861 sec): 3 clusters Score: Raw -98337.212522 + Penalty 1613.708054 = -96723.504468 nChanged 840 SP:Iteration 1F (3514.665670 sec): 3 clusters Score: Raw -98959.037277 + Penalty 1613.708054 = -97345.329223 nChanged 230 SP:Iteration 2F (3514.750419 sec): 3 clusters Score: Raw -99205.198764 + Penalty 1613.708054 = -97591.490710 nChanged 188 SP:Iteration 3F (3514.820086 sec): 3 clusters Score: Raw -99408.245920 + Penalty 1613.708054 = -97794.537866 nChanged 144 SP:Iteration 4F (3514.899501 sec): 3 clusters Score: Raw -99562.937710 + Penalty 1613.708054 = -97949.229655 nChanged 115 SP:Iteration 5F (3514.972015 sec): 3 clusters Score: Raw -99674.594636 + Penalty 1613.708054 = -98060.886581 nChanged 87 SP:Iteration 6Q (3515.067672 sec): 3 clusters Score: Raw -99764.247190 + Penalty 1613.708054 = -98150.539135 nChanged 68 SP:Iteration 7Q (3515.125093 sec): 3 clusters Score: Raw -99837.769402 + Penalty 1613.708054 = -98224.061348 nChanged 60 SP:Iteration 8Q (3515.196641 sec): 3 clusters Score: Raw -99914.321875 + Penalty 1613.708054 = -98300.613821 nChanged 57 SP:Iteration 9Q (3515.275876 sec): 3 clusters Score: Raw -99990.426545 + Penalty 1613.708054 = -98376.718491 nChanged 54 SP:Iteration 10Q (3515.343224 sec): 3 clusters Score: Raw -100044.565352 + Penalty 1613.708054 = -98430.857298 nChanged 38 SP:Iteration 11Q (3515.437624 sec): 3 clusters Score: Raw -100067.551425 + Penalty 1613.708054 = -98453.843371 nChanged 16 SP:Iteration 12Q (3515.495900 sec): 3 clusters Score: Raw -100076.155572 + Penalty 1613.708054 = -98462.447517 nChanged 10 SP:Iteration 13Q (3515.595283 sec): 3 clusters Score: Raw -100084.028541 + Penalty 1613.708054 = -98470.320486 nChanged 6 SP:Iteration 14Q (3515.662289 sec): 3 clusters Score: Raw -100086.297902 + Penalty 1613.708054 = -98472.589848 nChanged 3 SP:Iteration 15Q (3515.755598 sec): 3 clusters Score: Raw -100087.313958 + Penalty 1613.708054 = -98473.605903 nChanged 0 SP:Iteration 16F (3515.812883 sec): 3 clusters Score: Raw -100087.313958 + Penalty 1613.708054 = -98473.605903 nChanged 0 Trying to split cluster 11 (1195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3515.849901 sec): 2 clusters Score: Raw -56656.842086 + Penalty 744.019654 = -55912.822432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3515.920060 sec): 3 clusters Score: Raw -56169.120927 + Penalty 1488.039308 = -54681.081620 nChanged 368 SP:Iteration 1F (3515.995014 sec): 3 clusters Score: Raw -56474.393286 + Penalty 1488.039308 = -54986.353979 nChanged 101 SP:Iteration 2F (3516.060935 sec): 3 clusters Score: Raw -56569.549453 + Penalty 1488.039308 = -55081.510145 nChanged 70 SP:Iteration 3F (3516.145463 sec): 3 clusters Score: Raw -56639.100938 + Penalty 1488.039308 = -55151.061630 nChanged 53 SP:Iteration 4Q (3516.213910 sec): 3 clusters Score: Raw -56687.800364 + Penalty 1488.039308 = -55199.761057 nChanged 39 SP:Iteration 5Q (3516.304078 sec): 3 clusters Score: Raw -56717.843567 + Penalty 1488.039308 = -55229.804260 nChanged 23 SP:Iteration 6Q (3516.374601 sec): 3 clusters Score: Raw -56735.247638 + Penalty 1488.039308 = -55247.208331 nChanged 18 SP:Iteration 7Q (3516.424453 sec): 3 clusters Score: Raw -56747.910062 + Penalty 1488.039308 = -55259.870755 nChanged 8 SP:Iteration 8Q (3516.499400 sec): 3 clusters Score: Raw -56752.475561 + Penalty 1488.039308 = -55264.436253 nChanged 6 SP:Iteration 9Q (3516.554285 sec): 3 clusters Score: Raw -56758.063255 + Penalty 1488.039308 = -55270.023947 nChanged 8 SP:Iteration 10Q (3516.611361 sec): 3 clusters Score: Raw -56763.669440 + Penalty 1488.039308 = -55275.630132 nChanged 6 SP:Iteration 11Q (3516.711859 sec): 3 clusters Score: Raw -56765.762897 + Penalty 1488.039308 = -55277.723589 nChanged 1 SP:Iteration 12Q (3516.775177 sec): 3 clusters Score: Raw -56766.585966 + Penalty 1488.039308 = -55278.546658 nChanged 3 SP:Iteration 13Q (3516.845237 sec): 3 clusters Score: Raw -56768.469307 + Penalty 1488.039308 = -55280.430000 nChanged 4 SP:Iteration 14Q (3516.915475 sec): 3 clusters Score: Raw -56770.953548 + Penalty 1488.039308 = -55282.914240 nChanged 4 SP:Iteration 15Q (3516.992513 sec): 3 clusters Score: Raw -56775.312235 + Penalty 1488.039308 = -55287.272927 nChanged 3 SP:Iteration 16Q (3517.068530 sec): 3 clusters Score: Raw -56777.400070 + Penalty 1488.039308 = -55289.360763 nChanged 2 SP:Iteration 17Q (3517.143735 sec): 3 clusters Score: Raw -56778.012516 + Penalty 1488.039308 = -55289.973208 nChanged 1 SP:Iteration 18Q (3517.214401 sec): 3 clusters Score: Raw -56778.265829 + Penalty 1488.039308 = -55290.226521 nChanged 0 SP:Iteration 19F (3517.289759 sec): 3 clusters Score: Raw -56778.265829 + Penalty 1488.039308 = -55290.226521 nChanged 0 Trying to split cluster 12 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3517.332219 sec): 2 clusters Score: Raw -53604.703822 + Penalty 743.667600 = -52861.036223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3517.414466 sec): 3 clusters Score: Raw -53134.608818 + Penalty 1487.335200 = -51647.273618 nChanged 422 SP:Iteration 1F (3517.494893 sec): 3 clusters Score: Raw -53466.753939 + Penalty 1487.335200 = -51979.418739 nChanged 113 SP:Iteration 2F (3517.576650 sec): 3 clusters Score: Raw -53571.917135 + Penalty 1487.335200 = -52084.581935 nChanged 85 SP:Iteration 3F (3517.660209 sec): 3 clusters Score: Raw -53642.570906 + Penalty 1487.335200 = -52155.235707 nChanged 51 SP:Iteration 4Q (3517.747683 sec): 3 clusters Score: Raw -53687.736749 + Penalty 1487.335200 = -52200.401550 nChanged 37 SP:Iteration 5Q (3517.818624 sec): 3 clusters Score: Raw -53720.721793 + Penalty 1487.335200 = -52233.386593 nChanged 31 SP:Iteration 6Q (3517.905036 sec): 3 clusters Score: Raw -53745.069282 + Penalty 1487.335200 = -52257.734083 nChanged 25 SP:Iteration 7Q (3517.990941 sec): 3 clusters Score: Raw -53760.743372 + Penalty 1487.335200 = -52273.408172 nChanged 13 SP:Iteration 8Q (3518.079092 sec): 3 clusters Score: Raw -53769.669980 + Penalty 1487.335200 = -52282.334781 nChanged 9 SP:Iteration 9Q (3518.147539 sec): 3 clusters Score: Raw -53777.883445 + Penalty 1487.335200 = -52290.548246 nChanged 8 SP:Iteration 10Q (3518.235699 sec): 3 clusters Score: Raw -53782.618072 + Penalty 1487.335200 = -52295.282872 nChanged 4 SP:Iteration 11Q (3518.323316 sec): 3 clusters Score: Raw -53784.060283 + Penalty 1487.335200 = -52296.725083 nChanged 1 SP:Iteration 12Q (3518.397894 sec): 3 clusters Score: Raw -53784.329112 + Penalty 1487.335200 = -52296.993913 nChanged 0 SP:Iteration 13F (3518.486333 sec): 3 clusters Score: Raw -53784.329112 + Penalty 1487.335200 = -52296.993913 nChanged 0 Trying to split cluster 13 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3518.531401 sec): 2 clusters Score: Raw -56865.461357 + Penalty 757.135938 = -56108.325420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3518.620186 sec): 3 clusters Score: Raw -56257.131203 + Penalty 1514.271875 = -54742.859327 nChanged 483 SP:Iteration 1F (3518.702701 sec): 3 clusters Score: Raw -56583.465720 + Penalty 1514.271875 = -55069.193845 nChanged 108 SP:Iteration 2F (3518.791003 sec): 3 clusters Score: Raw -56684.728649 + Penalty 1514.271875 = -55170.456774 nChanged 75 SP:Iteration 3F (3518.879567 sec): 3 clusters Score: Raw -56763.007224 + Penalty 1514.271875 = -55248.735349 nChanged 70 SP:Iteration 4F (3518.968056 sec): 3 clusters Score: Raw -56824.154899 + Penalty 1514.271875 = -55309.883024 nChanged 55 SP:Iteration 5Q (3519.035843 sec): 3 clusters Score: Raw -56867.897759 + Penalty 1514.271875 = -55353.625884 nChanged 41 SP:Iteration 6Q (3519.154973 sec): 3 clusters Score: Raw -56915.654633 + Penalty 1514.271875 = -55401.382758 nChanged 45 SP:Iteration 7Q (3519.237070 sec): 3 clusters Score: Raw -56959.198108 + Penalty 1514.271875 = -55444.926233 nChanged 43 SP:Iteration 8Q (3519.319650 sec): 3 clusters Score: Raw -56990.437042 + Penalty 1514.271875 = -55476.165166 nChanged 39 SP:Iteration 9Q (3519.402166 sec): 3 clusters Score: Raw -57017.315838 + Penalty 1514.271875 = -55503.043963 nChanged 26 SP:Iteration 10Q (3519.484541 sec): 3 clusters Score: Raw -57037.013496 + Penalty 1514.271875 = -55522.741621 nChanged 17 SP:Iteration 11Q (3519.567260 sec): 3 clusters Score: Raw -57047.043294 + Penalty 1514.271875 = -55532.771419 nChanged 16 SP:Iteration 12Q (3519.647072 sec): 3 clusters Score: Raw -57054.609038 + Penalty 1514.271875 = -55540.337163 nChanged 12 SP:Iteration 13Q (3519.724426 sec): 3 clusters Score: Raw -57063.452887 + Penalty 1514.271875 = -55549.181012 nChanged 17 SP:Iteration 14Q (3519.800950 sec): 3 clusters Score: Raw -57073.287977 + Penalty 1514.271875 = -55559.016102 nChanged 9 SP:Iteration 15Q (3519.876578 sec): 3 clusters Score: Raw -57078.318823 + Penalty 1514.271875 = -55564.046948 nChanged 9 SP:Iteration 16Q (3519.951999 sec): 3 clusters Score: Raw -57082.278869 + Penalty 1514.271875 = -55568.006994 nChanged 6 SP:Iteration 17Q (3520.029397 sec): 3 clusters Score: Raw -57084.945181 + Penalty 1514.271875 = -55570.673306 nChanged 10 SP:Iteration 18Q (3520.100011 sec): 3 clusters Score: Raw -57090.062308 + Penalty 1514.271875 = -55575.790433 nChanged 8 SP:Iteration 19Q (3520.190616 sec): 3 clusters Score: Raw -57093.633036 + Penalty 1514.271875 = -55579.361161 nChanged 8 SP:Iteration 20F (3520.273148 sec): 3 clusters Score: Raw -57097.431885 + Penalty 1514.271875 = -55583.160010 nChanged 5 SP:Iteration 21Q (3520.370921 sec): 3 clusters Score: Raw -57099.583334 + Penalty 1514.271875 = -55585.311459 nChanged 4 SP:Iteration 22Q (3520.474744 sec): 3 clusters Score: Raw -57101.690362 + Penalty 1514.271875 = -55587.418487 nChanged 7 SP:Iteration 23Q (3520.564283 sec): 3 clusters Score: Raw -57106.133715 + Penalty 1514.271875 = -55591.861840 nChanged 8 SP:Iteration 24Q (3520.647297 sec): 3 clusters Score: Raw -57108.267823 + Penalty 1514.271875 = -55593.995948 nChanged 1 SP:Iteration 25Q (3520.730066 sec): 3 clusters Score: Raw -57108.478607 + Penalty 1514.271875 = -55594.206731 nChanged 1 SP:Iteration 26Q (3520.813483 sec): 3 clusters Score: Raw -57109.351527 + Penalty 1514.271875 = -55595.079652 nChanged 3 SP:Iteration 27Q (3520.896495 sec): 3 clusters Score: Raw -57110.475547 + Penalty 1514.271875 = -55596.203672 nChanged 4 SP:Iteration 28Q (3520.979396 sec): 3 clusters Score: Raw -57112.188867 + Penalty 1514.271875 = -55597.916991 nChanged 2 SP:Iteration 29Q (3521.062086 sec): 3 clusters Score: Raw -57113.330987 + Penalty 1514.271875 = -55599.059112 nChanged 3 SP:Iteration 30Q (3521.144236 sec): 3 clusters Score: Raw -57114.635310 + Penalty 1514.271875 = -55600.363435 nChanged 1 SP:Iteration 31Q (3521.226181 sec): 3 clusters Score: Raw -57114.905026 + Penalty 1514.271875 = -55600.633151 nChanged 0 SP:Iteration 32F (3521.307144 sec): 3 clusters Score: Raw -57114.905026 + Penalty 1514.271875 = -55600.633151 nChanged 0 Trying to split cluster 14 (3470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3521.357476 sec): 2 clusters Score: Raw -185635.583223 + Penalty 855.950537 = -184779.632686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3521.446689 sec): 3 clusters Score: Raw -183828.597165 + Penalty 1711.901073 = -182116.696091 nChanged 1453 SP:Iteration 1F (3521.533695 sec): 3 clusters Score: Raw -184850.865756 + Penalty 1711.901073 = -183138.964683 nChanged 308 SP:Iteration 2F (3521.627901 sec): 3 clusters Score: Raw -185052.117517 + Penalty 1711.901073 = -183340.216444 nChanged 204 SP:Iteration 3F (3521.739861 sec): 3 clusters Score: Raw -185172.146800 + Penalty 1711.901073 = -183460.245727 nChanged 155 SP:Iteration 4Q (3521.821621 sec): 3 clusters Score: Raw -185275.959987 + Penalty 1711.901073 = -183564.058913 nChanged 147 SP:Iteration 5Q (3521.903291 sec): 3 clusters Score: Raw -185366.721993 + Penalty 1711.901073 = -183654.820920 nChanged 110 SP:Iteration 6Q (3521.983656 sec): 3 clusters Score: Raw -185423.133042 + Penalty 1711.901073 = -183711.231969 nChanged 106 SP:Iteration 7Q (3522.064764 sec): 3 clusters Score: Raw -185468.607988 + Penalty 1711.901073 = -183756.706914 nChanged 81 SP:Iteration 8Q (3522.145658 sec): 3 clusters Score: Raw -185505.124714 + Penalty 1711.901073 = -183793.223641 nChanged 81 SP:Iteration 9Q (3522.225538 sec): 3 clusters Score: Raw -185546.233244 + Penalty 1711.901073 = -183834.332171 nChanged 71 SP:Iteration 10Q (3522.306835 sec): 3 clusters Score: Raw -185593.159282 + Penalty 1711.901073 = -183881.258209 nChanged 74 SP:Iteration 11Q (3522.386754 sec): 3 clusters Score: Raw -185631.721364 + Penalty 1711.901073 = -183919.820291 nChanged 66 SP:Iteration 12Q (3522.466480 sec): 3 clusters Score: Raw -185668.386775 + Penalty 1711.901073 = -183956.485702 nChanged 54 SP:Iteration 13Q (3522.546204 sec): 3 clusters Score: Raw -185693.372567 + Penalty 1711.901073 = -183981.471493 nChanged 55 SP:Iteration 14Q (3522.626552 sec): 3 clusters Score: Raw -185712.147491 + Penalty 1711.901073 = -184000.246417 nChanged 38 SP:Iteration 15Q (3522.704996 sec): 3 clusters Score: Raw -185728.894076 + Penalty 1711.901073 = -184016.993003 nChanged 40 SP:Iteration 16Q (3522.788008 sec): 3 clusters Score: Raw -185745.519484 + Penalty 1711.901073 = -184033.618411 nChanged 35 SP:Iteration 17Q (3522.876090 sec): 3 clusters Score: Raw -185762.171559 + Penalty 1711.901073 = -184050.270486 nChanged 39 SP:Iteration 18Q (3522.962760 sec): 3 clusters Score: Raw -185775.867199 + Penalty 1711.901073 = -184063.966126 nChanged 31 SP:Iteration 19Q (3523.029640 sec): 3 clusters Score: Raw -185787.955712 + Penalty 1711.901073 = -184076.054639 nChanged 25 SP:Iteration 20F (3523.116597 sec): 3 clusters Score: Raw -185796.136145 + Penalty 1711.901073 = -184084.235072 nChanged 23 SP:Iteration 21Q (3523.195696 sec): 3 clusters Score: Raw -185802.719660 + Penalty 1711.901073 = -184090.818586 nChanged 15 SP:Iteration 22Q (3523.303509 sec): 3 clusters Score: Raw -185805.707301 + Penalty 1711.901073 = -184093.806227 nChanged 13 SP:Iteration 23Q (3523.394363 sec): 3 clusters Score: Raw -185808.653897 + Penalty 1711.901073 = -184096.752824 nChanged 15 SP:Iteration 24Q (3523.488160 sec): 3 clusters Score: Raw -185812.447112 + Penalty 1711.901073 = -184100.546038 nChanged 14 SP:Iteration 25Q (3523.597202 sec): 3 clusters Score: Raw -185816.465916 + Penalty 1711.901073 = -184104.564843 nChanged 13 SP:Iteration 26Q (3523.688449 sec): 3 clusters Score: Raw -185819.885674 + Penalty 1711.901073 = -184107.984601 nChanged 12 SP:Iteration 27Q (3523.787365 sec): 3 clusters Score: Raw -185822.321282 + Penalty 1711.901073 = -184110.420209 nChanged 6 SP:Iteration 28Q (3523.894090 sec): 3 clusters Score: Raw -185823.267480 + Penalty 1711.901073 = -184111.366407 nChanged 5 SP:Iteration 29Q (3523.974733 sec): 3 clusters Score: Raw -185823.884164 + Penalty 1711.901073 = -184111.983091 nChanged 4 SP:Iteration 30Q (3524.056084 sec): 3 clusters Score: Raw -185824.285772 + Penalty 1711.901073 = -184112.384699 nChanged 2 SP:Iteration 31Q (3524.139874 sec): 3 clusters Score: Raw -185824.401828 + Penalty 1711.901073 = -184112.500754 nChanged 0 SP:Iteration 32F (3524.224883 sec): 3 clusters Score: Raw -185824.401828 + Penalty 1711.901073 = -184112.500754 nChanged 0 Iteration 59Q (3525.232522 sec): 15 clusters Score: Raw -2005052.332762 + Penalty 15614.569717 = -1989437.763045 nChanged 57 Iteration 60F (3526.173118 sec): 15 clusters Score: Raw -2005062.141651 + Penalty 15614.569717 = -1989447.571934 nChanged 44 Iteration 61Q (3526.966522 sec): 15 clusters Score: Raw -2005067.546113 + Penalty 15614.569717 = -1989452.976396 nChanged 40 Iteration 62Q (3527.759737 sec): 15 clusters Score: Raw -2005073.123317 + Penalty 15614.569717 = -1989458.553599 nChanged 30 Iteration 63Q (3528.539445 sec): 15 clusters Score: Raw -2005077.569878 + Penalty 15614.569717 = -1989463.000160 nChanged 39 Iteration 64Q (3529.324889 sec): 15 clusters Score: Raw -2005082.799186 + Penalty 15614.569717 = -1989468.229468 nChanged 34 Iteration 65Q (3530.091330 sec): 15 clusters Score: Raw -2005087.799376 + Penalty 15614.569717 = -1989473.229659 nChanged 32 Iteration 66Q (3530.879555 sec): 15 clusters Score: Raw -2005093.081003 + Penalty 15614.569717 = -1989478.511286 nChanged 40 Iteration 67Q (3531.669122 sec): 15 clusters Score: Raw -2005100.253809 + Penalty 15614.569717 = -1989485.684092 nChanged 40 Iteration 68Q (3532.437316 sec): 15 clusters Score: Raw -2005108.319178 + Penalty 15614.569717 = -1989493.749461 nChanged 41 Iteration 69Q (3533.227398 sec): 15 clusters Score: Raw -2005116.718071 + Penalty 15614.569717 = -1989502.148353 nChanged 54 Iteration 70Q (3534.133102 sec): 15 clusters Score: Raw -2005127.792118 + Penalty 15614.569717 = -1989513.222401 nChanged 55 Iteration 71Q (3535.046863 sec): 15 clusters Score: Raw -2005139.748523 + Penalty 15614.569717 = -1989525.178806 nChanged 47 Iteration 72Q (3536.011143 sec): 15 clusters Score: Raw -2005146.544594 + Penalty 15614.569717 = -1989531.974877 nChanged 37 Iteration 73Q (3536.937851 sec): 15 clusters Score: Raw -2005152.589552 + Penalty 15614.569717 = -1989538.019835 nChanged 27 Iteration 74Q (3537.817974 sec): 15 clusters Score: Raw -2005155.891974 + Penalty 15614.569717 = -1989541.322257 nChanged 23 Iteration 75Q (3538.748375 sec): 15 clusters Score: Raw -2005158.617526 + Penalty 15614.569717 = -1989544.047809 nChanged 22 Iteration 76Q (3539.491560 sec): 15 clusters Score: Raw -2005161.184683 + Penalty 15614.569717 = -1989546.614966 nChanged 18 Iteration 77Q (3540.282134 sec): 15 clusters Score: Raw -2005164.364385 + Penalty 15614.569717 = -1989549.794668 nChanged 23 Iteration 78Q (3541.041539 sec): 15 clusters Score: Raw -2005167.617130 + Penalty 15614.569717 = -1989553.047413 nChanged 21 Iteration 79Q (3541.725811 sec): 15 clusters Score: Raw -2005170.635481 + Penalty 15614.569717 = -1989556.065763 nChanged 20 Iteration 80F (3542.607035 sec): 15 clusters Score: Raw -2005173.505432 + Penalty 15614.569717 = -1989558.935714 nChanged 22 Iteration 81Q (3543.349917 sec): 15 clusters Score: Raw -2005176.772747 + Penalty 15614.569717 = -1989562.203030 nChanged 21 Iteration 82Q (3544.143045 sec): 15 clusters Score: Raw -2005179.804472 + Penalty 15614.569717 = -1989565.234755 nChanged 22 Iteration 83Q (3544.932942 sec): 15 clusters Score: Raw -2005182.421982 + Penalty 15614.569717 = -1989567.852264 nChanged 28 Iteration 84Q (3545.709407 sec): 15 clusters Score: Raw -2005187.341756 + Penalty 15614.569717 = -1989572.772039 nChanged 23 Iteration 85Q (3546.486341 sec): 15 clusters Score: Raw -2005191.322694 + Penalty 15614.569717 = -1989576.752977 nChanged 23 Iteration 86Q (3547.412825 sec): 15 clusters Score: Raw -2005196.343584 + Penalty 15614.569717 = -1989581.773866 nChanged 27 Iteration 87Q (3548.361507 sec): 15 clusters Score: Raw -2005200.269294 + Penalty 15614.569717 = -1989585.699576 nChanged 26 Iteration 88Q (3549.324876 sec): 15 clusters Score: Raw -2005203.023371 + Penalty 15614.569717 = -1989588.453653 nChanged 17 Iteration 89Q (3550.343245 sec): 15 clusters Score: Raw -2005205.262285 + Penalty 15614.569717 = -1989590.692567 nChanged 19 Iteration 90Q (3551.279799 sec): 15 clusters Score: Raw -2005207.589226 + Penalty 15614.569717 = -1989593.019509 nChanged 16 Iteration 91Q (3552.264068 sec): 15 clusters Score: Raw -2005209.619212 + Penalty 15614.569717 = -1989595.049494 nChanged 12 Iteration 92Q (3553.168066 sec): 15 clusters Score: Raw -2005211.947625 + Penalty 15614.569717 = -1989597.377908 nChanged 14 Iteration 93Q (3554.106767 sec): 15 clusters Score: Raw -2005214.359261 + Penalty 15614.569717 = -1989599.789544 nChanged 12 Iteration 94Q (3554.953490 sec): 15 clusters Score: Raw -2005215.782632 + Penalty 15614.569717 = -1989601.212915 nChanged 13 Iteration 95Q (3555.701898 sec): 15 clusters Score: Raw -2005217.130156 + Penalty 15614.569717 = -1989602.560439 nChanged 9 Iteration 96Q (3556.473601 sec): 15 clusters Score: Raw -2005218.097275 + Penalty 15614.569717 = -1989603.527557 nChanged 4 Iteration 97Q (3557.268548 sec): 15 clusters Score: Raw -2005218.409898 + Penalty 15614.569717 = -1989603.840181 nChanged 1 Iteration 98Q (3558.054629 sec): 15 clusters Score: Raw -2005218.566561 + Penalty 15614.569717 = -1989603.996843 nChanged 2 Writing temp clu file Because OldScore, -1989603.840181, is greater than current (better) Score,-1989603.996843 Compute initial score before splitting: Score: Raw -2005218.566561 + Penalty 15614.569717 = -1989603.996843 Trying to split cluster 1 (3424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3558.123094 sec): 2 clusters Score: Raw -184051.581117 + Penalty 854.549297 = -183197.031819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3558.206195 sec): 3 clusters Score: Raw -182267.853178 + Penalty 1709.098595 = -180558.754584 nChanged 1430 SP:Iteration 1F (3558.279502 sec): 3 clusters Score: Raw -183203.583481 + Penalty 1709.098595 = -181494.484887 nChanged 327 SP:Iteration 2F (3558.361558 sec): 3 clusters Score: Raw -183466.970315 + Penalty 1709.098595 = -181757.871720 nChanged 251 SP:Iteration 3F (3558.427466 sec): 3 clusters Score: Raw -183680.700528 + Penalty 1709.098595 = -181971.601933 nChanged 211 SP:Iteration 4F (3558.530525 sec): 3 clusters Score: Raw -183866.942751 + Penalty 1709.098595 = -182157.844156 nChanged 163 SP:Iteration 5Q (3558.594412 sec): 3 clusters Score: Raw -184010.324282 + Penalty 1709.098595 = -182301.225687 nChanged 128 SP:Iteration 6Q (3558.688821 sec): 3 clusters Score: Raw -184108.310737 + Penalty 1709.098595 = -182399.212142 nChanged 101 SP:Iteration 7Q (3558.761937 sec): 3 clusters Score: Raw -184176.416944 + Penalty 1709.098595 = -182467.318349 nChanged 94 SP:Iteration 8Q (3558.844295 sec): 3 clusters Score: Raw -184254.063812 + Penalty 1709.098595 = -182544.965218 nChanged 73 SP:Iteration 9Q (3558.916197 sec): 3 clusters Score: Raw -184301.084715 + Penalty 1709.098595 = -182591.986120 nChanged 57 SP:Iteration 10Q (3558.996357 sec): 3 clusters Score: Raw -184348.164268 + Penalty 1709.098595 = -182639.065673 nChanged 57 SP:Iteration 11Q (3559.061390 sec): 3 clusters Score: Raw -184399.126343 + Penalty 1709.098595 = -182690.027748 nChanged 62 SP:Iteration 12Q (3559.136723 sec): 3 clusters Score: Raw -184459.103198 + Penalty 1709.098595 = -182750.004603 nChanged 59 SP:Iteration 13Q (3559.210829 sec): 3 clusters Score: Raw -184510.070809 + Penalty 1709.098595 = -182800.972214 nChanged 56 SP:Iteration 14Q (3559.310261 sec): 3 clusters Score: Raw -184554.211591 + Penalty 1709.098595 = -182845.112996 nChanged 40 SP:Iteration 15Q (3559.388491 sec): 3 clusters Score: Raw -184582.573045 + Penalty 1709.098595 = -182873.474450 nChanged 31 SP:Iteration 16Q (3559.448063 sec): 3 clusters Score: Raw -184600.434432 + Penalty 1709.098595 = -182891.335837 nChanged 22 SP:Iteration 17Q (3559.532878 sec): 3 clusters Score: Raw -184611.073424 + Penalty 1709.098595 = -182901.974829 nChanged 21 SP:Iteration 18Q (3559.627400 sec): 3 clusters Score: Raw -184624.757972 + Penalty 1709.098595 = -182915.659378 nChanged 21 SP:Iteration 19Q (3559.711031 sec): 3 clusters Score: Raw -184637.030398 + Penalty 1709.098595 = -182927.931803 nChanged 18 SP:Iteration 20F (3559.785360 sec): 3 clusters Score: Raw -184654.984400 + Penalty 1709.098595 = -182945.885805 nChanged 32 SP:Iteration 21Q (3559.861911 sec): 3 clusters Score: Raw -184692.622922 + Penalty 1709.098595 = -182983.524327 nChanged 40 SP:Iteration 22Q (3559.928909 sec): 3 clusters Score: Raw -184740.332643 + Penalty 1709.098595 = -183031.234048 nChanged 42 SP:Iteration 23Q (3560.005447 sec): 3 clusters Score: Raw -184801.124062 + Penalty 1709.098595 = -183092.025468 nChanged 49 SP:Iteration 24Q (3560.082761 sec): 3 clusters Score: Raw -184877.235740 + Penalty 1709.098595 = -183168.137145 nChanged 29 SP:Iteration 25Q (3560.161236 sec): 3 clusters Score: Raw -184904.429775 + Penalty 1709.098595 = -183195.331180 nChanged 18 SP:Iteration 26Q (3560.252904 sec): 3 clusters Score: Raw -184914.101989 + Penalty 1709.098595 = -183205.003394 nChanged 10 SP:Iteration 27Q (3560.326361 sec): 3 clusters Score: Raw -184918.923479 + Penalty 1709.098595 = -183209.824884 nChanged 8 SP:Iteration 28Q (3560.403970 sec): 3 clusters Score: Raw -184921.256985 + Penalty 1709.098595 = -183212.158390 nChanged 3 SP:Iteration 29Q (3560.468932 sec): 3 clusters Score: Raw -184923.024518 + Penalty 1709.098595 = -183213.925923 nChanged 2 SP:Iteration 30Q (3560.542386 sec): 3 clusters Score: Raw -184923.590773 + Penalty 1709.098595 = -183214.492178 nChanged 2 SP:Iteration 31Q (3560.625345 sec): 3 clusters Score: Raw -184924.676764 + Penalty 1709.098595 = -183215.578169 nChanged 1 SP:Iteration 32Q (3560.740932 sec): 3 clusters Score: Raw -184925.363042 + Penalty 1709.098595 = -183216.264447 nChanged 1 SP:Iteration 33Q (3560.829924 sec): 3 clusters Score: Raw -184925.675435 + Penalty 1709.098595 = -183216.576840 nChanged 0 SP:Iteration 34F (3560.910794 sec): 3 clusters Score: Raw -184925.675435 + Penalty 1709.098595 = -183216.576840 nChanged 0 Score: Raw -2006093.044380 + Penalty 16729.896126 = -1989363.148254 Splitting cluster 1 changes total score from -1989603.996843 to -1989363.148254 So it's not getting split. Trying to split cluster 2 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3562.175454 sec): 2 clusters Score: Raw -28841.219777 + Penalty 716.673304 = -28124.546473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3562.267559 sec): 3 clusters Score: Raw -28552.731375 + Penalty 1433.346608 = -27119.384767 nChanged 317 SP:Iteration 1F (3562.332568 sec): 3 clusters Score: Raw -29085.232796 + Penalty 1433.346608 = -27651.886189 nChanged 123 SP:Iteration 2F (3562.417736 sec): 3 clusters Score: Raw -29281.822485 + Penalty 1433.346608 = -27848.475877 nChanged 74 SP:Iteration 3F (3562.504940 sec): 3 clusters Score: Raw -29411.575162 + Penalty 1433.346608 = -27978.228555 nChanged 62 SP:Iteration 4F (3562.578217 sec): 3 clusters Score: Raw -29498.562546 + Penalty 1433.346608 = -28065.215938 nChanged 43 SP:Iteration 5Q (3562.665478 sec): 3 clusters Score: Raw -29544.175019 + Penalty 1433.346608 = -28110.828412 nChanged 20 SP:Iteration 6Q (3562.773986 sec): 3 clusters Score: Raw -29571.955668 + Penalty 1433.346608 = -28138.609061 nChanged 15 SP:Iteration 7Q (3562.860743 sec): 3 clusters Score: Raw -29587.891632 + Penalty 1433.346608 = -28154.545024 nChanged 7 SP:Iteration 8Q (3562.926760 sec): 3 clusters Score: Raw -29593.732324 + Penalty 1433.346608 = -28160.385716 nChanged 6 SP:Iteration 9Q (3563.013544 sec): 3 clusters Score: Raw -29599.589640 + Penalty 1433.346608 = -28166.243032 nChanged 8 SP:Iteration 10Q (3563.100711 sec): 3 clusters Score: Raw -29603.724956 + Penalty 1433.346608 = -28170.378349 nChanged 3 SP:Iteration 11Q (3563.187090 sec): 3 clusters Score: Raw -29604.628591 + Penalty 1433.346608 = -28171.281983 nChanged 1 SP:Iteration 12Q (3563.274664 sec): 3 clusters Score: Raw -29604.860629 + Penalty 1433.346608 = -28171.514021 nChanged 0 SP:Iteration 13F (3563.363016 sec): 3 clusters Score: Raw -29604.860629 + Penalty 1433.346608 = -28171.514021 nChanged 0 Score: Raw -2005982.590914 + Penalty 16729.896126 = -1989252.694788 Splitting cluster 2 changes total score from -1989603.996843 to -1989252.694788 So it's not getting split. Trying to split cluster 3 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3564.557826 sec): 2 clusters Score: Raw -61483.880869 + Penalty 765.050130 = -60718.830739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3564.632999 sec): 3 clusters Score: Raw -60876.670118 + Penalty 1530.100260 = -59346.569858 nChanged 559 SP:Iteration 1F (3564.724998 sec): 3 clusters Score: Raw -61371.811049 + Penalty 1530.100260 = -59841.710789 nChanged 153 SP:Iteration 2F (3564.807680 sec): 3 clusters Score: Raw -61570.795599 + Penalty 1530.100260 = -60040.695339 nChanged 117 SP:Iteration 3F (3564.891431 sec): 3 clusters Score: Raw -61728.047631 + Penalty 1530.100260 = -60197.947370 nChanged 85 SP:Iteration 4F (3564.992859 sec): 3 clusters Score: Raw -61813.127007 + Penalty 1530.100260 = -60283.026747 nChanged 46 SP:Iteration 5Q (3565.066396 sec): 3 clusters Score: Raw -61851.648769 + Penalty 1530.100260 = -60321.548509 nChanged 30 SP:Iteration 6Q (3565.164158 sec): 3 clusters Score: Raw -61871.997772 + Penalty 1530.100260 = -60341.897512 nChanged 21 SP:Iteration 7Q (3565.276547 sec): 3 clusters Score: Raw -61887.880011 + Penalty 1530.100260 = -60357.779751 nChanged 20 SP:Iteration 8Q (3565.363331 sec): 3 clusters Score: Raw -61904.839771 + Penalty 1530.100260 = -60374.739511 nChanged 20 SP:Iteration 9Q (3565.478125 sec): 3 clusters Score: Raw -61915.386461 + Penalty 1530.100260 = -60385.286201 nChanged 11 SP:Iteration 10Q (3565.568658 sec): 3 clusters Score: Raw -61923.667504 + Penalty 1530.100260 = -60393.567244 nChanged 19 SP:Iteration 11Q (3565.657928 sec): 3 clusters Score: Raw -61942.850389 + Penalty 1530.100260 = -60412.750129 nChanged 22 SP:Iteration 12Q (3565.746972 sec): 3 clusters Score: Raw -61964.213723 + Penalty 1530.100260 = -60434.113463 nChanged 12 SP:Iteration 13Q (3565.836391 sec): 3 clusters Score: Raw -61978.853615 + Penalty 1530.100260 = -60448.753355 nChanged 19 SP:Iteration 14Q (3565.925428 sec): 3 clusters Score: Raw -61994.014844 + Penalty 1530.100260 = -60463.914584 nChanged 18 SP:Iteration 15Q (3566.012272 sec): 3 clusters Score: Raw -62006.430520 + Penalty 1530.100260 = -60476.330260 nChanged 12 SP:Iteration 16Q (3566.100975 sec): 3 clusters Score: Raw -62014.268491 + Penalty 1530.100260 = -60484.168231 nChanged 17 SP:Iteration 17Q (3566.189676 sec): 3 clusters Score: Raw -62031.125745 + Penalty 1530.100260 = -60501.025485 nChanged 11 SP:Iteration 18Q (3566.265446 sec): 3 clusters Score: Raw -62040.656363 + Penalty 1530.100260 = -60510.556103 nChanged 11 SP:Iteration 19Q (3566.353894 sec): 3 clusters Score: Raw -62047.537483 + Penalty 1530.100260 = -60517.437222 nChanged 5 SP:Iteration 20F (3566.442978 sec): 3 clusters Score: Raw -62049.637204 + Penalty 1530.100260 = -60519.536944 nChanged 6 SP:Iteration 21Q (3566.531639 sec): 3 clusters Score: Raw -62052.012012 + Penalty 1530.100260 = -60521.911752 nChanged 3 SP:Iteration 22Q (3566.617690 sec): 3 clusters Score: Raw -62052.733655 + Penalty 1530.100260 = -60522.633394 nChanged 1 SP:Iteration 23Q (3566.706733 sec): 3 clusters Score: Raw -62052.951372 + Penalty 1530.100260 = -60522.851112 nChanged 1 SP:Iteration 24Q (3566.816270 sec): 3 clusters Score: Raw -62053.744730 + Penalty 1530.100260 = -60523.644470 nChanged 3 SP:Iteration 25Q (3566.884696 sec): 3 clusters Score: Raw -62054.790166 + Penalty 1530.100260 = -60524.689906 nChanged 0 SP:Iteration 26F (3566.981067 sec): 3 clusters Score: Raw -62054.790166 + Penalty 1530.100260 = -60524.689906 nChanged 0 Trying to split cluster 4 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3567.033245 sec): 2 clusters Score: Raw -43473.097029 + Penalty 737.774815 = -42735.322214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3567.151793 sec): 3 clusters Score: Raw -43005.996002 + Penalty 1475.549630 = -41530.446372 nChanged 423 SP:Iteration 1F (3567.217546 sec): 3 clusters Score: Raw -43375.121905 + Penalty 1475.549630 = -41899.572275 nChanged 119 SP:Iteration 2F (3567.321002 sec): 3 clusters Score: Raw -43535.036738 + Penalty 1475.549630 = -42059.487108 nChanged 84 SP:Iteration 3F (3567.392637 sec): 3 clusters Score: Raw -43637.178135 + Penalty 1475.549630 = -42161.628505 nChanged 67 SP:Iteration 4F (3567.457554 sec): 3 clusters Score: Raw -43720.420781 + Penalty 1475.549630 = -42244.871151 nChanged 51 SP:Iteration 5Q (3567.535006 sec): 3 clusters Score: Raw -43780.073578 + Penalty 1475.549630 = -42304.523948 nChanged 29 SP:Iteration 6Q (3567.612181 sec): 3 clusters Score: Raw -43810.799513 + Penalty 1475.549630 = -42335.249883 nChanged 15 SP:Iteration 7Q (3567.688762 sec): 3 clusters Score: Raw -43823.149716 + Penalty 1475.549630 = -42347.600086 nChanged 11 SP:Iteration 8Q (3567.764780 sec): 3 clusters Score: Raw -43832.163199 + Penalty 1475.549630 = -42356.613570 nChanged 14 SP:Iteration 9Q (3567.840811 sec): 3 clusters Score: Raw -43839.176537 + Penalty 1475.549630 = -42363.626907 nChanged 8 SP:Iteration 10Q (3567.919518 sec): 3 clusters Score: Raw -43843.044867 + Penalty 1475.549630 = -42367.495237 nChanged 7 SP:Iteration 11Q (3568.012121 sec): 3 clusters Score: Raw -43847.079677 + Penalty 1475.549630 = -42371.530047 nChanged 5 SP:Iteration 12Q (3568.094325 sec): 3 clusters Score: Raw -43849.317654 + Penalty 1475.549630 = -42373.768024 nChanged 3 SP:Iteration 13Q (3568.177220 sec): 3 clusters Score: Raw -43851.885886 + Penalty 1475.549630 = -42376.336256 nChanged 4 SP:Iteration 14Q (3568.280522 sec): 3 clusters Score: Raw -43853.744197 + Penalty 1475.549630 = -42378.194567 nChanged 4 SP:Iteration 15Q (3568.347169 sec): 3 clusters Score: Raw -43856.247134 + Penalty 1475.549630 = -42380.697505 nChanged 1 SP:Iteration 16Q (3568.430296 sec): 3 clusters Score: Raw -43859.581838 + Penalty 1475.549630 = -42384.032208 nChanged 2 SP:Iteration 17Q (3568.523524 sec): 3 clusters Score: Raw -43860.235779 + Penalty 1475.549630 = -42384.686150 nChanged 2 SP:Iteration 18Q (3568.589109 sec): 3 clusters Score: Raw -43861.286988 + Penalty 1475.549630 = -42385.737358 nChanged 1 SP:Iteration 19Q (3568.696786 sec): 3 clusters Score: Raw -43861.394115 + Penalty 1475.549630 = -42385.844485 nChanged 0 SP:Iteration 20F (3568.758121 sec): 3 clusters Score: Raw -43861.394115 + Penalty 1475.549630 = -42385.844485 nChanged 0 Trying to split cluster 5 (1346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3568.791692 sec): 2 clusters Score: Raw -64042.369048 + Penalty 756.513714 = -63285.855334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3568.887557 sec): 3 clusters Score: Raw -63467.192025 + Penalty 1513.027427 = -61954.164598 nChanged 499 SP:Iteration 1F (3568.949845 sec): 3 clusters Score: Raw -63901.051695 + Penalty 1513.027427 = -62388.024268 nChanged 119 SP:Iteration 2F (3569.040631 sec): 3 clusters Score: Raw -64003.099209 + Penalty 1513.027427 = -62490.071782 nChanged 59 SP:Iteration 3Q (3569.120177 sec): 3 clusters Score: Raw -64048.992951 + Penalty 1513.027427 = -62535.965524 nChanged 37 SP:Iteration 4Q (3569.190978 sec): 3 clusters Score: Raw -64070.660970 + Penalty 1513.027427 = -62557.633543 nChanged 22 SP:Iteration 5Q (3569.275567 sec): 3 clusters Score: Raw -64084.105116 + Penalty 1513.027427 = -62571.077689 nChanged 21 SP:Iteration 6Q (3569.341441 sec): 3 clusters Score: Raw -64099.429835 + Penalty 1513.027427 = -62586.402408 nChanged 25 SP:Iteration 7Q (3569.439379 sec): 3 clusters Score: Raw -64119.280643 + Penalty 1513.027427 = -62606.253216 nChanged 33 SP:Iteration 8Q (3569.495513 sec): 3 clusters Score: Raw -64151.288679 + Penalty 1513.027427 = -62638.261252 nChanged 29 SP:Iteration 9Q (3569.580456 sec): 3 clusters Score: Raw -64172.196811 + Penalty 1513.027427 = -62659.169384 nChanged 18 SP:Iteration 10Q (3569.680513 sec): 3 clusters Score: Raw -64182.688781 + Penalty 1513.027427 = -62669.661354 nChanged 14 SP:Iteration 11Q (3569.734830 sec): 3 clusters Score: Raw -64189.865203 + Penalty 1513.027427 = -62676.837776 nChanged 14 SP:Iteration 12Q (3569.819571 sec): 3 clusters Score: Raw -64197.692055 + Penalty 1513.027427 = -62684.664628 nChanged 8 SP:Iteration 13Q (3569.906282 sec): 3 clusters Score: Raw -64202.739433 + Penalty 1513.027427 = -62689.712006 nChanged 6 SP:Iteration 14Q (3569.968167 sec): 3 clusters Score: Raw -64207.292313 + Penalty 1513.027427 = -62694.264886 nChanged 7 SP:Iteration 15Q (3570.038675 sec): 3 clusters Score: Raw -64215.002681 + Penalty 1513.027427 = -62701.975254 nChanged 7 SP:Iteration 16Q (3570.121871 sec): 3 clusters Score: Raw -64220.374199 + Penalty 1513.027427 = -62707.346771 nChanged 6 SP:Iteration 17Q (3570.228212 sec): 3 clusters Score: Raw -64224.389619 + Penalty 1513.027427 = -62711.362192 nChanged 4 SP:Iteration 18Q (3570.291381 sec): 3 clusters Score: Raw -64225.846677 + Penalty 1513.027427 = -62712.819250 nChanged 1 SP:Iteration 19Q (3570.360955 sec): 3 clusters Score: Raw -64226.319901 + Penalty 1513.027427 = -62713.292474 nChanged 2 SP:Iteration 20F (3570.448534 sec): 3 clusters Score: Raw -64226.733690 + Penalty 1513.027427 = -62713.706263 nChanged 1 SP:Iteration 21Q (3570.536423 sec): 3 clusters Score: Raw -64227.017499 + Penalty 1513.027427 = -62713.990072 nChanged 0 SP:Iteration 22F (3570.607289 sec): 3 clusters Score: Raw -64227.017499 + Penalty 1513.027427 = -62713.990072 nChanged 0 Trying to split cluster 6 (14339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3570.685366 sec): 2 clusters Score: Raw -803783.357868 + Penalty 1004.927530 = -802778.430338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3570.787432 sec): 3 clusters Score: Raw -794987.313664 + Penalty 2009.855059 = -792977.458604 nChanged 6575 SP:Iteration 1F (3570.912897 sec): 3 clusters Score: Raw -798781.989638 + Penalty 2009.855059 = -796772.134579 nChanged 1019 SP:Iteration 2F (3571.009852 sec): 3 clusters Score: Raw -799408.164747 + Penalty 2009.855059 = -797398.309688 nChanged 1053 SP:Iteration 3F (3571.106097 sec): 3 clusters Score: Raw -800118.983247 + Penalty 2009.855059 = -798109.128187 nChanged 1010 SP:Iteration 4F (3571.206158 sec): 3 clusters Score: Raw -800753.342824 + Penalty 2009.855059 = -798743.487765 nChanged 924 SP:Iteration 5F (3571.291635 sec): 3 clusters Score: Raw -801300.643175 + Penalty 2009.855059 = -799290.788116 nChanged 787 SP:Iteration 6F (3571.390858 sec): 3 clusters Score: Raw -801728.309055 + Penalty 2009.855059 = -799718.453996 nChanged 638 SP:Iteration 7Q (3571.505205 sec): 3 clusters Score: Raw -802019.899850 + Penalty 2009.855059 = -800010.044791 nChanged 462 SP:Iteration 8Q (3571.593263 sec): 3 clusters Score: Raw -802216.293458 + Penalty 2009.855059 = -800206.438398 nChanged 402 SP:Iteration 9Q (3571.662277 sec): 3 clusters Score: Raw -802411.358560 + Penalty 2009.855059 = -800401.503500 nChanged 380 SP:Iteration 10Q (3571.762036 sec): 3 clusters Score: Raw -802592.531115 + Penalty 2009.855059 = -800582.676056 nChanged 322 SP:Iteration 11Q (3571.867937 sec): 3 clusters Score: Raw -802765.042153 + Penalty 2009.855059 = -800755.187094 nChanged 322 SP:Iteration 12Q (3571.976467 sec): 3 clusters Score: Raw -802945.203048 + Penalty 2009.855059 = -800935.347989 nChanged 312 SP:Iteration 13Q (3572.086213 sec): 3 clusters Score: Raw -803131.871274 + Penalty 2009.855059 = -801122.016215 nChanged 295 SP:Iteration 14Q (3572.195828 sec): 3 clusters Score: Raw -803283.965992 + Penalty 2009.855059 = -801274.110933 nChanged 262 SP:Iteration 15Q (3572.292714 sec): 3 clusters Score: Raw -803411.487081 + Penalty 2009.855059 = -801401.632022 nChanged 242 SP:Iteration 16Q (3572.398442 sec): 3 clusters Score: Raw -803528.118763 + Penalty 2009.855059 = -801518.263704 nChanged 236 SP:Iteration 17Q (3572.484409 sec): 3 clusters Score: Raw -803643.514796 + Penalty 2009.855059 = -801633.659737 nChanged 224 SP:Iteration 18Q (3572.590835 sec): 3 clusters Score: Raw -803752.072986 + Penalty 2009.855059 = -801742.217927 nChanged 201 SP:Iteration 19Q (3572.689922 sec): 3 clusters Score: Raw -803851.212712 + Penalty 2009.855059 = -801841.357653 nChanged 180 SP:Iteration 20F (3572.781417 sec): 3 clusters Score: Raw -803952.423439 + Penalty 2009.855059 = -801942.568380 nChanged 177 SP:Iteration 21Q (3572.895016 sec): 3 clusters Score: Raw -804067.219569 + Penalty 2009.855059 = -802057.364510 nChanged 175 SP:Iteration 22Q (3572.982880 sec): 3 clusters Score: Raw -804173.472589 + Penalty 2009.855059 = -802163.617530 nChanged 134 SP:Iteration 23Q (3573.094280 sec): 3 clusters Score: Raw -804247.128442 + Penalty 2009.855059 = -802237.273383 nChanged 101 SP:Iteration 24Q (3573.205541 sec): 3 clusters Score: Raw -804291.787474 + Penalty 2009.855059 = -802281.932415 nChanged 88 SP:Iteration 25Q (3573.301253 sec): 3 clusters Score: Raw -804331.068510 + Penalty 2009.855059 = -802321.213451 nChanged 72 SP:Iteration 26Q (3573.405396 sec): 3 clusters Score: Raw -804357.053739 + Penalty 2009.855059 = -802347.198680 nChanged 51 SP:Iteration 27Q (3573.487333 sec): 3 clusters Score: Raw -804374.847530 + Penalty 2009.855059 = -802364.992471 nChanged 45 SP:Iteration 28Q (3573.589968 sec): 3 clusters Score: Raw -804388.436333 + Penalty 2009.855059 = -802378.581274 nChanged 37 SP:Iteration 29Q (3573.697475 sec): 3 clusters Score: Raw -804398.621147 + Penalty 2009.855059 = -802388.766088 nChanged 38 SP:Iteration 30Q (3573.777238 sec): 3 clusters Score: Raw -804407.057220 + Penalty 2009.855059 = -802397.202161 nChanged 25 SP:Iteration 31Q (3573.882575 sec): 3 clusters Score: Raw -804412.897744 + Penalty 2009.855059 = -802403.042685 nChanged 19 SP:Iteration 32Q (3573.969020 sec): 3 clusters Score: Raw -804416.377866 + Penalty 2009.855059 = -802406.522807 nChanged 16 SP:Iteration 33Q (3574.067665 sec): 3 clusters Score: Raw -804419.776796 + Penalty 2009.855059 = -802409.921737 nChanged 13 SP:Iteration 34Q (3574.179927 sec): 3 clusters Score: Raw -804421.936567 + Penalty 2009.855059 = -802412.081508 nChanged 14 SP:Iteration 35Q (3574.269666 sec): 3 clusters Score: Raw -804424.419333 + Penalty 2009.855059 = -802414.564274 nChanged 13 SP:Iteration 36Q (3574.360522 sec): 3 clusters Score: Raw -804426.889815 + Penalty 2009.855059 = -802417.034756 nChanged 9 SP:Iteration 37Q (3574.454733 sec): 3 clusters Score: Raw -804428.876884 + Penalty 2009.855059 = -802419.021825 nChanged 9 SP:Iteration 38Q (3574.559121 sec): 3 clusters Score: Raw -804430.811550 + Penalty 2009.855059 = -802420.956491 nChanged 9 SP:Iteration 39Q (3574.646093 sec): 3 clusters Score: Raw -804432.636842 + Penalty 2009.855059 = -802422.781783 nChanged 6 SP:Iteration 40F (3574.752019 sec): 3 clusters Score: Raw -804433.427395 + Penalty 2009.855059 = -802423.572336 nChanged 6 SP:Iteration 41Q (3574.859343 sec): 3 clusters Score: Raw -804434.423300 + Penalty 2009.855059 = -802424.568241 nChanged 8 SP:Iteration 42Q (3574.954502 sec): 3 clusters Score: Raw -804436.078969 + Penalty 2009.855059 = -802426.223910 nChanged 6 SP:Iteration 43Q (3575.070624 sec): 3 clusters Score: Raw -804436.988113 + Penalty 2009.855059 = -802427.133054 nChanged 6 SP:Iteration 44Q (3575.143379 sec): 3 clusters Score: Raw -804437.865067 + Penalty 2009.855059 = -802428.010008 nChanged 6 SP:Iteration 45Q (3575.267439 sec): 3 clusters Score: Raw -804439.668883 + Penalty 2009.855059 = -802429.813824 nChanged 6 SP:Iteration 46Q (3575.373085 sec): 3 clusters Score: Raw -804441.251334 + Penalty 2009.855059 = -802431.396275 nChanged 7 SP:Iteration 47Q (3575.466998 sec): 3 clusters Score: Raw -804442.564501 + Penalty 2009.855059 = -802432.709441 nChanged 4 SP:Iteration 48Q (3575.565172 sec): 3 clusters Score: Raw -804443.515045 + Penalty 2009.855059 = -802433.659986 nChanged 3 SP:Iteration 49Q (3575.680088 sec): 3 clusters Score: Raw -804444.406098 + Penalty 2009.855059 = -802434.551039 nChanged 7 SP:Iteration 50Q (3575.774756 sec): 3 clusters Score: Raw -804445.703107 + Penalty 2009.855059 = -802435.848048 nChanged 6 SP:Iteration 51Q (3575.863184 sec): 3 clusters Score: Raw -804446.526852 + Penalty 2009.855059 = -802436.671792 nChanged 3 SP:Iteration 52Q (3575.967570 sec): 3 clusters Score: Raw -804447.085035 + Penalty 2009.855059 = -802437.229976 nChanged 6 SP:Iteration 53Q (3576.079447 sec): 3 clusters Score: Raw -804447.969895 + Penalty 2009.855059 = -802438.114836 nChanged 7 SP:Iteration 54Q (3576.175687 sec): 3 clusters Score: Raw -804448.838763 + Penalty 2009.855059 = -802438.983704 nChanged 2 SP:Iteration 55Q (3576.257173 sec): 3 clusters Score: Raw -804449.485248 + Penalty 2009.855059 = -802439.630189 nChanged 3 SP:Iteration 56Q (3576.348789 sec): 3 clusters Score: Raw -804449.935397 + Penalty 2009.855059 = -802440.080338 nChanged 2 SP:Iteration 57Q (3576.435825 sec): 3 clusters Score: Raw -804450.484361 + Penalty 2009.855059 = -802440.629302 nChanged 2 SP:Iteration 58Q (3576.524186 sec): 3 clusters Score: Raw -804450.619480 + Penalty 2009.855059 = -802440.764421 nChanged 1 SP:Iteration 59Q (3576.616325 sec): 3 clusters Score: Raw -804450.786755 + Penalty 2009.855059 = -802440.931696 nChanged 0 SP:Iteration 60F (3576.704279 sec): 3 clusters Score: Raw -804450.786755 + Penalty 2009.855059 = -802440.931696 nChanged 0 Trying to split cluster 7 (1676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3576.778142 sec): 2 clusters Score: Raw -83837.179751 + Penalty 779.537355 = -83057.642397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3576.845448 sec): 3 clusters Score: Raw -83049.094611 + Penalty 1559.074709 = -81490.019902 nChanged 605 SP:Iteration 1F (3576.920076 sec): 3 clusters Score: Raw -83467.123276 + Penalty 1559.074709 = -81908.048567 nChanged 171 SP:Iteration 2F (3576.998063 sec): 3 clusters Score: Raw -83623.727888 + Penalty 1559.074709 = -82064.653179 nChanged 100 SP:Iteration 3F (3577.098348 sec): 3 clusters Score: Raw -83712.914160 + Penalty 1559.074709 = -82153.839451 nChanged 73 SP:Iteration 4Q (3577.172426 sec): 3 clusters Score: Raw -83782.190040 + Penalty 1559.074709 = -82223.115331 nChanged 82 SP:Iteration 5Q (3577.272568 sec): 3 clusters Score: Raw -83849.236280 + Penalty 1559.074709 = -82290.161571 nChanged 54 SP:Iteration 6Q (3577.332151 sec): 3 clusters Score: Raw -83885.966526 + Penalty 1559.074709 = -82326.891817 nChanged 42 SP:Iteration 7Q (3577.421937 sec): 3 clusters Score: Raw -83910.013317 + Penalty 1559.074709 = -82350.938608 nChanged 27 SP:Iteration 8Q (3577.514379 sec): 3 clusters Score: Raw -83927.102664 + Penalty 1559.074709 = -82368.027955 nChanged 22 SP:Iteration 9Q (3577.570999 sec): 3 clusters Score: Raw -83943.319074 + Penalty 1559.074709 = -82384.244365 nChanged 26 SP:Iteration 10Q (3577.666225 sec): 3 clusters Score: Raw -83957.801078 + Penalty 1559.074709 = -82398.726369 nChanged 16 SP:Iteration 11Q (3577.746280 sec): 3 clusters Score: Raw -83972.166459 + Penalty 1559.074709 = -82413.091750 nChanged 27 SP:Iteration 12Q (3577.820324 sec): 3 clusters Score: Raw -83992.288050 + Penalty 1559.074709 = -82433.213341 nChanged 26 SP:Iteration 13Q (3577.905782 sec): 3 clusters Score: Raw -84017.295962 + Penalty 1559.074709 = -82458.221253 nChanged 13 SP:Iteration 14Q (3577.981090 sec): 3 clusters Score: Raw -84028.089333 + Penalty 1559.074709 = -82469.014624 nChanged 21 SP:Iteration 15Q (3578.049231 sec): 3 clusters Score: Raw -84046.386278 + Penalty 1559.074709 = -82487.311569 nChanged 18 SP:Iteration 16Q (3578.128816 sec): 3 clusters Score: Raw -84056.473316 + Penalty 1559.074709 = -82497.398607 nChanged 16 SP:Iteration 17Q (3578.198072 sec): 3 clusters Score: Raw -84065.797167 + Penalty 1559.074709 = -82506.722458 nChanged 17 SP:Iteration 18Q (3578.268112 sec): 3 clusters Score: Raw -84080.256422 + Penalty 1559.074709 = -82521.181713 nChanged 17 SP:Iteration 19Q (3578.350390 sec): 3 clusters Score: Raw -84094.554123 + Penalty 1559.074709 = -82535.479414 nChanged 18 SP:Iteration 20F (3578.423473 sec): 3 clusters Score: Raw -84106.242896 + Penalty 1559.074709 = -82547.168187 nChanged 11 SP:Iteration 21Q (3578.508857 sec): 3 clusters Score: Raw -84113.251150 + Penalty 1559.074709 = -82554.176441 nChanged 8 SP:Iteration 22Q (3578.579713 sec): 3 clusters Score: Raw -84117.786041 + Penalty 1559.074709 = -82558.711332 nChanged 6 SP:Iteration 23Q (3578.662220 sec): 3 clusters Score: Raw -84123.743389 + Penalty 1559.074709 = -82564.668680 nChanged 16 SP:Iteration 24Q (3578.750379 sec): 3 clusters Score: Raw -84135.040937 + Penalty 1559.074709 = -82575.966228 nChanged 14 SP:Iteration 25Q (3578.831284 sec): 3 clusters Score: Raw -84148.805195 + Penalty 1559.074709 = -82589.730486 nChanged 16 SP:Iteration 26Q (3578.902643 sec): 3 clusters Score: Raw -84164.641537 + Penalty 1559.074709 = -82605.566828 nChanged 20 SP:Iteration 27Q (3578.987371 sec): 3 clusters Score: Raw -84185.914198 + Penalty 1559.074709 = -82626.839489 nChanged 23 SP:Iteration 28Q (3579.060439 sec): 3 clusters Score: Raw -84207.433068 + Penalty 1559.074709 = -82648.358359 nChanged 15 SP:Iteration 29Q (3579.139938 sec): 3 clusters Score: Raw -84222.344468 + Penalty 1559.074709 = -82663.269759 nChanged 13 SP:Iteration 30Q (3579.229619 sec): 3 clusters Score: Raw -84232.096635 + Penalty 1559.074709 = -82673.021926 nChanged 9 SP:Iteration 31Q (3579.307316 sec): 3 clusters Score: Raw -84236.521951 + Penalty 1559.074709 = -82677.447242 nChanged 4 SP:Iteration 32Q (3579.359948 sec): 3 clusters Score: Raw -84239.435159 + Penalty 1559.074709 = -82680.360450 nChanged 3 SP:Iteration 33Q (3579.445770 sec): 3 clusters Score: Raw -84240.505614 + Penalty 1559.074709 = -82681.430905 nChanged 3 SP:Iteration 34Q (3579.533482 sec): 3 clusters Score: Raw -84243.994983 + Penalty 1559.074709 = -82684.920274 nChanged 5 SP:Iteration 35Q (3579.600211 sec): 3 clusters Score: Raw -84246.691661 + Penalty 1559.074709 = -82687.616952 nChanged 3 SP:Iteration 36Q (3579.680445 sec): 3 clusters Score: Raw -84248.154574 + Penalty 1559.074709 = -82689.079865 nChanged 2 SP:Iteration 37Q (3579.761510 sec): 3 clusters Score: Raw -84248.764311 + Penalty 1559.074709 = -82689.689602 nChanged 1 SP:Iteration 38Q (3579.834318 sec): 3 clusters Score: Raw -84249.512898 + Penalty 1559.074709 = -82690.438189 nChanged 3 SP:Iteration 39Q (3579.909933 sec): 3 clusters Score: Raw -84251.319275 + Penalty 1559.074709 = -82692.244566 nChanged 4 SP:Iteration 40F (3580.000626 sec): 3 clusters Score: Raw -84252.966297 + Penalty 1559.074709 = -82693.891588 nChanged 3 SP:Iteration 41Q (3580.072813 sec): 3 clusters Score: Raw -84254.673897 + Penalty 1559.074709 = -82695.599188 nChanged 5 SP:Iteration 42Q (3580.171248 sec): 3 clusters Score: Raw -84259.695660 + Penalty 1559.074709 = -82700.620951 nChanged 5 SP:Iteration 43Q (3580.252463 sec): 3 clusters Score: Raw -84264.781276 + Penalty 1559.074709 = -82705.706567 nChanged 6 SP:Iteration 44Q (3580.321296 sec): 3 clusters Score: Raw -84271.107447 + Penalty 1559.074709 = -82712.032738 nChanged 3 SP:Iteration 45Q (3580.393200 sec): 3 clusters Score: Raw -84274.450601 + Penalty 1559.074709 = -82715.375892 nChanged 2 SP:Iteration 46Q (3580.449142 sec): 3 clusters Score: Raw -84275.043705 + Penalty 1559.074709 = -82715.968996 nChanged 1 SP:Iteration 47Q (3580.513124 sec): 3 clusters Score: Raw -84275.451330 + Penalty 1559.074709 = -82716.376621 nChanged 1 SP:Iteration 48Q (3580.604079 sec): 3 clusters Score: Raw -84275.823356 + Penalty 1559.074709 = -82716.748647 nChanged 2 SP:Iteration 49Q (3580.674321 sec): 3 clusters Score: Raw -84277.633665 + Penalty 1559.074709 = -82718.558955 nChanged 2 SP:Iteration 50Q (3580.736636 sec): 3 clusters Score: Raw -84278.715139 + Penalty 1559.074709 = -82719.640430 nChanged 1 SP:Iteration 51Q (3580.822360 sec): 3 clusters Score: Raw -84279.197701 + Penalty 1559.074709 = -82720.122992 nChanged 2 SP:Iteration 52Q (3580.894608 sec): 3 clusters Score: Raw -84279.827073 + Penalty 1559.074709 = -82720.752364 nChanged 0 SP:Iteration 53F (3580.980791 sec): 3 clusters Score: Raw -84279.827073 + Penalty 1559.074709 = -82720.752364 nChanged 0 Trying to split cluster 8 (2985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3581.030451 sec): 2 clusters Score: Raw -145443.016198 + Penalty 840.142278 = -144602.873920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3581.113742 sec): 3 clusters Score: Raw -144013.588424 + Penalty 1680.284555 = -142333.303868 nChanged 1164 SP:Iteration 1F (3581.185918 sec): 3 clusters Score: Raw -144931.855717 + Penalty 1680.284555 = -143251.571162 nChanged 278 SP:Iteration 2F (3581.288096 sec): 3 clusters Score: Raw -145240.116056 + Penalty 1680.284555 = -143559.831500 nChanged 236 SP:Iteration 3F (3581.391025 sec): 3 clusters Score: Raw -145522.654099 + Penalty 1680.284555 = -143842.369543 nChanged 208 SP:Iteration 4F (3581.482615 sec): 3 clusters Score: Raw -145763.954040 + Penalty 1680.284555 = -144083.669485 nChanged 144 SP:Iteration 5Q (3581.587165 sec): 3 clusters Score: Raw -145905.128285 + Penalty 1680.284555 = -144224.843729 nChanged 112 SP:Iteration 6Q (3581.676553 sec): 3 clusters Score: Raw -145988.519027 + Penalty 1680.284555 = -144308.234472 nChanged 96 SP:Iteration 7Q (3581.763336 sec): 3 clusters Score: Raw -146050.219971 + Penalty 1680.284555 = -144369.935416 nChanged 64 SP:Iteration 8Q (3581.860773 sec): 3 clusters Score: Raw -146099.484200 + Penalty 1680.284555 = -144419.199644 nChanged 51 SP:Iteration 9Q (3581.963864 sec): 3 clusters Score: Raw -146132.867555 + Penalty 1680.284555 = -144452.583000 nChanged 40 SP:Iteration 10Q (3582.049004 sec): 3 clusters Score: Raw -146154.339644 + Penalty 1680.284555 = -144474.055089 nChanged 32 SP:Iteration 11Q (3582.143838 sec): 3 clusters Score: Raw -146167.939299 + Penalty 1680.284555 = -144487.654743 nChanged 18 SP:Iteration 12Q (3582.246936 sec): 3 clusters Score: Raw -146174.246543 + Penalty 1680.284555 = -144493.961988 nChanged 23 SP:Iteration 13Q (3582.332244 sec): 3 clusters Score: Raw -146181.836853 + Penalty 1680.284555 = -144501.552298 nChanged 16 SP:Iteration 14Q (3582.425497 sec): 3 clusters Score: Raw -146188.283283 + Penalty 1680.284555 = -144507.998727 nChanged 17 SP:Iteration 15Q (3582.506237 sec): 3 clusters Score: Raw -146198.727450 + Penalty 1680.284555 = -144518.442894 nChanged 21 SP:Iteration 16Q (3582.606321 sec): 3 clusters Score: Raw -146208.742476 + Penalty 1680.284555 = -144528.457920 nChanged 25 SP:Iteration 17Q (3582.683148 sec): 3 clusters Score: Raw -146219.534719 + Penalty 1680.284555 = -144539.250164 nChanged 20 SP:Iteration 18Q (3582.787312 sec): 3 clusters Score: Raw -146233.268818 + Penalty 1680.284555 = -144552.984262 nChanged 23 SP:Iteration 19Q (3582.914673 sec): 3 clusters Score: Raw -146246.453204 + Penalty 1680.284555 = -144566.168649 nChanged 20 SP:Iteration 20F (3583.036449 sec): 3 clusters Score: Raw -146255.939371 + Penalty 1680.284555 = -144575.654816 nChanged 16 SP:Iteration 21Q (3583.114144 sec): 3 clusters Score: Raw -146264.590873 + Penalty 1680.284555 = -144584.306318 nChanged 16 SP:Iteration 22Q (3583.221636 sec): 3 clusters Score: Raw -146273.425283 + Penalty 1680.284555 = -144593.140728 nChanged 20 SP:Iteration 23Q (3583.306649 sec): 3 clusters Score: Raw -146284.244748 + Penalty 1680.284555 = -144603.960193 nChanged 16 SP:Iteration 24Q (3583.434779 sec): 3 clusters Score: Raw -146291.329214 + Penalty 1680.284555 = -144611.044658 nChanged 15 SP:Iteration 25Q (3583.559155 sec): 3 clusters Score: Raw -146298.783481 + Penalty 1680.284555 = -144618.498925 nChanged 7 SP:Iteration 26Q (3583.674873 sec): 3 clusters Score: Raw -146301.506479 + Penalty 1680.284555 = -144621.221924 nChanged 5 SP:Iteration 27Q (3583.774223 sec): 3 clusters Score: Raw -146302.756531 + Penalty 1680.284555 = -144622.471976 nChanged 3 SP:Iteration 28Q (3583.866347 sec): 3 clusters Score: Raw -146303.379338 + Penalty 1680.284555 = -144623.094783 nChanged 4 SP:Iteration 29Q (3583.927344 sec): 3 clusters Score: Raw -146304.317980 + Penalty 1680.284555 = -144624.033425 nChanged 3 SP:Iteration 30Q (3584.012501 sec): 3 clusters Score: Raw -146304.916406 + Penalty 1680.284555 = -144624.631850 nChanged 1 SP:Iteration 31Q (3584.098107 sec): 3 clusters Score: Raw -146305.030800 + Penalty 1680.284555 = -144624.746244 nChanged 0 SP:Iteration 32F (3584.212206 sec): 3 clusters Score: Raw -146305.030800 + Penalty 1680.284555 = -144624.746244 nChanged 0 Score: Raw -2006080.964664 + Penalty 16729.896126 = -1989351.068538 Splitting cluster 8 changes total score from -1989603.996843 to -1989351.068538 So it's not getting split. Trying to split cluster 9 (4398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3585.402206 sec): 2 clusters Score: Raw -232456.447035 + Penalty 880.835043 = -231575.611992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3585.504255 sec): 3 clusters Score: Raw -230094.061530 + Penalty 1761.670086 = -228332.391444 nChanged 1864 SP:Iteration 1F (3585.612466 sec): 3 clusters Score: Raw -231296.627739 + Penalty 1761.670086 = -229534.957653 nChanged 395 SP:Iteration 2F (3585.716019 sec): 3 clusters Score: Raw -231589.130839 + Penalty 1761.670086 = -229827.460753 nChanged 321 SP:Iteration 3F (3585.812024 sec): 3 clusters Score: Raw -231831.941120 + Penalty 1761.670086 = -230070.271034 nChanged 268 SP:Iteration 4F (3585.900825 sec): 3 clusters Score: Raw -232016.696520 + Penalty 1761.670086 = -230255.026434 nChanged 197 SP:Iteration 5Q (3586.010350 sec): 3 clusters Score: Raw -232128.393306 + Penalty 1761.670086 = -230366.723221 nChanged 149 SP:Iteration 6Q (3586.149337 sec): 3 clusters Score: Raw -232206.244145 + Penalty 1761.670086 = -230444.574059 nChanged 119 SP:Iteration 7Q (3586.229985 sec): 3 clusters Score: Raw -232259.227738 + Penalty 1761.670086 = -230497.557652 nChanged 119 SP:Iteration 8Q (3586.337579 sec): 3 clusters Score: Raw -232319.881381 + Penalty 1761.670086 = -230558.211295 nChanged 111 SP:Iteration 9Q (3586.441831 sec): 3 clusters Score: Raw -232380.102722 + Penalty 1761.670086 = -230618.432636 nChanged 118 SP:Iteration 10Q (3586.548086 sec): 3 clusters Score: Raw -232444.760689 + Penalty 1761.670086 = -230683.090603 nChanged 118 SP:Iteration 11Q (3586.640916 sec): 3 clusters Score: Raw -232506.392868 + Penalty 1761.670086 = -230744.722782 nChanged 111 SP:Iteration 12Q (3586.734280 sec): 3 clusters Score: Raw -232564.398049 + Penalty 1761.670086 = -230802.727963 nChanged 87 SP:Iteration 13Q (3586.799125 sec): 3 clusters Score: Raw -232604.763872 + Penalty 1761.670086 = -230843.093786 nChanged 65 SP:Iteration 14Q (3586.890939 sec): 3 clusters Score: Raw -232626.388370 + Penalty 1761.670086 = -230864.718284 nChanged 45 SP:Iteration 15Q (3586.979074 sec): 3 clusters Score: Raw -232645.182690 + Penalty 1761.670086 = -230883.512604 nChanged 53 SP:Iteration 16Q (3587.061440 sec): 3 clusters Score: Raw -232665.591140 + Penalty 1761.670086 = -230903.921054 nChanged 55 SP:Iteration 17Q (3587.133104 sec): 3 clusters Score: Raw -232687.992314 + Penalty 1761.670086 = -230926.322228 nChanged 48 SP:Iteration 18Q (3587.213080 sec): 3 clusters Score: Raw -232704.493334 + Penalty 1761.670086 = -230942.823248 nChanged 41 SP:Iteration 19Q (3587.290600 sec): 3 clusters Score: Raw -232718.359555 + Penalty 1761.670086 = -230956.689469 nChanged 41 SP:Iteration 20F (3587.388107 sec): 3 clusters Score: Raw -232731.365140 + Penalty 1761.670086 = -230969.695054 nChanged 35 SP:Iteration 21Q (3587.464565 sec): 3 clusters Score: Raw -232744.755077 + Penalty 1761.670086 = -230983.084991 nChanged 41 SP:Iteration 22Q (3587.522683 sec): 3 clusters Score: Raw -232761.650935 + Penalty 1761.670086 = -230999.980849 nChanged 44 SP:Iteration 23Q (3587.630988 sec): 3 clusters Score: Raw -232780.262481 + Penalty 1761.670086 = -231018.592395 nChanged 44 SP:Iteration 24Q (3587.704555 sec): 3 clusters Score: Raw -232799.921698 + Penalty 1761.670086 = -231038.251612 nChanged 40 SP:Iteration 25Q (3587.779295 sec): 3 clusters Score: Raw -232816.705110 + Penalty 1761.670086 = -231055.035024 nChanged 44 SP:Iteration 26Q (3587.856893 sec): 3 clusters Score: Raw -232835.044252 + Penalty 1761.670086 = -231073.374166 nChanged 40 SP:Iteration 27Q (3587.939179 sec): 3 clusters Score: Raw -232848.343122 + Penalty 1761.670086 = -231086.673036 nChanged 40 SP:Iteration 28Q (3588.027118 sec): 3 clusters Score: Raw -232864.746481 + Penalty 1761.670086 = -231103.076395 nChanged 38 SP:Iteration 29Q (3588.110571 sec): 3 clusters Score: Raw -232879.086078 + Penalty 1761.670086 = -231117.415992 nChanged 37 SP:Iteration 30Q (3588.183658 sec): 3 clusters Score: Raw -232898.665350 + Penalty 1761.670086 = -231136.995264 nChanged 47 SP:Iteration 31Q (3588.250857 sec): 3 clusters Score: Raw -232925.824161 + Penalty 1761.670086 = -231164.154075 nChanged 49 SP:Iteration 32Q (3588.349007 sec): 3 clusters Score: Raw -232954.138218 + Penalty 1761.670086 = -231192.468132 nChanged 50 SP:Iteration 33Q (3588.430875 sec): 3 clusters Score: Raw -232989.294542 + Penalty 1761.670086 = -231227.624456 nChanged 64 SP:Iteration 34Q (3588.515648 sec): 3 clusters Score: Raw -233041.183003 + Penalty 1761.670086 = -231279.512917 nChanged 74 SP:Iteration 35Q (3588.601881 sec): 3 clusters Score: Raw -233122.063109 + Penalty 1761.670086 = -231360.393023 nChanged 79 SP:Iteration 36Q (3588.703725 sec): 3 clusters Score: Raw -233210.819962 + Penalty 1761.670086 = -231449.149876 nChanged 67 SP:Iteration 37Q (3588.762975 sec): 3 clusters Score: Raw -233260.853725 + Penalty 1761.670086 = -231499.183639 nChanged 45 SP:Iteration 38Q (3588.839115 sec): 3 clusters Score: Raw -233282.852203 + Penalty 1761.670086 = -231521.182117 nChanged 25 SP:Iteration 39Q (3588.933167 sec): 3 clusters Score: Raw -233290.124877 + Penalty 1761.670086 = -231528.454791 nChanged 13 SP:Iteration 40F (3589.012228 sec): 3 clusters Score: Raw -233295.096043 + Penalty 1761.670086 = -231533.425957 nChanged 10 SP:Iteration 41Q (3589.086805 sec): 3 clusters Score: Raw -233299.202947 + Penalty 1761.670086 = -231537.532861 nChanged 11 SP:Iteration 42Q (3589.188478 sec): 3 clusters Score: Raw -233302.053098 + Penalty 1761.670086 = -231540.383012 nChanged 8 SP:Iteration 43Q (3589.267322 sec): 3 clusters Score: Raw -233304.391265 + Penalty 1761.670086 = -231542.721179 nChanged 4 SP:Iteration 44Q (3589.330282 sec): 3 clusters Score: Raw -233304.864490 + Penalty 1761.670086 = -231543.194404 nChanged 3 SP:Iteration 45Q (3589.403674 sec): 3 clusters Score: Raw -233305.375195 + Penalty 1761.670086 = -231543.705110 nChanged 3 SP:Iteration 46Q (3589.488531 sec): 3 clusters Score: Raw -233305.711565 + Penalty 1761.670086 = -231544.041479 nChanged 3 SP:Iteration 47Q (3589.587328 sec): 3 clusters Score: Raw -233306.238764 + Penalty 1761.670086 = -231544.568678 nChanged 1 SP:Iteration 48Q (3589.666229 sec): 3 clusters Score: Raw -233306.288392 + Penalty 1761.670086 = -231544.618307 nChanged 1 SP:Iteration 49Q (3589.723823 sec): 3 clusters Score: Raw -233306.560318 + Penalty 1761.670086 = -231544.890232 nChanged 2 SP:Iteration 50Q (3589.807449 sec): 3 clusters Score: Raw -233306.695702 + Penalty 1761.670086 = -231545.025616 nChanged 0 SP:Iteration 51F (3589.893974 sec): 3 clusters Score: Raw -233306.695702 + Penalty 1761.670086 = -231545.025616 nChanged 0 Trying to split cluster 10 (2121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3589.950515 sec): 2 clusters Score: Raw -97877.790325 + Penalty 804.262510 = -97073.527815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3590.018316 sec): 3 clusters Score: Raw -96848.211278 + Penalty 1608.525020 = -95239.686257 nChanged 813 SP:Iteration 1F (3590.093888 sec): 3 clusters Score: Raw -97430.697290 + Penalty 1608.525020 = -95822.172270 nChanged 222 SP:Iteration 2F (3590.173967 sec): 3 clusters Score: Raw -97652.358855 + Penalty 1608.525020 = -96043.833834 nChanged 175 SP:Iteration 3F (3590.268503 sec): 3 clusters Score: Raw -97818.286173 + Penalty 1608.525020 = -96209.761152 nChanged 125 SP:Iteration 4F (3590.335277 sec): 3 clusters Score: Raw -97941.734612 + Penalty 1608.525020 = -96333.209592 nChanged 85 SP:Iteration 5Q (3590.411338 sec): 3 clusters Score: Raw -98013.215489 + Penalty 1608.525020 = -96404.690468 nChanged 67 SP:Iteration 6Q (3590.484305 sec): 3 clusters Score: Raw -98069.343961 + Penalty 1608.525020 = -96460.818941 nChanged 66 SP:Iteration 7Q (3590.557211 sec): 3 clusters Score: Raw -98120.947004 + Penalty 1608.525020 = -96512.421983 nChanged 60 SP:Iteration 8Q (3590.628217 sec): 3 clusters Score: Raw -98168.389645 + Penalty 1608.525020 = -96559.864624 nChanged 37 SP:Iteration 9Q (3590.696562 sec): 3 clusters Score: Raw -98194.768123 + Penalty 1608.525020 = -96586.243103 nChanged 28 SP:Iteration 10Q (3590.766810 sec): 3 clusters Score: Raw -98208.828085 + Penalty 1608.525020 = -96600.303064 nChanged 18 SP:Iteration 11Q (3590.855840 sec): 3 clusters Score: Raw -98216.789927 + Penalty 1608.525020 = -96608.264907 nChanged 13 SP:Iteration 12Q (3590.936855 sec): 3 clusters Score: Raw -98220.334901 + Penalty 1608.525020 = -96611.809880 nChanged 7 SP:Iteration 13Q (3591.011558 sec): 3 clusters Score: Raw -98222.459618 + Penalty 1608.525020 = -96613.934598 nChanged 6 SP:Iteration 14Q (3591.086648 sec): 3 clusters Score: Raw -98224.871818 + Penalty 1608.525020 = -96616.346797 nChanged 5 SP:Iteration 15Q (3591.174042 sec): 3 clusters Score: Raw -98225.856485 + Penalty 1608.525020 = -96617.331465 nChanged 1 SP:Iteration 16Q (3591.238429 sec): 3 clusters Score: Raw -98225.903640 + Penalty 1608.525020 = -96617.378620 nChanged 0 SP:Iteration 17F (3591.320771 sec): 3 clusters Score: Raw -98225.903640 + Penalty 1608.525020 = -96617.378620 nChanged 0 Trying to split cluster 11 (1169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3591.360080 sec): 2 clusters Score: Raw -55360.618339 + Penalty 741.709916 = -54618.908423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3591.433820 sec): 3 clusters Score: Raw -54866.084789 + Penalty 1483.419832 = -53382.664957 nChanged 417 SP:Iteration 1F (3591.507088 sec): 3 clusters Score: Raw -55149.020791 + Penalty 1483.419832 = -53665.600959 nChanged 102 SP:Iteration 2F (3591.598322 sec): 3 clusters Score: Raw -55232.991588 + Penalty 1483.419832 = -53749.571756 nChanged 64 SP:Iteration 3F (3591.676411 sec): 3 clusters Score: Raw -55278.098105 + Penalty 1483.419832 = -53794.678273 nChanged 32 SP:Iteration 4Q (3591.745244 sec): 3 clusters Score: Raw -55297.194013 + Penalty 1483.419832 = -53813.774181 nChanged 21 SP:Iteration 5Q (3591.828320 sec): 3 clusters Score: Raw -55312.387325 + Penalty 1483.419832 = -53828.967493 nChanged 18 SP:Iteration 6Q (3591.880841 sec): 3 clusters Score: Raw -55322.911462 + Penalty 1483.419832 = -53839.491630 nChanged 15 SP:Iteration 7Q (3591.956190 sec): 3 clusters Score: Raw -55332.971945 + Penalty 1483.419832 = -53849.552113 nChanged 14 SP:Iteration 8Q (3592.011419 sec): 3 clusters Score: Raw -55344.925852 + Penalty 1483.419832 = -53861.506020 nChanged 19 SP:Iteration 9Q (3592.081279 sec): 3 clusters Score: Raw -55357.075672 + Penalty 1483.419832 = -53873.655840 nChanged 17 SP:Iteration 10Q (3592.169406 sec): 3 clusters Score: Raw -55366.488949 + Penalty 1483.419832 = -53883.069117 nChanged 16 SP:Iteration 11Q (3592.248753 sec): 3 clusters Score: Raw -55376.870400 + Penalty 1483.419832 = -53893.450568 nChanged 18 SP:Iteration 12Q (3592.313359 sec): 3 clusters Score: Raw -55385.829221 + Penalty 1483.419832 = -53902.409389 nChanged 10 SP:Iteration 13Q (3592.369802 sec): 3 clusters Score: Raw -55391.205764 + Penalty 1483.419832 = -53907.785933 nChanged 9 SP:Iteration 14Q (3592.458402 sec): 3 clusters Score: Raw -55397.185173 + Penalty 1483.419832 = -53913.765341 nChanged 5 SP:Iteration 15Q (3592.517337 sec): 3 clusters Score: Raw -55398.296419 + Penalty 1483.419832 = -53914.876587 nChanged 3 SP:Iteration 16Q (3592.587073 sec): 3 clusters Score: Raw -55398.733645 + Penalty 1483.419832 = -53915.313813 nChanged 1 SP:Iteration 17Q (3592.656826 sec): 3 clusters Score: Raw -55399.006598 + Penalty 1483.419832 = -53915.586766 nChanged 1 SP:Iteration 18Q (3592.727311 sec): 3 clusters Score: Raw -55399.689927 + Penalty 1483.419832 = -53916.270095 nChanged 2 SP:Iteration 19Q (3592.816651 sec): 3 clusters Score: Raw -55400.333094 + Penalty 1483.419832 = -53916.913262 nChanged 0 SP:Iteration 20F (3592.905766 sec): 3 clusters Score: Raw -55400.333094 + Penalty 1483.419832 = -53916.913262 nChanged 0 Trying to split cluster 12 (1195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3592.959231 sec): 2 clusters Score: Raw -53816.498901 + Penalty 744.019654 = -53072.479247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3593.047333 sec): 3 clusters Score: Raw -53369.545465 + Penalty 1488.039308 = -51881.506157 nChanged 403 SP:Iteration 1F (3593.143759 sec): 3 clusters Score: Raw -53741.908203 + Penalty 1488.039308 = -52253.868895 nChanged 118 SP:Iteration 2F (3593.227440 sec): 3 clusters Score: Raw -53854.420339 + Penalty 1488.039308 = -52366.381032 nChanged 69 SP:Iteration 3F (3593.310389 sec): 3 clusters Score: Raw -53924.877167 + Penalty 1488.039308 = -52436.837860 nChanged 54 SP:Iteration 4Q (3593.392932 sec): 3 clusters Score: Raw -53973.458448 + Penalty 1488.039308 = -52485.419141 nChanged 34 SP:Iteration 5Q (3593.475790 sec): 3 clusters Score: Raw -54000.420028 + Penalty 1488.039308 = -52512.380720 nChanged 25 SP:Iteration 6Q (3593.558440 sec): 3 clusters Score: Raw -54026.261044 + Penalty 1488.039308 = -52538.221737 nChanged 21 SP:Iteration 7Q (3593.644299 sec): 3 clusters Score: Raw -54039.295608 + Penalty 1488.039308 = -52551.256300 nChanged 12 SP:Iteration 8Q (3593.748054 sec): 3 clusters Score: Raw -54047.743920 + Penalty 1488.039308 = -52559.704613 nChanged 7 SP:Iteration 9Q (3593.843507 sec): 3 clusters Score: Raw -54051.161925 + Penalty 1488.039308 = -52563.122617 nChanged 7 SP:Iteration 10Q (3593.926347 sec): 3 clusters Score: Raw -54055.077656 + Penalty 1488.039308 = -52567.038349 nChanged 2 SP:Iteration 11Q (3594.014295 sec): 3 clusters Score: Raw -54056.164016 + Penalty 1488.039308 = -52568.124708 nChanged 1 SP:Iteration 12Q (3594.087060 sec): 3 clusters Score: Raw -54056.866359 + Penalty 1488.039308 = -52568.827051 nChanged 1 SP:Iteration 13Q (3594.198414 sec): 3 clusters Score: Raw -54057.869247 + Penalty 1488.039308 = -52569.829940 nChanged 3 SP:Iteration 14Q (3594.287740 sec): 3 clusters Score: Raw -54059.197003 + Penalty 1488.039308 = -52571.157696 nChanged 3 SP:Iteration 15Q (3594.396726 sec): 3 clusters Score: Raw -54062.107481 + Penalty 1488.039308 = -52574.068174 nChanged 5 SP:Iteration 16Q (3594.456371 sec): 3 clusters Score: Raw -54065.112844 + Penalty 1488.039308 = -52577.073537 nChanged 4 SP:Iteration 17Q (3594.546167 sec): 3 clusters Score: Raw -54069.621162 + Penalty 1488.039308 = -52581.581855 nChanged 4 SP:Iteration 18Q (3594.629380 sec): 3 clusters Score: Raw -54072.363340 + Penalty 1488.039308 = -52584.324033 nChanged 3 SP:Iteration 19Q (3594.733087 sec): 3 clusters Score: Raw -54074.296286 + Penalty 1488.039308 = -52586.256978 nChanged 2 SP:Iteration 20F (3594.836112 sec): 3 clusters Score: Raw -54075.408270 + Penalty 1488.039308 = -52587.368962 nChanged 1 SP:Iteration 21Q (3594.933543 sec): 3 clusters Score: Raw -54075.597736 + Penalty 1488.039308 = -52587.558428 nChanged 0 SP:Iteration 22F (3595.016713 sec): 3 clusters Score: Raw -54075.597736 + Penalty 1488.039308 = -52587.558428 nChanged 0 Trying to split cluster 13 (1386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3595.085288 sec): 2 clusters Score: Raw -58272.248969 + Penalty 759.588604 = -57512.660365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3595.150250 sec): 3 clusters Score: Raw -57693.776404 + Penalty 1519.177208 = -56174.599196 nChanged 495 SP:Iteration 1F (3595.222890 sec): 3 clusters Score: Raw -58040.636602 + Penalty 1519.177208 = -56521.459394 nChanged 100 SP:Iteration 2F (3595.313644 sec): 3 clusters Score: Raw -58134.926208 + Penalty 1519.177208 = -56615.749000 nChanged 74 SP:Iteration 3F (3595.412636 sec): 3 clusters Score: Raw -58192.719741 + Penalty 1519.177208 = -56673.542533 nChanged 60 SP:Iteration 4Q (3595.526013 sec): 3 clusters Score: Raw -58241.373944 + Penalty 1519.177208 = -56722.196736 nChanged 48 SP:Iteration 5Q (3595.609137 sec): 3 clusters Score: Raw -58276.144183 + Penalty 1519.177208 = -56756.966975 nChanged 32 SP:Iteration 6Q (3595.692203 sec): 3 clusters Score: Raw -58299.727312 + Penalty 1519.177208 = -56780.550105 nChanged 30 SP:Iteration 7Q (3595.776799 sec): 3 clusters Score: Raw -58322.334715 + Penalty 1519.177208 = -56803.157507 nChanged 26 SP:Iteration 8Q (3595.864794 sec): 3 clusters Score: Raw -58335.596941 + Penalty 1519.177208 = -56816.419733 nChanged 11 SP:Iteration 9Q (3595.953441 sec): 3 clusters Score: Raw -58339.185046 + Penalty 1519.177208 = -56820.007838 nChanged 4 SP:Iteration 10Q (3596.035086 sec): 3 clusters Score: Raw -58340.821773 + Penalty 1519.177208 = -56821.644566 nChanged 1 SP:Iteration 11Q (3596.123578 sec): 3 clusters Score: Raw -58341.072388 + Penalty 1519.177208 = -56821.895180 nChanged 0 SP:Iteration 12F (3596.212204 sec): 3 clusters Score: Raw -58341.072388 + Penalty 1519.177208 = -56821.895180 nChanged 0 Trying to split cluster 14 (3443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3596.264228 sec): 2 clusters Score: Raw -184269.516676 + Penalty 855.130339 = -183414.386338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3596.355250 sec): 3 clusters Score: Raw -182448.098247 + Penalty 1710.260677 = -180737.837570 nChanged 1451 SP:Iteration 1F (3596.462046 sec): 3 clusters Score: Raw -183292.914253 + Penalty 1710.260677 = -181582.653576 nChanged 273 SP:Iteration 2F (3596.554386 sec): 3 clusters Score: Raw -183497.269935 + Penalty 1710.260677 = -181787.009258 nChanged 234 SP:Iteration 3F (3596.668062 sec): 3 clusters Score: Raw -183681.967582 + Penalty 1710.260677 = -181971.706905 nChanged 220 SP:Iteration 4F (3596.741970 sec): 3 clusters Score: Raw -183856.185005 + Penalty 1710.260677 = -182145.924328 nChanged 209 SP:Iteration 5F (3596.840236 sec): 3 clusters Score: Raw -184036.057515 + Penalty 1710.260677 = -182325.796837 nChanged 191 SP:Iteration 6F (3596.923876 sec): 3 clusters Score: Raw -184189.108024 + Penalty 1710.260677 = -182478.847347 nChanged 150 SP:Iteration 7Q (3597.010401 sec): 3 clusters Score: Raw -184290.899591 + Penalty 1710.260677 = -182580.638914 nChanged 118 SP:Iteration 8Q (3597.112876 sec): 3 clusters Score: Raw -184352.764654 + Penalty 1710.260677 = -182642.503976 nChanged 82 SP:Iteration 9Q (3597.181876 sec): 3 clusters Score: Raw -184387.041615 + Penalty 1710.260677 = -182676.780938 nChanged 60 SP:Iteration 10Q (3597.289681 sec): 3 clusters Score: Raw -184412.362092 + Penalty 1710.260677 = -182702.101415 nChanged 39 SP:Iteration 11Q (3597.399975 sec): 3 clusters Score: Raw -184431.832623 + Penalty 1710.260677 = -182721.571946 nChanged 35 SP:Iteration 12Q (3597.517503 sec): 3 clusters Score: Raw -184450.018365 + Penalty 1710.260677 = -182739.757688 nChanged 39 SP:Iteration 13Q (3597.615540 sec): 3 clusters Score: Raw -184470.962812 + Penalty 1710.260677 = -182760.702135 nChanged 30 SP:Iteration 14Q (3597.710863 sec): 3 clusters Score: Raw -184488.683875 + Penalty 1710.260677 = -182778.423197 nChanged 34 SP:Iteration 15Q (3597.798370 sec): 3 clusters Score: Raw -184500.730600 + Penalty 1710.260677 = -182790.469923 nChanged 24 SP:Iteration 16Q (3597.885716 sec): 3 clusters Score: Raw -184507.767276 + Penalty 1710.260677 = -182797.506598 nChanged 22 SP:Iteration 17Q (3597.973129 sec): 3 clusters Score: Raw -184515.612036 + Penalty 1710.260677 = -182805.351359 nChanged 23 SP:Iteration 18Q (3598.043978 sec): 3 clusters Score: Raw -184524.831151 + Penalty 1710.260677 = -182814.570473 nChanged 21 SP:Iteration 19Q (3598.148560 sec): 3 clusters Score: Raw -184532.092498 + Penalty 1710.260677 = -182821.831821 nChanged 14 SP:Iteration 20F (3598.219551 sec): 3 clusters Score: Raw -184537.347660 + Penalty 1710.260677 = -182827.086983 nChanged 13 SP:Iteration 21Q (3598.322401 sec): 3 clusters Score: Raw -184539.752597 + Penalty 1710.260677 = -182829.491919 nChanged 10 SP:Iteration 22Q (3598.416147 sec): 3 clusters Score: Raw -184541.626058 + Penalty 1710.260677 = -182831.365381 nChanged 9 SP:Iteration 23Q (3598.521802 sec): 3 clusters Score: Raw -184543.538166 + Penalty 1710.260677 = -182833.277489 nChanged 3 SP:Iteration 24Q (3598.605211 sec): 3 clusters Score: Raw -184544.126058 + Penalty 1710.260677 = -182833.865381 nChanged 1 SP:Iteration 25Q (3598.696920 sec): 3 clusters Score: Raw -184544.200434 + Penalty 1710.260677 = -182833.939757 nChanged 0 SP:Iteration 26F (3598.789389 sec): 3 clusters Score: Raw -184544.200434 + Penalty 1710.260677 = -182833.939757 nChanged 0 Iteration 99Q (3599.754843 sec): 15 clusters Score: Raw -2005218.957138 + Penalty 15614.569717 = -1989604.387421 nChanged 1 Iteration 100F (3600.685435 sec): 15 clusters Score: Raw -2005218.993152 + Penalty 15614.569717 = -1989604.423435 nChanged 0 Writing temp clu file Because OldScore, -1989604.387421, is greater than current (better) Score,-1989604.423435 Compute initial score before splitting: Score: Raw -2005218.993152 + Penalty 15614.569717 = -1989604.423435 Trying to split cluster 1 (3424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3600.754376 sec): 2 clusters Score: Raw -184051.581117 + Penalty 854.549297 = -183197.031819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3600.834689 sec): 3 clusters Score: Raw -182299.938504 + Penalty 1709.098595 = -180590.839909 nChanged 1389 SP:Iteration 1F (3600.918042 sec): 3 clusters Score: Raw -183249.707649 + Penalty 1709.098595 = -181540.609055 nChanged 315 SP:Iteration 2F (3600.983412 sec): 3 clusters Score: Raw -183516.519513 + Penalty 1709.098595 = -181807.420918 nChanged 243 SP:Iteration 3F (3601.068538 sec): 3 clusters Score: Raw -183747.736462 + Penalty 1709.098595 = -182038.637868 nChanged 230 SP:Iteration 4F (3601.158209 sec): 3 clusters Score: Raw -183958.806425 + Penalty 1709.098595 = -182249.707830 nChanged 198 SP:Iteration 5F (3601.245972 sec): 3 clusters Score: Raw -184116.057348 + Penalty 1709.098595 = -182406.958753 nChanged 157 SP:Iteration 6Q (3601.325948 sec): 3 clusters Score: Raw -184217.961867 + Penalty 1709.098595 = -182508.863272 nChanged 103 SP:Iteration 7Q (3601.393070 sec): 3 clusters Score: Raw -184284.926777 + Penalty 1709.098595 = -182575.828182 nChanged 96 SP:Iteration 8Q (3601.471625 sec): 3 clusters Score: Raw -184351.989730 + Penalty 1709.098595 = -182642.891135 nChanged 91 SP:Iteration 9Q (3601.572142 sec): 3 clusters Score: Raw -184423.382961 + Penalty 1709.098595 = -182714.284366 nChanged 87 SP:Iteration 10Q (3601.652581 sec): 3 clusters Score: Raw -184489.209382 + Penalty 1709.098595 = -182780.110788 nChanged 80 SP:Iteration 11Q (3601.725991 sec): 3 clusters Score: Raw -184548.366023 + Penalty 1709.098595 = -182839.267428 nChanged 77 SP:Iteration 12Q (3601.809652 sec): 3 clusters Score: Raw -184600.731348 + Penalty 1709.098595 = -182891.632753 nChanged 63 SP:Iteration 13Q (3601.890750 sec): 3 clusters Score: Raw -184644.812050 + Penalty 1709.098595 = -182935.713455 nChanged 47 SP:Iteration 14Q (3601.958401 sec): 3 clusters Score: Raw -184674.317646 + Penalty 1709.098595 = -182965.219052 nChanged 40 SP:Iteration 15Q (3602.042104 sec): 3 clusters Score: Raw -184695.608433 + Penalty 1709.098595 = -182986.509838 nChanged 35 SP:Iteration 16Q (3602.118338 sec): 3 clusters Score: Raw -184709.401676 + Penalty 1709.098595 = -183000.303082 nChanged 21 SP:Iteration 17Q (3602.190299 sec): 3 clusters Score: Raw -184714.692780 + Penalty 1709.098595 = -183005.594185 nChanged 9 SP:Iteration 18Q (3602.262738 sec): 3 clusters Score: Raw -184716.909733 + Penalty 1709.098595 = -183007.811138 nChanged 7 SP:Iteration 19Q (3602.351256 sec): 3 clusters Score: Raw -184717.973666 + Penalty 1709.098595 = -183008.875071 nChanged 1 SP:Iteration 20F (3602.422055 sec): 3 clusters Score: Raw -184718.050878 + Penalty 1709.098595 = -183008.952284 nChanged 3 SP:Iteration 21Q (3602.516783 sec): 3 clusters Score: Raw -184719.279530 + Penalty 1709.098595 = -183010.180936 nChanged 3 SP:Iteration 22Q (3602.594413 sec): 3 clusters Score: Raw -184720.031173 + Penalty 1709.098595 = -183010.932578 nChanged 3 SP:Iteration 23Q (3602.677638 sec): 3 clusters Score: Raw -184721.212385 + Penalty 1709.098595 = -183012.113790 nChanged 3 SP:Iteration 24Q (3602.755068 sec): 3 clusters Score: Raw -184721.744817 + Penalty 1709.098595 = -183012.646223 nChanged 2 SP:Iteration 25Q (3602.845371 sec): 3 clusters Score: Raw -184721.993029 + Penalty 1709.098595 = -183012.894434 nChanged 0 SP:Iteration 26F (3602.917466 sec): 3 clusters Score: Raw -184721.993029 + Penalty 1709.098595 = -183012.894434 nChanged 0 Trying to split cluster 2 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3602.969532 sec): 2 clusters Score: Raw -28841.219777 + Penalty 716.673304 = -28124.546473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3603.037174 sec): 3 clusters Score: Raw -28560.638602 + Penalty 1433.346608 = -27127.291994 nChanged 320 SP:Iteration 1F (3603.097104 sec): 3 clusters Score: Raw -29087.205219 + Penalty 1433.346608 = -27653.858612 nChanged 88 SP:Iteration 2F (3603.175648 sec): 3 clusters Score: Raw -29222.146566 + Penalty 1433.346608 = -27788.799958 nChanged 48 SP:Iteration 3F (3603.262989 sec): 3 clusters Score: Raw -29278.267574 + Penalty 1433.346608 = -27844.920967 nChanged 32 SP:Iteration 4Q (3603.323136 sec): 3 clusters Score: Raw -29319.446273 + Penalty 1433.346608 = -27886.099666 nChanged 27 SP:Iteration 5Q (3603.383629 sec): 3 clusters Score: Raw -29349.305955 + Penalty 1433.346608 = -27915.959348 nChanged 19 SP:Iteration 6Q (3603.460321 sec): 3 clusters Score: Raw -29367.344637 + Penalty 1433.346608 = -27933.998029 nChanged 18 SP:Iteration 7Q (3603.520449 sec): 3 clusters Score: Raw -29382.663622 + Penalty 1433.346608 = -27949.317014 nChanged 9 SP:Iteration 8Q (3603.607804 sec): 3 clusters Score: Raw -29388.281087 + Penalty 1433.346608 = -27954.934479 nChanged 6 SP:Iteration 9Q (3603.678137 sec): 3 clusters Score: Raw -29396.211815 + Penalty 1433.346608 = -27962.865207 nChanged 8 SP:Iteration 10Q (3603.751902 sec): 3 clusters Score: Raw -29406.669515 + Penalty 1433.346608 = -27973.322908 nChanged 5 SP:Iteration 11Q (3603.833502 sec): 3 clusters Score: Raw -29410.312277 + Penalty 1433.346608 = -27976.965669 nChanged 4 SP:Iteration 12Q (3603.884406 sec): 3 clusters Score: Raw -29412.947825 + Penalty 1433.346608 = -27979.601217 nChanged 4 SP:Iteration 13Q (3603.961063 sec): 3 clusters Score: Raw -29415.221156 + Penalty 1433.346608 = -27981.874548 nChanged 5 SP:Iteration 14Q (3604.039348 sec): 3 clusters Score: Raw -29422.571718 + Penalty 1433.346608 = -27989.225110 nChanged 4 SP:Iteration 15Q (3604.106787 sec): 3 clusters Score: Raw -29426.032603 + Penalty 1433.346608 = -27992.685995 nChanged 5 SP:Iteration 16Q (3604.175348 sec): 3 clusters Score: Raw -29431.203855 + Penalty 1433.346608 = -27997.857247 nChanged 6 SP:Iteration 17Q (3604.249872 sec): 3 clusters Score: Raw -29436.034310 + Penalty 1433.346608 = -28002.687702 nChanged 5 SP:Iteration 18Q (3604.341717 sec): 3 clusters Score: Raw -29439.374783 + Penalty 1433.346608 = -28006.028176 nChanged 10 SP:Iteration 19Q (3604.415595 sec): 3 clusters Score: Raw -29454.388322 + Penalty 1433.346608 = -28021.041714 nChanged 7 SP:Iteration 20F (3604.471686 sec): 3 clusters Score: Raw -29476.462749 + Penalty 1433.346608 = -28043.116141 nChanged 10 SP:Iteration 21Q (3604.549049 sec): 3 clusters Score: Raw -29519.175378 + Penalty 1433.346608 = -28085.828771 nChanged 10 SP:Iteration 22Q (3604.630936 sec): 3 clusters Score: Raw -29535.851431 + Penalty 1433.346608 = -28102.504824 nChanged 7 SP:Iteration 23Q (3604.686183 sec): 3 clusters Score: Raw -29552.868193 + Penalty 1433.346608 = -28119.521586 nChanged 6 SP:Iteration 24Q (3604.743956 sec): 3 clusters Score: Raw -29558.955307 + Penalty 1433.346608 = -28125.608699 nChanged 5 SP:Iteration 25Q (3604.826851 sec): 3 clusters Score: Raw -29565.568402 + Penalty 1433.346608 = -28132.221795 nChanged 3 SP:Iteration 26Q (3604.901153 sec): 3 clusters Score: Raw -29567.505956 + Penalty 1433.346608 = -28134.159349 nChanged 1 SP:Iteration 27Q (3604.969123 sec): 3 clusters Score: Raw -29570.353967 + Penalty 1433.346608 = -28137.007359 nChanged 2 SP:Iteration 28Q (3605.052206 sec): 3 clusters Score: Raw -29573.819302 + Penalty 1433.346608 = -28140.472695 nChanged 4 SP:Iteration 29Q (3605.130546 sec): 3 clusters Score: Raw -29580.422883 + Penalty 1433.346608 = -28147.076275 nChanged 4 SP:Iteration 30Q (3605.199997 sec): 3 clusters Score: Raw -29588.029278 + Penalty 1433.346608 = -28154.682670 nChanged 3 SP:Iteration 31Q (3605.281041 sec): 3 clusters Score: Raw -29596.977753 + Penalty 1433.346608 = -28163.631145 nChanged 6 SP:Iteration 32Q (3605.342702 sec): 3 clusters Score: Raw -29611.897376 + Penalty 1433.346608 = -28178.550768 nChanged 6 SP:Iteration 33Q (3605.425157 sec): 3 clusters Score: Raw -29626.509609 + Penalty 1433.346608 = -28193.163001 nChanged 2 SP:Iteration 34Q (3605.498003 sec): 3 clusters Score: Raw -29628.625693 + Penalty 1433.346608 = -28195.279085 nChanged 3 SP:Iteration 35Q (3605.575639 sec): 3 clusters Score: Raw -29633.841300 + Penalty 1433.346608 = -28200.494693 nChanged 3 SP:Iteration 36Q (3605.651809 sec): 3 clusters Score: Raw -29640.909034 + Penalty 1433.346608 = -28207.562427 nChanged 1 SP:Iteration 37Q (3605.720911 sec): 3 clusters Score: Raw -29642.217881 + Penalty 1433.346608 = -28208.871274 nChanged 1 SP:Iteration 38Q (3605.821984 sec): 3 clusters Score: Raw -29643.358906 + Penalty 1433.346608 = -28210.012299 nChanged 0 SP:Iteration 39F (3605.926850 sec): 3 clusters Score: Raw -29643.358906 + Penalty 1433.346608 = -28210.012299 nChanged 0 Score: Raw -2006021.132282 + Penalty 16729.896126 = -1989291.236156 Splitting cluster 2 changes total score from -1989604.423435 to -1989291.236156 So it's not getting split. Trying to split cluster 3 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3607.149549 sec): 2 clusters Score: Raw -61483.880869 + Penalty 765.050130 = -60718.830739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3607.222742 sec): 3 clusters Score: Raw -60891.881326 + Penalty 1530.100260 = -59361.781066 nChanged 549 SP:Iteration 1F (3607.330641 sec): 3 clusters Score: Raw -61411.970901 + Penalty 1530.100260 = -59881.870641 nChanged 149 SP:Iteration 2F (3607.458373 sec): 3 clusters Score: Raw -61607.863567 + Penalty 1530.100260 = -60077.763307 nChanged 103 SP:Iteration 3F (3607.553933 sec): 3 clusters Score: Raw -61747.235348 + Penalty 1530.100260 = -60217.135088 nChanged 77 SP:Iteration 4F (3607.650366 sec): 3 clusters Score: Raw -61823.776702 + Penalty 1530.100260 = -60293.676442 nChanged 47 SP:Iteration 5Q (3607.753305 sec): 3 clusters Score: Raw -61865.654997 + Penalty 1530.100260 = -60335.554737 nChanged 38 SP:Iteration 6Q (3607.844921 sec): 3 clusters Score: Raw -61903.005115 + Penalty 1530.100260 = -60372.904854 nChanged 30 SP:Iteration 7Q (3607.942106 sec): 3 clusters Score: Raw -61945.136099 + Penalty 1530.100260 = -60415.035839 nChanged 26 SP:Iteration 8Q (3608.033058 sec): 3 clusters Score: Raw -61966.896552 + Penalty 1530.100260 = -60436.796292 nChanged 18 SP:Iteration 9Q (3608.114542 sec): 3 clusters Score: Raw -61981.161770 + Penalty 1530.100260 = -60451.061510 nChanged 17 SP:Iteration 10Q (3608.195378 sec): 3 clusters Score: Raw -61994.278569 + Penalty 1530.100260 = -60464.178309 nChanged 19 SP:Iteration 11Q (3608.282819 sec): 3 clusters Score: Raw -62011.871971 + Penalty 1530.100260 = -60481.771710 nChanged 18 SP:Iteration 12Q (3608.369550 sec): 3 clusters Score: Raw -62025.788095 + Penalty 1530.100260 = -60495.687835 nChanged 11 SP:Iteration 13Q (3608.477380 sec): 3 clusters Score: Raw -62034.050829 + Penalty 1530.100260 = -60503.950569 nChanged 11 SP:Iteration 14Q (3608.523312 sec): 3 clusters Score: Raw -62041.226255 + Penalty 1530.100260 = -60511.125995 nChanged 11 SP:Iteration 15Q (3608.632105 sec): 3 clusters Score: Raw -62047.524560 + Penalty 1530.100260 = -60517.424300 nChanged 11 SP:Iteration 16Q (3608.638233 sec): 3 clusters Score: Raw -62058.327790 + Penalty 1530.100260 = -60528.227530 nChanged 13 SP:Iteration 17Q (3608.650724 sec): 3 clusters Score: Raw -62068.712948 + Penalty 1530.100260 = -60538.612688 nChanged 15 SP:Iteration 18Q (3608.663316 sec): 3 clusters Score: Raw -62077.736012 + Penalty 1530.100260 = -60547.635752 nChanged 6 SP:Iteration 19Q (3608.675878 sec): 3 clusters Score: Raw -62082.200262 + Penalty 1530.100260 = -60552.100002 nChanged 8 SP:Iteration 20F (3608.688422 sec): 3 clusters Score: Raw -62088.255100 + Penalty 1530.100260 = -60558.154840 nChanged 5 SP:Iteration 21Q (3608.702013 sec): 3 clusters Score: Raw -62090.382821 + Penalty 1530.100260 = -60560.282561 nChanged 4 SP:Iteration 22Q (3608.714524 sec): 3 clusters Score: Raw -62092.351675 + Penalty 1530.100260 = -60562.251415 nChanged 2 SP:Iteration 23Q (3608.727194 sec): 3 clusters Score: Raw -62092.904908 + Penalty 1530.100260 = -60562.804648 nChanged 0 SP:Iteration 24F (3608.739761 sec): 3 clusters Score: Raw -62092.904908 + Penalty 1530.100260 = -60562.804648 nChanged 0 Trying to split cluster 4 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3608.764996 sec): 2 clusters Score: Raw -43473.097029 + Penalty 737.774815 = -42735.322214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3608.775777 sec): 3 clusters Score: Raw -43022.990105 + Penalty 1475.549630 = -41547.440475 nChanged 401 SP:Iteration 1F (3608.786087 sec): 3 clusters Score: Raw -43433.621806 + Penalty 1475.549630 = -41958.072176 nChanged 123 SP:Iteration 2F (3608.796300 sec): 3 clusters Score: Raw -43610.423298 + Penalty 1475.549630 = -42134.873668 nChanged 86 SP:Iteration 3F (3608.806503 sec): 3 clusters Score: Raw -43759.397456 + Penalty 1475.549630 = -42283.847826 nChanged 82 SP:Iteration 4F (3608.816747 sec): 3 clusters Score: Raw -43881.043764 + Penalty 1475.549630 = -42405.494134 nChanged 50 SP:Iteration 5Q (3608.826833 sec): 3 clusters Score: Raw -43944.514945 + Penalty 1475.549630 = -42468.965315 nChanged 36 SP:Iteration 6Q (3608.837003 sec): 3 clusters Score: Raw -43997.108975 + Penalty 1475.549630 = -42521.559345 nChanged 25 SP:Iteration 7Q (3608.927144 sec): 3 clusters Score: Raw -44039.776636 + Penalty 1475.549630 = -42564.227006 nChanged 26 SP:Iteration 8Q (3609.001724 sec): 3 clusters Score: Raw -44082.780868 + Penalty 1475.549630 = -42607.231239 nChanged 18 SP:Iteration 9Q (3609.095681 sec): 3 clusters Score: Raw -44116.242420 + Penalty 1475.549630 = -42640.692790 nChanged 16 SP:Iteration 10Q (3609.177578 sec): 3 clusters Score: Raw -44135.464632 + Penalty 1475.549630 = -42659.915003 nChanged 12 SP:Iteration 11Q (3609.280091 sec): 3 clusters Score: Raw -44146.316744 + Penalty 1475.549630 = -42670.767114 nChanged 6 SP:Iteration 12Q (3609.339236 sec): 3 clusters Score: Raw -44151.799247 + Penalty 1475.549630 = -42676.249617 nChanged 1 SP:Iteration 13Q (3609.434926 sec): 3 clusters Score: Raw -44152.091810 + Penalty 1475.549630 = -42676.542180 nChanged 0 SP:Iteration 14F (3609.524955 sec): 3 clusters Score: Raw -44152.091810 + Penalty 1475.549630 = -42676.542180 nChanged 0 Trying to split cluster 5 (1346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3609.575971 sec): 2 clusters Score: Raw -64042.369048 + Penalty 756.513714 = -63285.855334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3609.679707 sec): 3 clusters Score: Raw -63425.525565 + Penalty 1513.027427 = -61912.498138 nChanged 505 SP:Iteration 1F (3609.784861 sec): 3 clusters Score: Raw -63799.307272 + Penalty 1513.027427 = -62286.279845 nChanged 133 SP:Iteration 2F (3609.860683 sec): 3 clusters Score: Raw -63944.502980 + Penalty 1513.027427 = -62431.475552 nChanged 94 SP:Iteration 3F (3609.955601 sec): 3 clusters Score: Raw -64055.295966 + Penalty 1513.027427 = -62542.268539 nChanged 69 SP:Iteration 4F (3610.037777 sec): 3 clusters Score: Raw -64131.710891 + Penalty 1513.027427 = -62618.683464 nChanged 55 SP:Iteration 5Q (3610.158936 sec): 3 clusters Score: Raw -64186.212831 + Penalty 1513.027427 = -62673.185404 nChanged 44 SP:Iteration 6Q (3610.250671 sec): 3 clusters Score: Raw -64233.190728 + Penalty 1513.027427 = -62720.163301 nChanged 35 SP:Iteration 7Q (3610.335578 sec): 3 clusters Score: Raw -64264.196354 + Penalty 1513.027427 = -62751.168927 nChanged 25 SP:Iteration 8Q (3610.423377 sec): 3 clusters Score: Raw -64286.873116 + Penalty 1513.027427 = -62773.845688 nChanged 24 SP:Iteration 9Q (3610.512120 sec): 3 clusters Score: Raw -64306.801403 + Penalty 1513.027427 = -62793.773976 nChanged 24 SP:Iteration 10Q (3610.600681 sec): 3 clusters Score: Raw -64323.401234 + Penalty 1513.027427 = -62810.373807 nChanged 18 SP:Iteration 11Q (3610.688432 sec): 3 clusters Score: Raw -64334.872892 + Penalty 1513.027427 = -62821.845465 nChanged 13 SP:Iteration 12Q (3610.798506 sec): 3 clusters Score: Raw -64343.487663 + Penalty 1513.027427 = -62830.460236 nChanged 11 SP:Iteration 13Q (3610.864737 sec): 3 clusters Score: Raw -64348.411352 + Penalty 1513.027427 = -62835.383925 nChanged 3 SP:Iteration 14Q (3610.959957 sec): 3 clusters Score: Raw -64349.487432 + Penalty 1513.027427 = -62836.460005 nChanged 0 SP:Iteration 15F (3611.043910 sec): 3 clusters Score: Raw -64349.487432 + Penalty 1513.027427 = -62836.460005 nChanged 0 Trying to split cluster 6 (14339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3611.127458 sec): 2 clusters Score: Raw -803783.357868 + Penalty 1004.927530 = -802778.430338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3611.294627 sec): 3 clusters Score: Raw -795152.782531 + Penalty 2009.855059 = -793142.927472 nChanged 6555 SP:Iteration 1F (3611.415544 sec): 3 clusters Score: Raw -799391.895063 + Penalty 2009.855059 = -797382.040004 nChanged 998 SP:Iteration 2F (3611.544905 sec): 3 clusters Score: Raw -800014.718637 + Penalty 2009.855059 = -798004.863578 nChanged 964 SP:Iteration 3F (3611.673577 sec): 3 clusters Score: Raw -800587.964712 + Penalty 2009.855059 = -798578.109652 nChanged 799 SP:Iteration 4F (3611.802650 sec): 3 clusters Score: Raw -801122.357548 + Penalty 2009.855059 = -799112.502489 nChanged 748 SP:Iteration 5F (3611.922046 sec): 3 clusters Score: Raw -801689.855113 + Penalty 2009.855059 = -799680.000054 nChanged 666 SP:Iteration 6Q (3612.065287 sec): 3 clusters Score: Raw -802134.849379 + Penalty 2009.855059 = -800124.994320 nChanged 561 SP:Iteration 7Q (3612.230449 sec): 3 clusters Score: Raw -802472.174560 + Penalty 2009.855059 = -800462.319501 nChanged 463 SP:Iteration 8Q (3612.380110 sec): 3 clusters Score: Raw -802703.105506 + Penalty 2009.855059 = -800693.250447 nChanged 347 SP:Iteration 9Q (3612.524524 sec): 3 clusters Score: Raw -802855.003044 + Penalty 2009.855059 = -800845.147985 nChanged 282 SP:Iteration 10Q (3612.686749 sec): 3 clusters Score: Raw -802963.924737 + Penalty 2009.855059 = -800954.069678 nChanged 253 SP:Iteration 11Q (3612.820491 sec): 3 clusters Score: Raw -803058.264739 + Penalty 2009.855059 = -801048.409680 nChanged 241 SP:Iteration 12Q (3612.910356 sec): 3 clusters Score: Raw -803151.707087 + Penalty 2009.855059 = -801141.852028 nChanged 220 SP:Iteration 13Q (3613.031667 sec): 3 clusters Score: Raw -803233.450513 + Penalty 2009.855059 = -801223.595454 nChanged 210 SP:Iteration 14Q (3613.119362 sec): 3 clusters Score: Raw -803304.036841 + Penalty 2009.855059 = -801294.181782 nChanged 181 SP:Iteration 15Q (3613.230061 sec): 3 clusters Score: Raw -803368.441118 + Penalty 2009.855059 = -801358.586059 nChanged 163 SP:Iteration 16Q (3613.345509 sec): 3 clusters Score: Raw -803431.998717 + Penalty 2009.855059 = -801422.143658 nChanged 168 SP:Iteration 17Q (3613.445600 sec): 3 clusters Score: Raw -803496.534141 + Penalty 2009.855059 = -801486.679082 nChanged 131 SP:Iteration 18Q (3613.555493 sec): 3 clusters Score: Raw -803542.991494 + Penalty 2009.855059 = -801533.136435 nChanged 125 SP:Iteration 19Q (3613.662325 sec): 3 clusters Score: Raw -803587.977020 + Penalty 2009.855059 = -801578.121961 nChanged 130 SP:Iteration 20F (3613.774800 sec): 3 clusters Score: Raw -803640.749593 + Penalty 2009.855059 = -801630.894534 nChanged 117 SP:Iteration 21Q (3613.857026 sec): 3 clusters Score: Raw -803697.807742 + Penalty 2009.855059 = -801687.952683 nChanged 105 SP:Iteration 22Q (3613.981885 sec): 3 clusters Score: Raw -803745.588105 + Penalty 2009.855059 = -801735.733046 nChanged 93 SP:Iteration 23Q (3614.060580 sec): 3 clusters Score: Raw -803781.594771 + Penalty 2009.855059 = -801771.739712 nChanged 69 SP:Iteration 24Q (3614.165839 sec): 3 clusters Score: Raw -803806.228698 + Penalty 2009.855059 = -801796.373639 nChanged 52 SP:Iteration 25Q (3614.276056 sec): 3 clusters Score: Raw -803828.407797 + Penalty 2009.855059 = -801818.552738 nChanged 54 SP:Iteration 26Q (3614.375552 sec): 3 clusters Score: Raw -803849.632236 + Penalty 2009.855059 = -801839.777176 nChanged 43 SP:Iteration 27Q (3614.470060 sec): 3 clusters Score: Raw -803867.067040 + Penalty 2009.855059 = -801857.211981 nChanged 53 SP:Iteration 28Q (3614.565386 sec): 3 clusters Score: Raw -803891.125781 + Penalty 2009.855059 = -801881.270722 nChanged 47 SP:Iteration 29Q (3614.659367 sec): 3 clusters Score: Raw -803917.942801 + Penalty 2009.855059 = -801908.087742 nChanged 39 SP:Iteration 30Q (3614.754655 sec): 3 clusters Score: Raw -803937.071320 + Penalty 2009.855059 = -801927.216261 nChanged 35 SP:Iteration 31Q (3614.863559 sec): 3 clusters Score: Raw -803953.892528 + Penalty 2009.855059 = -801944.037469 nChanged 29 SP:Iteration 32Q (3614.958501 sec): 3 clusters Score: Raw -803966.385748 + Penalty 2009.855059 = -801956.530688 nChanged 22 SP:Iteration 33Q (3615.053927 sec): 3 clusters Score: Raw -803975.973476 + Penalty 2009.855059 = -801966.118417 nChanged 19 SP:Iteration 34Q (3615.174386 sec): 3 clusters Score: Raw -803981.800061 + Penalty 2009.855059 = -801971.945002 nChanged 12 SP:Iteration 35Q (3615.264662 sec): 3 clusters Score: Raw -803984.999197 + Penalty 2009.855059 = -801975.144138 nChanged 5 SP:Iteration 36Q (3615.362416 sec): 3 clusters Score: Raw -803986.257192 + Penalty 2009.855059 = -801976.402133 nChanged 3 SP:Iteration 37Q (3615.466580 sec): 3 clusters Score: Raw -803987.075851 + Penalty 2009.855059 = -801977.220792 nChanged 3 SP:Iteration 38Q (3615.548988 sec): 3 clusters Score: Raw -803988.708857 + Penalty 2009.855059 = -801978.853798 nChanged 8 SP:Iteration 39Q (3615.656222 sec): 3 clusters Score: Raw -803990.974761 + Penalty 2009.855059 = -801981.119702 nChanged 8 SP:Iteration 40F (3615.774891 sec): 3 clusters Score: Raw -803993.333633 + Penalty 2009.855059 = -801983.478574 nChanged 5 SP:Iteration 41Q (3615.882407 sec): 3 clusters Score: Raw -803994.908343 + Penalty 2009.855059 = -801985.053284 nChanged 6 SP:Iteration 42Q (3616.004750 sec): 3 clusters Score: Raw -803997.221534 + Penalty 2009.855059 = -801987.366475 nChanged 6 SP:Iteration 43Q (3616.092214 sec): 3 clusters Score: Raw -803999.441455 + Penalty 2009.855059 = -801989.586396 nChanged 8 SP:Iteration 44Q (3616.183038 sec): 3 clusters Score: Raw -804001.875333 + Penalty 2009.855059 = -801992.020274 nChanged 5 SP:Iteration 45Q (3616.284497 sec): 3 clusters Score: Raw -804003.314528 + Penalty 2009.855059 = -801993.459468 nChanged 2 SP:Iteration 46Q (3616.383707 sec): 3 clusters Score: Raw -804004.720625 + Penalty 2009.855059 = -801994.865566 nChanged 3 SP:Iteration 47Q (3616.462586 sec): 3 clusters Score: Raw -804005.236099 + Penalty 2009.855059 = -801995.381040 nChanged 2 SP:Iteration 48Q (3616.555423 sec): 3 clusters Score: Raw -804005.653301 + Penalty 2009.855059 = -801995.798242 nChanged 0 SP:Iteration 49F (3616.691884 sec): 3 clusters Score: Raw -804005.653301 + Penalty 2009.855059 = -801995.798242 nChanged 0 Trying to split cluster 7 (1675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3616.736238 sec): 2 clusters Score: Raw -83783.764356 + Penalty 779.474687 = -83004.289670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3616.823972 sec): 3 clusters Score: Raw -83025.377548 + Penalty 1558.949373 = -81466.428175 nChanged 618 SP:Iteration 1F (3616.887682 sec): 3 clusters Score: Raw -83436.880790 + Penalty 1558.949373 = -81877.931417 nChanged 152 SP:Iteration 2F (3616.966347 sec): 3 clusters Score: Raw -83572.983739 + Penalty 1558.949373 = -82014.034366 nChanged 102 SP:Iteration 3F (3617.022209 sec): 3 clusters Score: Raw -83662.953766 + Penalty 1558.949373 = -82104.004392 nChanged 84 SP:Iteration 4F (3617.106098 sec): 3 clusters Score: Raw -83755.899781 + Penalty 1558.949373 = -82196.950408 nChanged 79 SP:Iteration 5Q (3617.182030 sec): 3 clusters Score: Raw -83857.492398 + Penalty 1558.949373 = -82298.543025 nChanged 67 SP:Iteration 6Q (3617.251565 sec): 3 clusters Score: Raw -83924.297090 + Penalty 1558.949373 = -82365.347717 nChanged 55 SP:Iteration 7Q (3617.351668 sec): 3 clusters Score: Raw -83971.344698 + Penalty 1558.949373 = -82412.395325 nChanged 45 SP:Iteration 8Q (3617.426923 sec): 3 clusters Score: Raw -84008.123958 + Penalty 1558.949373 = -82449.174585 nChanged 40 SP:Iteration 9Q (3617.497534 sec): 3 clusters Score: Raw -84035.844384 + Penalty 1558.949373 = -82476.895010 nChanged 30 SP:Iteration 10Q (3617.586428 sec): 3 clusters Score: Raw -84056.496152 + Penalty 1558.949373 = -82497.546778 nChanged 32 SP:Iteration 11Q (3617.657018 sec): 3 clusters Score: Raw -84078.736910 + Penalty 1558.949373 = -82519.787536 nChanged 23 SP:Iteration 12Q (3617.738762 sec): 3 clusters Score: Raw -84092.627468 + Penalty 1558.949373 = -82533.678095 nChanged 16 SP:Iteration 13Q (3617.820064 sec): 3 clusters Score: Raw -84102.470343 + Penalty 1558.949373 = -82543.520969 nChanged 20 SP:Iteration 14Q (3617.925542 sec): 3 clusters Score: Raw -84116.827018 + Penalty 1558.949373 = -82557.877645 nChanged 16 SP:Iteration 15Q (3618.017662 sec): 3 clusters Score: Raw -84128.210324 + Penalty 1558.949373 = -82569.260951 nChanged 13 SP:Iteration 16Q (3618.080994 sec): 3 clusters Score: Raw -84133.665492 + Penalty 1558.949373 = -82574.716118 nChanged 10 SP:Iteration 17Q (3618.187030 sec): 3 clusters Score: Raw -84138.063807 + Penalty 1558.949373 = -82579.114433 nChanged 8 SP:Iteration 18Q (3618.245298 sec): 3 clusters Score: Raw -84141.188272 + Penalty 1558.949373 = -82582.238898 nChanged 6 SP:Iteration 19Q (3618.321011 sec): 3 clusters Score: Raw -84142.869407 + Penalty 1558.949373 = -82583.920034 nChanged 6 SP:Iteration 20F (3618.400387 sec): 3 clusters Score: Raw -84145.174154 + Penalty 1558.949373 = -82586.224780 nChanged 10 SP:Iteration 21Q (3618.474140 sec): 3 clusters Score: Raw -84151.401011 + Penalty 1558.949373 = -82592.451638 nChanged 10 SP:Iteration 22Q (3618.544533 sec): 3 clusters Score: Raw -84157.153788 + Penalty 1558.949373 = -82598.204415 nChanged 8 SP:Iteration 23Q (3618.632466 sec): 3 clusters Score: Raw -84160.707256 + Penalty 1558.949373 = -82601.757883 nChanged 9 SP:Iteration 24Q (3618.714310 sec): 3 clusters Score: Raw -84165.703051 + Penalty 1558.949373 = -82606.753678 nChanged 9 SP:Iteration 25Q (3618.792649 sec): 3 clusters Score: Raw -84170.623301 + Penalty 1558.949373 = -82611.673928 nChanged 9 SP:Iteration 26Q (3618.859695 sec): 3 clusters Score: Raw -84175.680674 + Penalty 1558.949373 = -82616.731301 nChanged 12 SP:Iteration 27Q (3618.938101 sec): 3 clusters Score: Raw -84182.659860 + Penalty 1558.949373 = -82623.710487 nChanged 9 SP:Iteration 28Q (3619.010615 sec): 3 clusters Score: Raw -84187.339412 + Penalty 1558.949373 = -82628.390039 nChanged 6 SP:Iteration 29Q (3619.081689 sec): 3 clusters Score: Raw -84190.750537 + Penalty 1558.949373 = -82631.801164 nChanged 6 SP:Iteration 30Q (3619.156685 sec): 3 clusters Score: Raw -84192.886789 + Penalty 1558.949373 = -82633.937415 nChanged 3 SP:Iteration 31Q (3619.224520 sec): 3 clusters Score: Raw -84193.802870 + Penalty 1558.949373 = -82634.853497 nChanged 0 SP:Iteration 32F (3619.300319 sec): 3 clusters Score: Raw -84193.802870 + Penalty 1558.949373 = -82634.853497 nChanged 0 Trying to split cluster 8 (2986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3619.355425 sec): 2 clusters Score: Raw -145495.897028 + Penalty 840.177448 = -144655.719581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3619.456859 sec): 3 clusters Score: Raw -144020.699006 + Penalty 1680.354895 = -142340.344111 nChanged 1173 SP:Iteration 1F (3619.536280 sec): 3 clusters Score: Raw -144817.439023 + Penalty 1680.354895 = -143137.084128 nChanged 265 SP:Iteration 2F (3619.628670 sec): 3 clusters Score: Raw -145040.154278 + Penalty 1680.354895 = -143359.799383 nChanged 214 SP:Iteration 3F (3619.716920 sec): 3 clusters Score: Raw -145236.179977 + Penalty 1680.354895 = -143555.825082 nChanged 166 SP:Iteration 4F (3619.795761 sec): 3 clusters Score: Raw -145383.729730 + Penalty 1680.354895 = -143703.374835 nChanged 145 SP:Iteration 5Q (3619.887874 sec): 3 clusters Score: Raw -145522.092343 + Penalty 1680.354895 = -143841.737448 nChanged 141 SP:Iteration 6Q (3619.979822 sec): 3 clusters Score: Raw -145638.515885 + Penalty 1680.354895 = -143958.160990 nChanged 114 SP:Iteration 7Q (3620.071882 sec): 3 clusters Score: Raw -145763.608886 + Penalty 1680.354895 = -144083.253990 nChanged 124 SP:Iteration 8Q (3620.163759 sec): 3 clusters Score: Raw -145871.093086 + Penalty 1680.354895 = -144190.738190 nChanged 77 SP:Iteration 9Q (3620.250008 sec): 3 clusters Score: Raw -145916.407099 + Penalty 1680.354895 = -144236.052203 nChanged 56 SP:Iteration 10Q (3620.342362 sec): 3 clusters Score: Raw -145945.323021 + Penalty 1680.354895 = -144264.968125 nChanged 40 SP:Iteration 11Q (3620.428695 sec): 3 clusters Score: Raw -145961.821169 + Penalty 1680.354895 = -144281.466273 nChanged 33 SP:Iteration 12Q (3620.524065 sec): 3 clusters Score: Raw -145975.539981 + Penalty 1680.354895 = -144295.185086 nChanged 24 SP:Iteration 13Q (3620.642587 sec): 3 clusters Score: Raw -145985.943838 + Penalty 1680.354895 = -144305.588942 nChanged 25 SP:Iteration 14Q (3620.729708 sec): 3 clusters Score: Raw -145997.367776 + Penalty 1680.354895 = -144317.012881 nChanged 24 SP:Iteration 15Q (3620.807707 sec): 3 clusters Score: Raw -146011.188744 + Penalty 1680.354895 = -144330.833849 nChanged 26 SP:Iteration 16Q (3620.894725 sec): 3 clusters Score: Raw -146024.661028 + Penalty 1680.354895 = -144344.306133 nChanged 23 SP:Iteration 17Q (3620.975031 sec): 3 clusters Score: Raw -146033.951617 + Penalty 1680.354895 = -144353.596722 nChanged 17 SP:Iteration 18Q (3621.063212 sec): 3 clusters Score: Raw -146041.822321 + Penalty 1680.354895 = -144361.467425 nChanged 22 SP:Iteration 19Q (3621.152441 sec): 3 clusters Score: Raw -146051.424566 + Penalty 1680.354895 = -144371.069670 nChanged 23 SP:Iteration 20F (3621.255294 sec): 3 clusters Score: Raw -146062.708611 + Penalty 1680.354895 = -144382.353716 nChanged 19 SP:Iteration 21Q (3621.343881 sec): 3 clusters Score: Raw -146071.722621 + Penalty 1680.354895 = -144391.367725 nChanged 22 SP:Iteration 22Q (3621.460749 sec): 3 clusters Score: Raw -146079.854155 + Penalty 1680.354895 = -144399.499259 nChanged 21 SP:Iteration 23Q (3621.553985 sec): 3 clusters Score: Raw -146089.445119 + Penalty 1680.354895 = -144409.090223 nChanged 26 SP:Iteration 24Q (3621.643742 sec): 3 clusters Score: Raw -146103.589767 + Penalty 1680.354895 = -144423.234872 nChanged 32 SP:Iteration 25Q (3621.737795 sec): 3 clusters Score: Raw -146119.719453 + Penalty 1680.354895 = -144439.364558 nChanged 37 SP:Iteration 26Q (3621.843072 sec): 3 clusters Score: Raw -146150.010788 + Penalty 1680.354895 = -144469.655892 nChanged 42 SP:Iteration 27Q (3621.934751 sec): 3 clusters Score: Raw -146200.179351 + Penalty 1680.354895 = -144519.824456 nChanged 53 SP:Iteration 28Q (3622.029149 sec): 3 clusters Score: Raw -146251.583726 + Penalty 1680.354895 = -144571.228830 nChanged 47 SP:Iteration 29Q (3622.109414 sec): 3 clusters Score: Raw -146287.824990 + Penalty 1680.354895 = -144607.470095 nChanged 38 SP:Iteration 30Q (3622.201399 sec): 3 clusters Score: Raw -146314.431919 + Penalty 1680.354895 = -144634.077024 nChanged 30 SP:Iteration 31Q (3622.289064 sec): 3 clusters Score: Raw -146330.775148 + Penalty 1680.354895 = -144650.420253 nChanged 24 SP:Iteration 32Q (3622.380644 sec): 3 clusters Score: Raw -146341.992499 + Penalty 1680.354895 = -144661.637604 nChanged 19 SP:Iteration 33Q (3622.468638 sec): 3 clusters Score: Raw -146348.781178 + Penalty 1680.354895 = -144668.426283 nChanged 11 SP:Iteration 34Q (3622.559451 sec): 3 clusters Score: Raw -146354.219457 + Penalty 1680.354895 = -144673.864562 nChanged 9 SP:Iteration 35Q (3622.647546 sec): 3 clusters Score: Raw -146357.419635 + Penalty 1680.354895 = -144677.064739 nChanged 3 SP:Iteration 36Q (3622.738790 sec): 3 clusters Score: Raw -146358.256840 + Penalty 1680.354895 = -144677.901945 nChanged 3 SP:Iteration 37Q (3622.826729 sec): 3 clusters Score: Raw -146359.090852 + Penalty 1680.354895 = -144678.735956 nChanged 1 SP:Iteration 38Q (3622.918332 sec): 3 clusters Score: Raw -146359.237410 + Penalty 1680.354895 = -144678.882515 nChanged 1 SP:Iteration 39Q (3623.011082 sec): 3 clusters Score: Raw -146359.421558 + Penalty 1680.354895 = -144679.066663 nChanged 0 SP:Iteration 40F (3623.104676 sec): 3 clusters Score: Raw -146359.421558 + Penalty 1680.354895 = -144679.066663 nChanged 0 Score: Raw -2006082.517682 + Penalty 16729.896126 = -1989352.621557 Splitting cluster 8 changes total score from -1989604.423435 to -1989352.621557 So it's not getting split. Trying to split cluster 9 (4398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3624.395747 sec): 2 clusters Score: Raw -232456.447035 + Penalty 880.835043 = -231575.611992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3624.467445 sec): 3 clusters Score: Raw -230096.613251 + Penalty 1761.670086 = -228334.943165 nChanged 1821 SP:Iteration 1F (3624.596905 sec): 3 clusters Score: Raw -231161.169218 + Penalty 1761.670086 = -229399.499132 nChanged 303 SP:Iteration 2F (3624.712482 sec): 3 clusters Score: Raw -231328.687180 + Penalty 1761.670086 = -229567.017094 nChanged 266 SP:Iteration 3F (3624.808785 sec): 3 clusters Score: Raw -231485.739109 + Penalty 1761.670086 = -229724.069023 nChanged 224 SP:Iteration 4F (3624.905666 sec): 3 clusters Score: Raw -231610.914963 + Penalty 1761.670086 = -229849.244877 nChanged 198 SP:Iteration 5Q (3625.002300 sec): 3 clusters Score: Raw -231717.432173 + Penalty 1761.670086 = -229955.762087 nChanged 186 SP:Iteration 6Q (3625.109680 sec): 3 clusters Score: Raw -231832.161619 + Penalty 1761.670086 = -230070.491533 nChanged 176 SP:Iteration 7Q (3625.206524 sec): 3 clusters Score: Raw -231942.868392 + Penalty 1761.670086 = -230181.198306 nChanged 162 SP:Iteration 8Q (3625.298853 sec): 3 clusters Score: Raw -232024.769327 + Penalty 1761.670086 = -230263.099241 nChanged 145 SP:Iteration 9Q (3625.408668 sec): 3 clusters Score: Raw -232100.051048 + Penalty 1761.670086 = -230338.380962 nChanged 135 SP:Iteration 10Q (3625.516822 sec): 3 clusters Score: Raw -232165.750825 + Penalty 1761.670086 = -230404.080739 nChanged 118 SP:Iteration 11Q (3625.606941 sec): 3 clusters Score: Raw -232215.729530 + Penalty 1761.670086 = -230454.059444 nChanged 92 SP:Iteration 12Q (3625.696345 sec): 3 clusters Score: Raw -232254.776492 + Penalty 1761.670086 = -230493.106407 nChanged 83 SP:Iteration 13Q (3625.786295 sec): 3 clusters Score: Raw -232289.545746 + Penalty 1761.670086 = -230527.875660 nChanged 76 SP:Iteration 14Q (3625.874820 sec): 3 clusters Score: Raw -232323.316549 + Penalty 1761.670086 = -230561.646464 nChanged 65 SP:Iteration 15Q (3625.951458 sec): 3 clusters Score: Raw -232349.583897 + Penalty 1761.670086 = -230587.913811 nChanged 62 SP:Iteration 16Q (3626.041803 sec): 3 clusters Score: Raw -232375.231343 + Penalty 1761.670086 = -230613.561257 nChanged 62 SP:Iteration 17Q (3626.137878 sec): 3 clusters Score: Raw -232402.084713 + Penalty 1761.670086 = -230640.414627 nChanged 54 SP:Iteration 18Q (3626.248386 sec): 3 clusters Score: Raw -232422.749274 + Penalty 1761.670086 = -230661.079188 nChanged 38 SP:Iteration 19Q (3626.358152 sec): 3 clusters Score: Raw -232435.596735 + Penalty 1761.670086 = -230673.926649 nChanged 38 SP:Iteration 20F (3626.468589 sec): 3 clusters Score: Raw -232449.630260 + Penalty 1761.670086 = -230687.960174 nChanged 43 SP:Iteration 21Q (3626.555603 sec): 3 clusters Score: Raw -232463.372981 + Penalty 1761.670086 = -230701.702895 nChanged 37 SP:Iteration 22Q (3626.646957 sec): 3 clusters Score: Raw -232475.737000 + Penalty 1761.670086 = -230714.066914 nChanged 29 SP:Iteration 23Q (3626.741676 sec): 3 clusters Score: Raw -232490.157037 + Penalty 1761.670086 = -230728.486951 nChanged 33 SP:Iteration 24Q (3626.831406 sec): 3 clusters Score: Raw -232499.409219 + Penalty 1761.670086 = -230737.739133 nChanged 28 SP:Iteration 25Q (3626.907438 sec): 3 clusters Score: Raw -232507.288745 + Penalty 1761.670086 = -230745.618659 nChanged 23 SP:Iteration 26Q (3626.938504 sec): 3 clusters Score: Raw -232514.918135 + Penalty 1761.670086 = -230753.248049 nChanged 27 SP:Iteration 27Q (3626.968961 sec): 3 clusters Score: Raw -232523.439735 + Penalty 1761.670086 = -230761.769649 nChanged 22 SP:Iteration 28Q (3627.028178 sec): 3 clusters Score: Raw -232532.116907 + Penalty 1761.670086 = -230770.446821 nChanged 30 SP:Iteration 29Q (3627.108726 sec): 3 clusters Score: Raw -232540.830456 + Penalty 1761.670086 = -230779.160370 nChanged 22 SP:Iteration 30Q (3627.189036 sec): 3 clusters Score: Raw -232548.416659 + Penalty 1761.670086 = -230786.746573 nChanged 28 SP:Iteration 31Q (3627.262562 sec): 3 clusters Score: Raw -232560.241818 + Penalty 1761.670086 = -230798.571732 nChanged 32 SP:Iteration 32Q (3627.357343 sec): 3 clusters Score: Raw -232575.357830 + Penalty 1761.670086 = -230813.687744 nChanged 36 SP:Iteration 33Q (3627.427270 sec): 3 clusters Score: Raw -232586.970357 + Penalty 1761.670086 = -230825.300271 nChanged 24 SP:Iteration 34Q (3627.508785 sec): 3 clusters Score: Raw -232596.559330 + Penalty 1761.670086 = -230834.889244 nChanged 30 SP:Iteration 35Q (3627.589640 sec): 3 clusters Score: Raw -232611.730675 + Penalty 1761.670086 = -230850.060589 nChanged 30 SP:Iteration 36Q (3627.662693 sec): 3 clusters Score: Raw -232624.483418 + Penalty 1761.670086 = -230862.813332 nChanged 28 SP:Iteration 37Q (3627.740208 sec): 3 clusters Score: Raw -232635.609150 + Penalty 1761.670086 = -230873.939064 nChanged 23 SP:Iteration 38Q (3627.823806 sec): 3 clusters Score: Raw -232644.452286 + Penalty 1761.670086 = -230882.782200 nChanged 14 SP:Iteration 39Q (3627.929086 sec): 3 clusters Score: Raw -232649.692299 + Penalty 1761.670086 = -230888.022213 nChanged 17 SP:Iteration 40F (3628.003321 sec): 3 clusters Score: Raw -232656.344653 + Penalty 1761.670086 = -230894.674567 nChanged 17 SP:Iteration 41Q (3628.087324 sec): 3 clusters Score: Raw -232665.908322 + Penalty 1761.670086 = -230904.238236 nChanged 28 SP:Iteration 42Q (3628.160439 sec): 3 clusters Score: Raw -232678.280456 + Penalty 1761.670086 = -230916.610370 nChanged 24 SP:Iteration 43Q (3628.246869 sec): 3 clusters Score: Raw -232689.071347 + Penalty 1761.670086 = -230927.401261 nChanged 23 SP:Iteration 44Q (3628.312039 sec): 3 clusters Score: Raw -232700.406108 + Penalty 1761.670086 = -230938.736022 nChanged 21 SP:Iteration 45Q (3628.409899 sec): 3 clusters Score: Raw -232709.825653 + Penalty 1761.670086 = -230948.155567 nChanged 20 SP:Iteration 46Q (3628.490204 sec): 3 clusters Score: Raw -232718.815521 + Penalty 1761.670086 = -230957.145435 nChanged 21 SP:Iteration 47Q (3628.558291 sec): 3 clusters Score: Raw -232730.225319 + Penalty 1761.670086 = -230968.555233 nChanged 19 SP:Iteration 48Q (3628.652688 sec): 3 clusters Score: Raw -232742.197190 + Penalty 1761.670086 = -230980.527104 nChanged 31 SP:Iteration 49Q (3628.747466 sec): 3 clusters Score: Raw -232759.827442 + Penalty 1761.670086 = -230998.157356 nChanged 36 SP:Iteration 50Q (3628.814237 sec): 3 clusters Score: Raw -232787.175907 + Penalty 1761.670086 = -231025.505821 nChanged 29 SP:Iteration 51Q (3628.891860 sec): 3 clusters Score: Raw -232804.359973 + Penalty 1761.670086 = -231042.689888 nChanged 33 SP:Iteration 52Q (3628.972593 sec): 3 clusters Score: Raw -232825.559738 + Penalty 1761.670086 = -231063.889652 nChanged 24 SP:Iteration 53Q (3629.047222 sec): 3 clusters Score: Raw -232839.802906 + Penalty 1761.670086 = -231078.132820 nChanged 23 SP:Iteration 54Q (3629.113070 sec): 3 clusters Score: Raw -232852.026413 + Penalty 1761.670086 = -231090.356327 nChanged 16 SP:Iteration 55Q (3629.180667 sec): 3 clusters Score: Raw -232859.922105 + Penalty 1761.670086 = -231098.252019 nChanged 19 SP:Iteration 56Q (3629.264310 sec): 3 clusters Score: Raw -232875.766672 + Penalty 1761.670086 = -231114.096586 nChanged 27 SP:Iteration 57Q (3629.337403 sec): 3 clusters Score: Raw -232898.670126 + Penalty 1761.670086 = -231137.000040 nChanged 27 SP:Iteration 58Q (3629.413069 sec): 3 clusters Score: Raw -232926.014848 + Penalty 1761.670086 = -231164.344762 nChanged 22 SP:Iteration 59Q (3629.494897 sec): 3 clusters Score: Raw -232969.939135 + Penalty 1761.670086 = -231208.269049 nChanged 26 SP:Iteration 60F (3629.557026 sec): 3 clusters Score: Raw -233014.288309 + Penalty 1761.670086 = -231252.618223 nChanged 15 SP:Iteration 61Q (3629.648755 sec): 3 clusters Score: Raw -233027.484696 + Penalty 1761.670086 = -231265.814610 nChanged 14 SP:Iteration 62Q (3629.733385 sec): 3 clusters Score: Raw -233039.013492 + Penalty 1761.670086 = -231277.343406 nChanged 12 SP:Iteration 63Q (3629.805626 sec): 3 clusters Score: Raw -233045.206530 + Penalty 1761.670086 = -231283.536444 nChanged 4 SP:Iteration 64Q (3629.890027 sec): 3 clusters Score: Raw -233046.529129 + Penalty 1761.670086 = -231284.859043 nChanged 1 SP:Iteration 65Q (3629.975739 sec): 3 clusters Score: Raw -233046.866562 + Penalty 1761.670086 = -231285.196476 nChanged 0 SP:Iteration 66F (3630.049138 sec): 3 clusters Score: Raw -233046.866562 + Penalty 1761.670086 = -231285.196476 nChanged 0 Trying to split cluster 10 (2121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3630.094828 sec): 2 clusters Score: Raw -97877.790325 + Penalty 804.262510 = -97073.527815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3630.166073 sec): 3 clusters Score: Raw -96898.742157 + Penalty 1608.525020 = -95290.217137 nChanged 810 SP:Iteration 1F (3630.233536 sec): 3 clusters Score: Raw -97460.517251 + Penalty 1608.525020 = -95851.992231 nChanged 208 SP:Iteration 2F (3630.300351 sec): 3 clusters Score: Raw -97692.414090 + Penalty 1608.525020 = -96083.889069 nChanged 170 SP:Iteration 3F (3630.385999 sec): 3 clusters Score: Raw -97856.324749 + Penalty 1608.525020 = -96247.799729 nChanged 115 SP:Iteration 4F (3630.466651 sec): 3 clusters Score: Raw -97966.365610 + Penalty 1608.525020 = -96357.840590 nChanged 104 SP:Iteration 5Q (3630.562612 sec): 3 clusters Score: Raw -98051.066751 + Penalty 1608.525020 = -96442.541731 nChanged 83 SP:Iteration 6Q (3630.643530 sec): 3 clusters Score: Raw -98116.558616 + Penalty 1608.525020 = -96508.033595 nChanged 75 SP:Iteration 7Q (3630.715982 sec): 3 clusters Score: Raw -98183.895677 + Penalty 1608.525020 = -96575.370656 nChanged 69 SP:Iteration 8Q (3630.798000 sec): 3 clusters Score: Raw -98262.447456 + Penalty 1608.525020 = -96653.922436 nChanged 51 SP:Iteration 9Q (3630.876650 sec): 3 clusters Score: Raw -98316.046565 + Penalty 1608.525020 = -96707.521544 nChanged 46 SP:Iteration 10Q (3630.934327 sec): 3 clusters Score: Raw -98352.226483 + Penalty 1608.525020 = -96743.701462 nChanged 35 SP:Iteration 11Q (3631.013489 sec): 3 clusters Score: Raw -98372.545541 + Penalty 1608.525020 = -96764.020520 nChanged 30 SP:Iteration 12Q (3631.082811 sec): 3 clusters Score: Raw -98392.705977 + Penalty 1608.525020 = -96784.180957 nChanged 27 SP:Iteration 13Q (3631.155624 sec): 3 clusters Score: Raw -98411.097200 + Penalty 1608.525020 = -96802.572180 nChanged 31 SP:Iteration 14Q (3631.231674 sec): 3 clusters Score: Raw -98435.957437 + Penalty 1608.525020 = -96827.432416 nChanged 39 SP:Iteration 15Q (3631.290503 sec): 3 clusters Score: Raw -98467.885023 + Penalty 1608.525020 = -96859.360002 nChanged 35 SP:Iteration 16Q (3631.377890 sec): 3 clusters Score: Raw -98487.389827 + Penalty 1608.525020 = -96878.864806 nChanged 26 SP:Iteration 17Q (3631.439061 sec): 3 clusters Score: Raw -98498.664185 + Penalty 1608.525020 = -96890.139165 nChanged 17 SP:Iteration 18Q (3631.539451 sec): 3 clusters Score: Raw -98510.504636 + Penalty 1608.525020 = -96901.979615 nChanged 16 SP:Iteration 19Q (3631.604407 sec): 3 clusters Score: Raw -98520.924101 + Penalty 1608.525020 = -96912.399080 nChanged 17 SP:Iteration 20F (3631.690730 sec): 3 clusters Score: Raw -98531.808006 + Penalty 1608.525020 = -96923.282986 nChanged 17 SP:Iteration 21Q (3631.784729 sec): 3 clusters Score: Raw -98541.332935 + Penalty 1608.525020 = -96932.807914 nChanged 9 SP:Iteration 22Q (3631.852632 sec): 3 clusters Score: Raw -98546.787460 + Penalty 1608.525020 = -96938.262440 nChanged 9 SP:Iteration 23Q (3631.914908 sec): 3 clusters Score: Raw -98552.471699 + Penalty 1608.525020 = -96943.946678 nChanged 6 SP:Iteration 24Q (3631.994425 sec): 3 clusters Score: Raw -98556.812693 + Penalty 1608.525020 = -96948.287672 nChanged 6 SP:Iteration 25Q (3632.077896 sec): 3 clusters Score: Raw -98560.586513 + Penalty 1608.525020 = -96952.061493 nChanged 11 SP:Iteration 26Q (3632.151357 sec): 3 clusters Score: Raw -98565.786239 + Penalty 1608.525020 = -96957.261219 nChanged 7 SP:Iteration 27Q (3632.231065 sec): 3 clusters Score: Raw -98568.988124 + Penalty 1608.525020 = -96960.463104 nChanged 4 SP:Iteration 28Q (3632.302114 sec): 3 clusters Score: Raw -98569.951866 + Penalty 1608.525020 = -96961.426845 nChanged 2 SP:Iteration 29Q (3632.369490 sec): 3 clusters Score: Raw -98570.406812 + Penalty 1608.525020 = -96961.881792 nChanged 2 SP:Iteration 30Q (3632.449534 sec): 3 clusters Score: Raw -98571.423191 + Penalty 1608.525020 = -96962.898171 nChanged 1 SP:Iteration 31Q (3632.524602 sec): 3 clusters Score: Raw -98571.606950 + Penalty 1608.525020 = -96963.081930 nChanged 0 SP:Iteration 32F (3632.615181 sec): 3 clusters Score: Raw -98571.606950 + Penalty 1608.525020 = -96963.081930 nChanged 0 Trying to split cluster 11 (1169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3632.659663 sec): 2 clusters Score: Raw -55360.618339 + Penalty 741.709916 = -54618.908423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3632.747385 sec): 3 clusters Score: Raw -54872.195287 + Penalty 1483.419832 = -53388.775455 nChanged 406 SP:Iteration 1F (3632.851188 sec): 3 clusters Score: Raw -55186.418972 + Penalty 1483.419832 = -53702.999140 nChanged 99 SP:Iteration 2F (3632.919909 sec): 3 clusters Score: Raw -55270.474602 + Penalty 1483.419832 = -53787.054770 nChanged 51 SP:Iteration 3Q (3633.000712 sec): 3 clusters Score: Raw -55317.359630 + Penalty 1483.419832 = -53833.939798 nChanged 41 SP:Iteration 4Q (3633.086420 sec): 3 clusters Score: Raw -55348.520040 + Penalty 1483.419832 = -53865.100208 nChanged 29 SP:Iteration 5Q (3633.187533 sec): 3 clusters Score: Raw -55374.733602 + Penalty 1483.419832 = -53891.313770 nChanged 26 SP:Iteration 6Q (3633.275986 sec): 3 clusters Score: Raw -55391.394173 + Penalty 1483.419832 = -53907.974341 nChanged 20 SP:Iteration 7Q (3633.346054 sec): 3 clusters Score: Raw -55407.149538 + Penalty 1483.419832 = -53923.729706 nChanged 22 SP:Iteration 8Q (3633.433972 sec): 3 clusters Score: Raw -55420.291504 + Penalty 1483.419832 = -53936.871672 nChanged 12 SP:Iteration 9Q (3633.510288 sec): 3 clusters Score: Raw -55427.812805 + Penalty 1483.419832 = -53944.392974 nChanged 11 SP:Iteration 10Q (3633.598893 sec): 3 clusters Score: Raw -55432.245368 + Penalty 1483.419832 = -53948.825536 nChanged 5 SP:Iteration 11Q (3633.680756 sec): 3 clusters Score: Raw -55435.030274 + Penalty 1483.419832 = -53951.610442 nChanged 6 SP:Iteration 12Q (3633.769017 sec): 3 clusters Score: Raw -55438.387348 + Penalty 1483.419832 = -53954.967516 nChanged 3 SP:Iteration 13Q (3633.857424 sec): 3 clusters Score: Raw -55439.783612 + Penalty 1483.419832 = -53956.363780 nChanged 1 SP:Iteration 14Q (3633.931779 sec): 3 clusters Score: Raw -55440.575741 + Penalty 1483.419832 = -53957.155910 nChanged 3 SP:Iteration 15Q (3634.018619 sec): 3 clusters Score: Raw -55441.701427 + Penalty 1483.419832 = -53958.281595 nChanged 3 SP:Iteration 16Q (3634.095900 sec): 3 clusters Score: Raw -55442.434760 + Penalty 1483.419832 = -53959.014928 nChanged 1 SP:Iteration 17Q (3634.177258 sec): 3 clusters Score: Raw -55442.705926 + Penalty 1483.419832 = -53959.286094 nChanged 0 SP:Iteration 18F (3634.259047 sec): 3 clusters Score: Raw -55442.705926 + Penalty 1483.419832 = -53959.286094 nChanged 0 Trying to split cluster 12 (1195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3634.302174 sec): 2 clusters Score: Raw -53816.498901 + Penalty 744.019654 = -53072.479247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3634.411136 sec): 3 clusters Score: Raw -53335.029069 + Penalty 1488.039308 = -51846.989761 nChanged 421 SP:Iteration 1F (3634.472536 sec): 3 clusters Score: Raw -53646.611128 + Penalty 1488.039308 = -52158.571821 nChanged 98 SP:Iteration 2F (3634.558336 sec): 3 clusters Score: Raw -53735.367750 + Penalty 1488.039308 = -52247.328442 nChanged 66 SP:Iteration 3F (3634.657372 sec): 3 clusters Score: Raw -53790.338772 + Penalty 1488.039308 = -52302.299464 nChanged 48 SP:Iteration 4Q (3634.737723 sec): 3 clusters Score: Raw -53834.969063 + Penalty 1488.039308 = -52346.929755 nChanged 41 SP:Iteration 5Q (3634.817000 sec): 3 clusters Score: Raw -53863.553770 + Penalty 1488.039308 = -52375.514462 nChanged 27 SP:Iteration 6Q (3634.903760 sec): 3 clusters Score: Raw -53881.054959 + Penalty 1488.039308 = -52393.015652 nChanged 26 SP:Iteration 7Q (3634.987435 sec): 3 clusters Score: Raw -53897.146718 + Penalty 1488.039308 = -52409.107411 nChanged 25 SP:Iteration 8Q (3635.081406 sec): 3 clusters Score: Raw -53911.052975 + Penalty 1488.039308 = -52423.013667 nChanged 15 SP:Iteration 9Q (3635.162000 sec): 3 clusters Score: Raw -53918.844865 + Penalty 1488.039308 = -52430.805558 nChanged 13 SP:Iteration 10Q (3635.236961 sec): 3 clusters Score: Raw -53926.579181 + Penalty 1488.039308 = -52438.539873 nChanged 17 SP:Iteration 11Q (3635.313792 sec): 3 clusters Score: Raw -53936.806292 + Penalty 1488.039308 = -52448.766985 nChanged 15 SP:Iteration 12Q (3635.391298 sec): 3 clusters Score: Raw -53944.746466 + Penalty 1488.039308 = -52456.707159 nChanged 10 SP:Iteration 13Q (3635.465637 sec): 3 clusters Score: Raw -53950.664829 + Penalty 1488.039308 = -52462.625522 nChanged 9 SP:Iteration 14Q (3635.545101 sec): 3 clusters Score: Raw -53953.734323 + Penalty 1488.039308 = -52465.695016 nChanged 5 SP:Iteration 15Q (3635.647839 sec): 3 clusters Score: Raw -53957.130151 + Penalty 1488.039308 = -52469.090844 nChanged 3 SP:Iteration 16Q (3635.751868 sec): 3 clusters Score: Raw -53958.390291 + Penalty 1488.039308 = -52470.350983 nChanged 3 SP:Iteration 17Q (3635.863006 sec): 3 clusters Score: Raw -53960.501460 + Penalty 1488.039308 = -52472.462153 nChanged 2 SP:Iteration 18Q (3635.983715 sec): 3 clusters Score: Raw -53961.199078 + Penalty 1488.039308 = -52473.159771 nChanged 3 SP:Iteration 19Q (3636.066251 sec): 3 clusters Score: Raw -53963.228369 + Penalty 1488.039308 = -52475.189062 nChanged 2 SP:Iteration 20F (3636.129931 sec): 3 clusters Score: Raw -53963.938549 + Penalty 1488.039308 = -52475.899241 nChanged 1 SP:Iteration 21Q (3636.212076 sec): 3 clusters Score: Raw -53964.483739 + Penalty 1488.039308 = -52476.444432 nChanged 2 SP:Iteration 22Q (3636.294486 sec): 3 clusters Score: Raw -53965.023774 + Penalty 1488.039308 = -52476.984466 nChanged 0 SP:Iteration 23F (3636.363910 sec): 3 clusters Score: Raw -53965.023774 + Penalty 1488.039308 = -52476.984466 nChanged 0 Trying to split cluster 13 (1386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3636.426365 sec): 2 clusters Score: Raw -58272.248969 + Penalty 759.588604 = -57512.660365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3636.497557 sec): 3 clusters Score: Raw -57648.111287 + Penalty 1519.177208 = -56128.934080 nChanged 516 SP:Iteration 1F (3636.601833 sec): 3 clusters Score: Raw -58025.522500 + Penalty 1519.177208 = -56506.345292 nChanged 122 SP:Iteration 2F (3636.702428 sec): 3 clusters Score: Raw -58166.275293 + Penalty 1519.177208 = -56647.098085 nChanged 94 SP:Iteration 3F (3636.783293 sec): 3 clusters Score: Raw -58264.433761 + Penalty 1519.177208 = -56745.256553 nChanged 71 SP:Iteration 4F (3636.896462 sec): 3 clusters Score: Raw -58328.613533 + Penalty 1519.177208 = -56809.436325 nChanged 50 SP:Iteration 5Q (3636.993572 sec): 3 clusters Score: Raw -58379.629703 + Penalty 1519.177208 = -56860.452496 nChanged 37 SP:Iteration 6Q (3637.075409 sec): 3 clusters Score: Raw -58409.902317 + Penalty 1519.177208 = -56890.725109 nChanged 29 SP:Iteration 7Q (3637.175187 sec): 3 clusters Score: Raw -58428.362755 + Penalty 1519.177208 = -56909.185547 nChanged 18 SP:Iteration 8Q (3637.284404 sec): 3 clusters Score: Raw -58440.040812 + Penalty 1519.177208 = -56920.863604 nChanged 16 SP:Iteration 9Q (3637.410156 sec): 3 clusters Score: Raw -58454.156752 + Penalty 1519.177208 = -56934.979544 nChanged 18 SP:Iteration 10Q (3637.487640 sec): 3 clusters Score: Raw -58475.541657 + Penalty 1519.177208 = -56956.364449 nChanged 23 SP:Iteration 11Q (3637.585092 sec): 3 clusters Score: Raw -58493.403230 + Penalty 1519.177208 = -56974.226022 nChanged 20 SP:Iteration 12Q (3637.661339 sec): 3 clusters Score: Raw -58513.154560 + Penalty 1519.177208 = -56993.977353 nChanged 23 SP:Iteration 13Q (3637.738406 sec): 3 clusters Score: Raw -58530.895060 + Penalty 1519.177208 = -57011.717852 nChanged 18 SP:Iteration 14Q (3637.815354 sec): 3 clusters Score: Raw -58545.173624 + Penalty 1519.177208 = -57025.996416 nChanged 13 SP:Iteration 15Q (3637.911008 sec): 3 clusters Score: Raw -58550.793153 + Penalty 1519.177208 = -57031.615945 nChanged 6 SP:Iteration 16Q (3637.971126 sec): 3 clusters Score: Raw -58554.053768 + Penalty 1519.177208 = -57034.876560 nChanged 8 SP:Iteration 17Q (3638.049542 sec): 3 clusters Score: Raw -58557.744402 + Penalty 1519.177208 = -57038.567194 nChanged 8 SP:Iteration 18Q (3638.140529 sec): 3 clusters Score: Raw -58560.664103 + Penalty 1519.177208 = -57041.486895 nChanged 7 SP:Iteration 19Q (3638.224071 sec): 3 clusters Score: Raw -58563.950685 + Penalty 1519.177208 = -57044.773478 nChanged 3 SP:Iteration 20F (3638.301503 sec): 3 clusters Score: Raw -58565.507295 + Penalty 1519.177208 = -57046.330087 nChanged 1 SP:Iteration 21Q (3638.378113 sec): 3 clusters Score: Raw -58565.780959 + Penalty 1519.177208 = -57046.603751 nChanged 1 SP:Iteration 22Q (3638.471891 sec): 3 clusters Score: Raw -58566.202778 + Penalty 1519.177208 = -57047.025570 nChanged 0 SP:Iteration 23F (3638.540615 sec): 3 clusters Score: Raw -58566.202778 + Penalty 1519.177208 = -57047.025570 nChanged 0 Trying to split cluster 14 (3443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3638.609434 sec): 2 clusters Score: Raw -184269.516676 + Penalty 855.130339 = -183414.386338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3638.744844 sec): 3 clusters Score: Raw -182464.345106 + Penalty 1710.260677 = -180754.084428 nChanged 1411 SP:Iteration 1F (3638.829426 sec): 3 clusters Score: Raw -183494.795977 + Penalty 1710.260677 = -181784.535300 nChanged 298 SP:Iteration 2F (3638.906209 sec): 3 clusters Score: Raw -183761.889838 + Penalty 1710.260677 = -182051.629160 nChanged 231 SP:Iteration 3F (3638.969623 sec): 3 clusters Score: Raw -183954.494541 + Penalty 1710.260677 = -182244.233864 nChanged 200 SP:Iteration 4F (3639.049796 sec): 3 clusters Score: Raw -184102.146002 + Penalty 1710.260677 = -182391.885324 nChanged 128 SP:Iteration 5Q (3639.120103 sec): 3 clusters Score: Raw -184178.505326 + Penalty 1710.260677 = -182468.244649 nChanged 93 SP:Iteration 6Q (3639.209548 sec): 3 clusters Score: Raw -184219.482412 + Penalty 1710.260677 = -182509.221735 nChanged 70 SP:Iteration 7Q (3639.276175 sec): 3 clusters Score: Raw -184253.149502 + Penalty 1710.260677 = -182542.888825 nChanged 65 SP:Iteration 8Q (3639.370784 sec): 3 clusters Score: Raw -184291.923067 + Penalty 1710.260677 = -182581.662390 nChanged 70 SP:Iteration 9Q (3639.443231 sec): 3 clusters Score: Raw -184330.427995 + Penalty 1710.260677 = -182620.167318 nChanged 61 SP:Iteration 10Q (3639.527322 sec): 3 clusters Score: Raw -184355.847956 + Penalty 1710.260677 = -182645.587279 nChanged 46 SP:Iteration 11Q (3639.601945 sec): 3 clusters Score: Raw -184372.755665 + Penalty 1710.260677 = -182662.494988 nChanged 38 SP:Iteration 12Q (3639.681597 sec): 3 clusters Score: Raw -184384.669234 + Penalty 1710.260677 = -182674.408557 nChanged 31 SP:Iteration 13Q (3639.774530 sec): 3 clusters Score: Raw -184395.203292 + Penalty 1710.260677 = -182684.942615 nChanged 19 SP:Iteration 14Q (3639.839225 sec): 3 clusters Score: Raw -184401.530411 + Penalty 1710.260677 = -182691.269734 nChanged 21 SP:Iteration 15Q (3639.926178 sec): 3 clusters Score: Raw -184406.133980 + Penalty 1710.260677 = -182695.873303 nChanged 21 SP:Iteration 16Q (3640.012621 sec): 3 clusters Score: Raw -184413.778128 + Penalty 1710.260677 = -182703.517451 nChanged 14 SP:Iteration 17Q (3640.083209 sec): 3 clusters Score: Raw -184420.257333 + Penalty 1710.260677 = -182709.996656 nChanged 16 SP:Iteration 18Q (3640.161256 sec): 3 clusters Score: Raw -184425.536105 + Penalty 1710.260677 = -182715.275428 nChanged 12 SP:Iteration 19Q (3640.254486 sec): 3 clusters Score: Raw -184428.510230 + Penalty 1710.260677 = -182718.249553 nChanged 11 SP:Iteration 20F (3640.320377 sec): 3 clusters Score: Raw -184430.826385 + Penalty 1710.260677 = -182720.565708 nChanged 8 SP:Iteration 21Q (3640.393439 sec): 3 clusters Score: Raw -184432.463502 + Penalty 1710.260677 = -182722.202824 nChanged 6 SP:Iteration 22Q (3640.476084 sec): 3 clusters Score: Raw -184433.414040 + Penalty 1710.260677 = -182723.153363 nChanged 6 SP:Iteration 23Q (3640.576916 sec): 3 clusters Score: Raw -184434.105062 + Penalty 1710.260677 = -182723.844385 nChanged 3 SP:Iteration 24Q (3640.659192 sec): 3 clusters Score: Raw -184434.429863 + Penalty 1710.260677 = -182724.169185 nChanged 1 SP:Iteration 25Q (3640.729752 sec): 3 clusters Score: Raw -184434.664114 + Penalty 1710.260677 = -182724.403436 nChanged 2 SP:Iteration 26Q (3640.810455 sec): 3 clusters Score: Raw -184434.866364 + Penalty 1710.260677 = -182724.605687 nChanged 3 SP:Iteration 27Q (3640.885131 sec): 3 clusters Score: Raw -184435.510567 + Penalty 1710.260677 = -182725.249890 nChanged 4 SP:Iteration 28Q (3640.960349 sec): 3 clusters Score: Raw -184436.217398 + Penalty 1710.260677 = -182725.956721 nChanged 2 SP:Iteration 29Q (3641.048164 sec): 3 clusters Score: Raw -184436.471743 + Penalty 1710.260677 = -182726.211066 nChanged 1 SP:Iteration 30Q (3641.134662 sec): 3 clusters Score: Raw -184436.759716 + Penalty 1710.260677 = -182726.499039 nChanged 1 SP:Iteration 31Q (3641.212341 sec): 3 clusters Score: Raw -184436.913854 + Penalty 1710.260677 = -182726.653177 nChanged 1 SP:Iteration 32Q (3641.288981 sec): 3 clusters Score: Raw -184437.227824 + Penalty 1710.260677 = -182726.967146 nChanged 2 SP:Iteration 33Q (3641.365473 sec): 3 clusters Score: Raw -184437.561993 + Penalty 1710.260677 = -182727.301316 nChanged 2 SP:Iteration 34Q (3641.435732 sec): 3 clusters Score: Raw -184437.871569 + Penalty 1710.260677 = -182727.610892 nChanged 1 SP:Iteration 35Q (3641.518281 sec): 3 clusters Score: Raw -184438.260043 + Penalty 1710.260677 = -182727.999366 nChanged 2 SP:Iteration 36Q (3641.600328 sec): 3 clusters Score: Raw -184438.695293 + Penalty 1710.260677 = -182728.434616 nChanged 1 SP:Iteration 37Q (3641.677783 sec): 3 clusters Score: Raw -184438.813838 + Penalty 1710.260677 = -182728.553160 nChanged 1 SP:Iteration 38Q (3641.762166 sec): 3 clusters Score: Raw -184438.918700 + Penalty 1710.260677 = -182728.658022 nChanged 1 SP:Iteration 39Q (3641.841837 sec): 3 clusters Score: Raw -184439.004677 + Penalty 1710.260677 = -182728.743999 nChanged 0 SP:Iteration 40F (3641.941732 sec): 3 clusters Score: Raw -184439.004677 + Penalty 1710.260677 = -182728.743999 nChanged 0 Time taken for this iteration:255.084147 seconds. 12->15 Clusters: Score -1989604.423435, best is -1992393.325019 Main iterations: 1624 (time per iteration =338.909629 ms) Total iterations: 24433 (time per iteration =22.526470 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 62716003301.000000 (time per metric unit =8.775898ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 1191604062719.000000 (time per metric unit=461.889360ps) That took 550.389237 seconds.